From 080c294ac5ea0ee0373247af2bc907258cb8fe36 Mon Sep 17 00:00:00 2001
From: wslyvh <wslyvh@users.noreply.github.com>
Date: Fri, 25 Oct 2024 16:03:24 +0200
Subject: [PATCH 1/5] api definition

---
 devcon-api/src/db/devcon.db            | Bin 22421504 -> 33271808 bytes
 devcon-api/src/swagger/definition.json | 155 ++++++++++++++++++++++++-
 2 files changed, 149 insertions(+), 6 deletions(-)

diff --git a/devcon-api/src/db/devcon.db b/devcon-api/src/db/devcon.db
index 85af10f182f0b756e7ef16bfde5e28d4991325fa..7eb7efe196f0c670733e10e9e4d45bc4061d8689 100644
GIT binary patch
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diff --git a/devcon-api/src/swagger/definition.json b/devcon-api/src/swagger/definition.json
index bcfa30523..66dcf2e82 100644
--- a/devcon-api/src/swagger/definition.json
+++ b/devcon-api/src/swagger/definition.json
@@ -683,6 +683,73 @@
         }
       }
     },
+    "/sessions/sources/{id}": {
+      "put": {
+        "tags": ["Sessions"],
+        "description": "",
+        "parameters": [
+          {
+            "name": "id",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "apiKey",
+            "in": "query",
+            "required": true,
+            "type": "string",
+            "description": "API key for authentication"
+          },
+          {
+            "name": "body",
+            "in": "body",
+            "schema": {
+              "type": "object",
+              "properties": {
+                "sources_ipfsHash": {
+                  "type": "string",
+                  "example": "QmTwmiv4u44XLBhbm5BmowKv91HfivDLvpSYaXUt1vmRRG"
+                },
+                "sources_youtubeId": {
+                  "type": "string",
+                  "example": "TRoO5fD7TI4"
+                },
+                "sources_swarmHash": {
+                  "type": "string",
+                  "example": "e8caa4dd5a1d7a7c8edb7e71933031f29f7feadcea2d2ce017d30c0dceb97850"
+                },
+                "sources_livepeerId": {
+                  "type": "string",
+                  "example": "LPO5ID"
+                },
+                "duration": {
+                  "type": "number",
+                  "example": 3065
+                }
+              }
+            }
+          }
+        ],
+        "responses": {
+          "204": {
+            "description": "No Content"
+          },
+          "400": {
+            "description": "Bad Request"
+          },
+          "401": {
+            "description": "Unauthorized"
+          },
+          "404": {
+            "description": "Not Found"
+          },
+          "500": {
+            "description": "Internal Server Error"
+          }
+        }
+      }
+    },
     "/sessions/{id}/image": {
       "get": {
         "tags": ["Sessions"],
@@ -823,6 +890,33 @@
         }
       }
     },
+    "/devabot/recommendations": {
+      "post": {
+        "description": "",
+        "parameters": [
+          {
+            "name": "body",
+            "in": "body",
+            "schema": {
+              "type": "object",
+              "properties": {
+                "message": {
+                  "example": "any"
+                }
+              }
+            }
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "OK"
+          },
+          "500": {
+            "description": "Internal Server Error"
+          }
+        }
+      }
+    },
     "/hooks/pretalx/schedule": {
       "post": {
         "tags": ["Hooks"],
@@ -912,14 +1006,11 @@
           },
           "403": {
             "description": "Forbidden"
-          },
-          "500": {
-            "description": "Internal Server Error"
           }
         }
       }
     },
-    "/send-notification": {
+    "/notifications": {
       "post": {
         "description": "",
         "parameters": [
@@ -932,13 +1023,58 @@
                 "title": {
                   "example": "any"
                 },
-                "body": {
+                "message": {
+                  "example": "any"
+                },
+                "sendAt": {
                   "example": "any"
                 }
               }
             }
           }
         ],
+        "responses": {
+          "201": {
+            "description": "Created"
+          },
+          "400": {
+            "description": "Bad Request"
+          },
+          "403": {
+            "description": "Forbidden"
+          },
+          "500": {
+            "description": "Internal Server Error"
+          }
+        }
+      },
+      "get": {
+        "description": "",
+        "parameters": [],
+        "responses": {
+          "200": {
+            "description": "OK"
+          },
+          "403": {
+            "description": "Forbidden"
+          },
+          "500": {
+            "description": "Internal Server Error"
+          }
+        }
+      }
+    },
+    "/notifications/{id}": {
+      "delete": {
+        "description": "",
+        "parameters": [
+          {
+            "name": "id",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          }
+        ],
         "responses": {
           "200": {
             "description": "OK"
@@ -955,7 +1091,14 @@
         }
       }
     },
-    "{{where{endpoint}}": {
+    "{{where{endpoint:endpoint}": {
+      "delete": {
+        "description": "",
+        "parameters": [],
+        "responses": {}
+      }
+    },
+    "{{where{id}}": {
       "delete": {
         "description": "",
         "parameters": [],

From be63249bd8c3fb9857aed68992c3a14e3715aff6 Mon Sep 17 00:00:00 2001
From: wslyvh <wslyvh@users.noreply.github.com>
Date: Sat, 26 Oct 2024 15:11:51 +0200
Subject: [PATCH 2/5] recommendations

---
 devcon-api/data/vectors/devcon-7.json    | 475029 ++++++++++++++++++++
 devcon-api/data/vectors/dictionary.json  |   1075 +
 devcon-api/src/clients/recommendation.ts |    187 +-
 devcon-api/src/controllers/sessions.ts   |      4 +-
 devcon-api/src/db/devcon.db              |    Bin 33271808 -> 26144768 bytes
 devcon-api/src/db/schema.prisma          |     17 +-
 devcon-api/src/db/seed.ts                |    330 +-
 devcon-api/src/swagger/definition.json   |    179 +-
 devcon-api/src/types/schedule.ts         |     12 +
 devcon-api/src/utils/stopwords.ts        |    404 +
 10 files changed, 476873 insertions(+), 364 deletions(-)
 create mode 100644 devcon-api/data/vectors/devcon-7.json
 create mode 100644 devcon-api/data/vectors/dictionary.json
 create mode 100644 devcon-api/src/types/schedule.ts
 create mode 100644 devcon-api/src/utils/stopwords.ts

diff --git a/devcon-api/data/vectors/devcon-7.json b/devcon-api/data/vectors/devcon-7.json
new file mode 100644
index 000000000..5be4c09bc
--- /dev/null
+++ b/devcon-api/data/vectors/devcon-7.json
@@ -0,0 +1,475029 @@
+[
+  {
+    "session": {
+      "id": "0xparc-panel",
+      "sourceId": "PPJHYQ",
+      "title": "0xPARC panel",
+      "description": "TBD",
+      "track": "Real World Ethereum",
+      "type": "Panel",
+      "expertise": "Beginner",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Programmable Cryptography",
+        "Panel",
+        "0xPARC"
+      ],
+      "tags": [],
+      "language": "en",
+      "speakers": [
+        "0xparc"
+      ],
+      "eventId": "devcon-7"
+    },
+    "vector": [
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+      "id": "a-cat-and-mouse-game-how-to-frontrun-a-transaction-in-the-future",
+      "sourceId": "MMQNCA",
+      "title": "A cat-and-mouse game: how to frontrun a transaction in the future?",
+      "description": "This talk will describe the attack-defense game in the MEV world. First it will briefly discuss MEV transactions and how it can protect projects from hackers. Then it will delve into attack-defense games between MEV bots. Finally it will discuss our latest observations and direction in this cat-and-mouse game.",
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+      "type": "Lightning Talk",
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+      "audience": "Engineering",
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+        "Fuzzing",
+        "MEV",
+        "program",
+        "analysis",
+        "Fuzzing",
+        "MEV",
+        "Security"
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+      "sourceId": "F7RFTH",
+      "title": "A Confirmation Rule for the Ethereum Consensus Protocol",
+      "description": "In this talk, we present an algorithm that, assuming good network conditions, reliably determines in less than a minute whether a proposed block will always be part of the canonical chain.\r\nThis represents a considerable speedup compared to waiting for the full security guarantees provided by block finalization, which takes 13 minutes in the best-case scenario.\r\nAlso, as we will explain, this is algorithm is a far better metric than using chain depth like some services still do.",
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+        "Decentralization Improvements",
+        "Mechanism design",
+        "Game Theory",
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+        "Consensus",
+        "Decentralization Improvements",
+        "Game Theory",
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+      "sourceId": "EQ9BYQ",
+      "title": "A Deep Dive into ZK Proofs of PODs",
+      "description": "Provable Object Data (POD) is a format any app to easily sign data and make ZK proofs without manual circuit writing or trusted setup.  Proofs are described in a simple configuration language, then compiled to a family of General Purpose Circuits (GPCs).  POD tech is used in Zupass and available as open-source libraries.  We’ll dive into the cryptography behind PODs, and what makes them suited to ZK proofs.  We’ll also cover the modular design which makes GPC circuits highly configurable.",
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+      "type": "Workshop",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+      "tags": [
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+        "Zero-Knowledge",
+        "Cryptography",
+        "zupass",
+        "Cryptography",
+        "Libraries",
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+      "language": "en",
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+      "description": "This talk is giving an insight into the current hacking/cracking/pirating culture that is thriving on the internet. A visibility inside the actual (gray&blackhat) environment where people are moving, and what do they do to \"make\" a living. \r\n\r\nShowcasing active forums such as breachforum, telegram groups, services they provide alongside explanations on what they do and how they do. \r\n\r\nWhat can we learn from them? And how can make sure that we do not become the goliath we all hate,",
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+      "title": "A proposer's perspective on preconfirmations: a new game in town?",
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+    "session": {
+      "id": "achieving-chain-abstraction-through-transaction-orchestration",
+      "sourceId": "7BGJZW",
+      "title": "Achieving Chain Abstraction through Transaction Orchestration",
+      "description": "Achieving chain abstracted experiences will require the ability to execute multiple transactions across multiple blockchains as a single \"action\", ideally with a single signature used for permissioning. \r\n\r\nIn this talk I'll explore the concepts of transaction orchestration and single-signature, multi-chain permissioning. I will present what are the benefits, how to create such systems and what are the drawbacks (e.g. soft atomicity, stale permissions, etc...)",
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+      "type": "Lightning Talk",
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+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
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+      "tags": [
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+        "Account Abstraction",
+        "Intents",
+        "transaction",
+        "orchestration",
+        "Account Abstraction",
+        "Developer Infrastructure",
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+      "language": "en",
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+      "sourceId": "AER7HZ",
+      "title": "Activation in crypto -- how crypto apps go mainstream!",
+      "description": "In this talk, I'll break down patterns I am seeing having helped onboard 10M+ users to crypto apps. From natives to newcomers, what are the factors that lead to onchain activity and sticky usage in consumer apps. I'll work through the few things that native apps do to onboard mainstream users onchain and how this impacts protocol development moving forward.",
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+      "sourceId": "E3YRQV",
+      "title": "Advancing Ethereum Scalability: Architectural Innovation Trends in the Layer 2",
+      "description": "In this session, Joshua will explore recent research findings and upcoming Ethereum Improvement Proposals (EIPs). He will explain the technical details of EIP-4844 (Shard Blob Transactions), single-slot finality, and other significant protocol upgrades. The talk will provide insights into how these changes impact Layer 2 scalability. Lastly, he will discuss latest architectural innovations in Layer 2 solutions both optimistic and ZK-rollups, offering a neutral perspective for assessment.",
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+    "session": {
+      "id": "advancing-op-stack-to-zk-rollup-achieving-efficiency-and-security-with-zero-knowledge-proofs",
+      "sourceId": "ZKKUNZ",
+      "title": "Advancing OP Stack to ZK Rollup: Achieving Efficiency and Security with Zero Knowledge Proofs",
+      "description": "OP-stack based rollups now retrieve L1-to-L2 deposit transactions and L2 transactions from Blobs. Current solutions face two issues: 1) increased operational costs due to batch submission overhead or 2) protocol complexity during challenges. We'll share our experience addressing these using ZK fault proof. Our new challenge system is cost-free for users and easily extendable to ZK rollups. The presentation includes our example of switching from zkEVM to zkVM and optimizing proof generation speed",
+      "track": "Layer 2",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "OPStack",
+        "ZK Fault Proof",
+        "zkVM"
+      ],
+      "tags": [
+        "Optimistic rollups",
+        "Zk Rollups",
+        "ZKP",
+        "zkvm",
+        "Optimistic rollups",
+        "Zk Rollups",
+        "ZKP"
+      ],
+      "language": "en",
+      "speakers": [
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+      "title": "ArbitrumDAO: A Year Review with Lessons Learnt, Interesting Research Questions & Future Direction",
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+      "id": "based-preconfirmations-with-mr-mev-boost",
+      "sourceId": "79SYDU",
+      "title": "Based Preconfirmations with MR-MEV-Boost",
+      "description": "In this talk, we will analyze a simple strawman setup of based preconfirmations to highlight its challenges, such as supply chain centralization, the lack of pricing mechanisms, and latency/spam races. We will then introduce MR-MEV-Boost, a preconfirmation solution that runs multiple rounds of MEV-Boost auctions within a single slot. This solution addresses the mentioned challenges by preconfirming batches instead of individual transactions and better integrating with the L1 PBS pipeline.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
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+      "doNotRecord": false,
+      "keywords": [
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+        "User Experience",
+        "Mechanism design",
+        "sequencer",
+        "based",
+        "preconfs",
+        "pre-confirmations",
+        "Mechanism design",
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+        "User Experience"
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+      "sourceId": "JWMCXJ",
+      "title": "Better privacy defaults for your users with stealth addresses",
+      "description": "Stealth addresses can be used to give users better privacy from payments to identity. In this workshop we will run through practical use cases of stealth addresses today and how they relate to different types of products.\r\n\r\nWe will then have a short coding session where we will implement stealth addresses to generate private Safe signers from scratch.",
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+  {
+    "session": {
+      "id": "beyond-ligero-and-brakedown-building-a-fast-prover-based-on-list-polynomial-commitments",
+      "sourceId": "L7YER9",
+      "title": "Beyond Ligero and Brakedown: Building a Fast Prover Based on List-Polynomial Commitments",
+      "description": "Linear codes underlie one of the main approaches in zero-knowledge proofs and arguments, including works like FRI, Ligero, Brakedown and Orion. In this talk, we describe how to extend one of the protocols from Ligero and Brakedown to the regime of batched polynomial commitments, at the cost of a single extra operation in the verifier. Similarly to Redshift, we opt for increased efficiency via the list decoding regime. We also present an optimisation for using the resulting commitment with PIOPs.",
+      "track": "Applied Cryptography",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Academic",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Provable",
+        "Security"
+      ],
+      "tags": [
+        "Layer 2s",
+        "Rollups",
+        "Zero-Knowledge",
+        "Cryptography",
+        "Security",
+        "provable",
+        "Cryptography",
+        "Layer 2s",
+        "Rollups",
+        "Zero-Knowledge"
+      ],
+      "language": "en",
+      "speakers": [
+        "azam-soleimanian",
+        "bogdan-ursu"
+      ],
+      "eventId": "devcon-7"
+    },
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+      "id": "beyond-multidimensional-fee-markets",
+      "sourceId": "NPG9CV",
+      "title": "Beyond Multidimensional Fee Markets",
+      "description": "We study TFMs in the presence of heterogenous transactions and computational nodes. Our first set of results show that multidim fee markets (such as EIP-4844) fail to achieve good guarantees as heterogeneity increases. We complement this result by introducing the Broker Mechanism, which works in the fully heterogenous setting. This mechanism is suitable as a market for sharding computation, delegating computation to off-chain nodes (prover markets and coprocessors), and allocating preconfs.",
+      "track": "Cryptoeconomics",
+      "type": "Talk",
+      "expertise": "Expert",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Coprocessors",
+        "Prover Markets",
+        "Multidimensional Fee Markets"
+      ],
+      "tags": [
+        "Mechanism design",
+        "Economics",
+        "Transaction fees mechanisms",
+        "market",
+        "fee",
+        "multidimensional",
+        "Economics",
+        "Mechanism design",
+        "Transaction fees mechanisms"
+      ],
+      "language": "en",
+      "speakers": [
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+      "description": "In this talk, we delve into the philosophical implications of Ethereum and attempt to draw parallels between blockchain concepts and ones in the history of thought from ancient Greece to modern theories such as posthumanism, accelerationism, speculative realism, etc. We conceptualize the philosophical core of Ethereum, which encompasses cyberpunk, solarpunk, crypto-anarchism, and technolibertarianism among others. Additionally, we identify the thirteen philosophical pillars of Ethereum.",
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+      "title": "Blockchain's Unique Potential: Transforming Lives & the Humanitarian Sector for Refugee Solutions",
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+      "sourceId": "WQUSDT",
+      "title": "BRAID: Implementing Multiple Concurrent Proposers",
+      "description": "BRAID is a consensus specification for implementing concurrent leaders in ethereum from parallel chains. The talk will cover the design of braid. Technical challenges of alternative designs for multi proposer and, if time permits, other topics of interest in execution consensus seperation.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
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+        "Concurrent",
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+        "Consensus",
+        "Censorship Resistance",
+        "proposer",
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+        "Censorship Resistance",
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+        "Core Protocol"
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+      "title": "Bringing peer-to-peer networks to ALL the peers",
+      "description": "The p2p networks of the Ethereum ecosystem generally draw the line to server nodes. True end users devices: mobiles, laptops, browsers, are excluded and use centralised APIs and gateways to access the p2p network. Removing sovereignty, censorship-resistance and privacy in the process.\r\n\r\nIn this lightning talk, we’ll review everything that can go wrong when trying to include resource restricted devices in a peer-to-peer network, using the most popular tools and libraries.",
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+      "id": "bringing-real-world-identity-on-chain",
+      "sourceId": "TPLBLQ",
+      "title": "Bringing real-world identity on-chain",
+      "description": "A brief overview on how we can bring real-world identity on-chain privately using zero-knowledge proofs, why we need to do so and how it can help solving some real-world problems, and some challenged associated in implement this. \r\nFeaturing some projects in this space like AnonAadhaar, Proof-of-passport, etc.",
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+      "audience": "Engineering",
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+      "sourceId": "XZ7E7A",
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+  {
+    "session": {
+      "id": "building-an-end-to-end-zk-identity-application",
+      "sourceId": "TNK3LB",
+      "title": "Building an End-to-End ZK identity application",
+      "description": "This workshop will walk you through an end to end application that demonstrates how to turn different sources of identity data (e.g. driver’s license, paystubs, and etc) into verifiable format, and generate ZK proofs about that data (e.g. to apply for a loan) without building your own ZK circuits. The application is built with POD (Provable Object Data) and GPCs (General Purpose Circuits), which are also used by projects such as Zupass for your Devcon tickets.",
+      "track": "[CLS] POD and Cryptographic Gadgets, by 0xParc",
+      "type": "Workshop",
+      "expertise": "Beginner",
+      "audience": "Developer",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+      "tags": [
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+        "ZKP",
+        "Use cases of cryptography",
+        "pod",
+        "Identity",
+        "Use cases of cryptography",
+        "ZKP"
+      ],
+      "language": "en",
+      "speakers": [
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+      "title": "Building Consumer Apps with ZK, MPC, and FHE",
+      "description": "In this panel, members of Cursive, ZKP2P, Zupass, and ZK-Email will describe their experience building and enabling consumer applications using programmable cryptography. They will discuss how advances in ZK, MPC, and FHE enable new types of applications to be built, how to get started building apps and tradeoffs in tooling, as well as the challenges and potential pitfalls while using these tools. Finally, they'll share some future ideas for cryptography-centric apps they're excited about!",
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+      "description": "While someone is building one more NFT marketplace rn... I claim that blockchains, privacy, and verifiability can disrupt, heal, and modify the world around us for real: spacetech, agrotech, biotech, AI/ML, neurotech, and many other domains have a fit for our beloved technology.\r\n\r\nBased on dozens of interviews with ppl from other industries, I want to share the most unexpected, exciting, and urgent use cases e.g. satellite coordination, post-nuclear war recovery, and LLMs presumption of innocence",
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+      "id": "chain-abstracted-smart-accounts-how-to-build-amazing-web3-ux-in-2024",
+      "sourceId": "E7QLZJ",
+      "title": "Chain-abstracted Smart Accounts -- How to Build Amazing Web3 UX in 2024",
+      "description": "Chain abstraction (CA) and account abstraction (AA) have been two of the hottest topics in Web3, but few people know how to use them together.\r\n\r\nIn this talk, I will explain how developers can build amazing Web3 experiences by combining AA with CA in the form of \"chain-abstracted smart accounts\" -- smart accounts that can spend their balances on any chain without bridging.",
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+      "type": "Lightning Talk",
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+      "sourceId": "SDMYAY",
+      "title": "Chain abstraction? But I want to know where my tokens are",
+      "description": "As a space, we face a big problem: how should we think about where assets live. Is Eth different from oEth or aEth. Does it matter where Circle prints your USDC? Should chains delegated to the kind of infra that Google Cloud or AWS is today? Clearly, the fragmentations of USDC/USDT/xDAI and then all the L2s creates horrible UX. However, the underlying assets are different things and the chains they live on have completely different security guarantees. Let's fix this!",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Product",
+      "featured": false,
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+      "title": "Changes to the EVM versus L2s",
+      "description": "The EVM Object Format (EOF) aims to improve and enhance the EVM. Though supported for their benefits, concerns remain about their impact and added complexity. Panelists will discuss the pros and cons of such changes, governance, priorities for upcoming Ethereum hard forks, testing requirements, decision-making; and whether EVM changes should be (first) implemented in Layer 2 solutions rather than the core protocol, if L2s can effectively adopt these changes and their potential long-term outcome",
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+      "id": "cheatcalls-eip",
+      "sourceId": "FSSDUT",
+      "title": "Cheatcalls EIP",
+      "description": "Development nodes, such as Anvil, Hardhat, and Tenderly, provide specialized methods to manipulate blockchain state. For example, the `anvil_setCode` method allows arbitrary overriding smart contract code. \r\n\r\nUnfortunately, each node implements a slightly different set of methods with varying behaviours, resulting in wasted development hours and potential vendor lock-in.\r\n\r\nIn my talk, I introduce a new EIP that proposes standardized `cheat_*` methods with well-defined interfaces and behaviour.",
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+      "audience": "Engineering",
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+      "sourceId": "XUUMW3",
+      "title": "Check your user's humanity, nationality or age with privacy-preserving ID proofs!",
+      "description": "This workshop shows how to use the Proof of Passport SDK to check user's identity in a few lines of code. Let users generate zk proofs of age, nationality, humanity or non-inclusion in the OFAC list by scanning the NFC chip in their passport or ID card, and without ever having to reveal any private information.\r\n\r\nCome try it now!",
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+      "id": "circle-stark-gpu-acceleration-an-analysis-of-performance-and-implementation",
+      "sourceId": "MUG9QP",
+      "title": "Circle STARK GPU Acceleration: An Analysis of Performance and Implementation",
+      "description": "The session will cover the overview of GPU acceleration for ZK-SNARK/STARK proof systems, focusing on the GPU implementation of Circle STARK. It will address challenges and solutions in implementation, delving into parallelizing computations in the FRI protocol, quotient operations, polynomial operations, and batching. We'll compare CPU and GPU performance, discussing available technologies (SIMD, AVX512, CUDA). Finally, we'll explore future directions for hardware acceleration (ie. FPGA).",
+      "track": "Applied Cryptography",
+      "type": "Talk",
+      "expertise": "Beginner",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Circle STARK",
+        "Stwo",
+        "GPU"
+      ],
+      "tags": [
+        "ZKP",
+        "Zero-Knowledge",
+        "STARK",
+        "gpu",
+        "STARK",
+        "Zero-Knowledge",
+        "ZKP"
+      ],
+      "language": "en",
+      "speakers": [
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+      "sourceId": "C7T3QL",
+      "title": "Circom buses: a new journey",
+      "description": "Circom is one of the most widely used languages in programmable cryptography. In this talk we present an amazing new circom feature, called buses. Like structs in other languages, programmers can define their own buses, as new types, in a general way to create structured collections of signals and freely use them in their code. Buses increase the readability, modularity and security of circuits. Illustrative examples as well as the renewed circomlib, using buses, are presented.",
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+      "audience": "Developer",
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+        "Economics",
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+        "Economics",
+        "Game Theory",
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+      "title": "Conditional Markets and Futarchy",
+      "description": "We will focus on conditional markets and futures, where participants can bet on how outcomes (stock prices, inflation rates, commodities futures) are expected to vary depending on particular conditions (who wins an election, interest rate changes, etc).\r\n\r\nGoing more deeply, we discuss how conditional markets can be used to make decisions, in what is called decision markets or futarchy, how this can improve the governance of autonomous organizations and allow credibly-neutral public goods funding.",
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+      "sourceId": "JKFBN3",
+      "title": "Copying Memory in EVM, how hard can that be?",
+      "description": "Memory copy operations in EVM are a useful feature, but there are different ways to do. How do they differ? Which is the best?\r\nThe options are:\r\nMLOAD+MSTORE loop\r\nIdentity Precompile\r\nThe new MCOPY opcode\r\nBased on concrete examples we will explain how these options differ. We will use different examples as the amount of bytes copied makes a difference. For all these options we will present gas consumption and code size.\r\nThis way we can compare the different options to copy memory and crown the ult",
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+      "type": "Lightning Talk",
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+  {
+    "session": {
+      "id": "cuevm-gpu-accelerated-evm-for-security-and-beyond",
+      "sourceId": "PQBKHF",
+      "title": "CuEVM: GPU-Accelerated EVM for Security and Beyond",
+      "description": "In this talk, we present CuEVM, an EVM executor implemented in CUDA for running a massive number of transactions in parallel. Its primary application is to accelerate fuzzing by testing transactions in multiple sandbox EVMs on GPUs. Additionally, we have integrated it into Goevmlab to support a broader range of use cases. We will discuss the design choices, challenges, results, and future plans to leverage CuEVM beyond fuzzing.",
+      "track": "Security",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Parallel",
+        "EVM"
+      ],
+      "tags": [
+        "Scalability",
+        "Security",
+        "Fuzzing",
+        "EVM",
+        "parallel",
+        "Fuzzing",
+        "Scalability",
+        "Security"
+      ],
+      "language": "en",
+      "speakers": [
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+      "eventId": "devcon-7"
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+      "sourceId": "QPQZJR",
+      "title": "Cypherpunk is slow, not hyper-financialized and unlike Twitter",
+      "description": "In this lightning talk I will present three major directions that we need to tackle to make Ethereum Cypherpunk:\r\n1. Against popular trends, I call for increasing block time (instead of making it faster) to increase resilience via better DVT and mixnets - both are struggling with low latency blocks\r\n2. Let's revive the Ethereum world computer, not just financial infrastructure and their implications\r\n3. Rethink [d]app UX entirely - how does resilient human interaction feel like in the digital era?",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Community",
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+        "Ethereum Roadmap",
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+      "sourceId": "3E7R7G",
+      "title": "DAOs and BORGs: blending the best trust-minimization techniques of the onchain and offchain worlds",
+      "description": "In his talk, Gabriel will give an overview of the legal challenges faced by DAOs and how ‘making DAOs modular’ with specialized legal wrappers and smart contracts known as ‘cybernetic orgs” (BORGs) can solve these problems. The talk will tie the evolution of DAOs to the modular revolution in blockchain infrastructure and a detailed walk-through of how modified Gnosis SAFEs can be combined with legal entity bylaws to blend the best trust-minimization techniques of the onchain and offchain worlds.",
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+    "session": {
+      "id": "daos-unmasked-the-hard-truths-behind-the-hype",
+      "sourceId": "ZSSKBL",
+      "title": "DAOs Unmasked: The Hard Truths Behind the Hype",
+      "description": "In this talk we will see what a DAO is, what its not and face some hard truths about DAOs and how they are used today.\r\n\r\nDoes a DAO stand for Discord Administered Organization? Is a DAO just a discord chat and a multisig?\r\n\r\nIs a DAO a way for your company to have 2 cap tables, one for your and your investors and one for your community?\r\n\r\nAre DAOs a face for a Cayman Islands foundation which uses decentralization theater to shift liability?\r\n\r\nAre DAOs a way to sidestep regulations?\r\n\r\nLet's find out!",
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+      "type": "Talk",
+      "expertise": "Beginner",
+      "audience": "Community",
+      "featured": true,
+      "doNotRecord": false,
+      "keywords": [
+        "Decentralization Theater",
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+      "tags": [
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+        "DAO",
+        "Governance",
+        "Regulation",
+        "Coordination",
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+      "sourceId": "SX8B9E",
+      "title": "Dark DAOs and Private Coordination",
+      "description": "Dark DAOs allow for undetectable private coordination and are feasible to launch in Ethereum today. In this talk, I will introduce Dark DAOs, the threat they pose to Ethereum, and importantly also the ways we can harness them as mechanisms for positive private coordination. I will also introduce proofs of complete knowledge as a currently available, but underused, defense against Dark DAOs.",
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+      "title": "Debugging data for Ethereum – ethdebug/format Overview and Project status",
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+      "sourceId": "BNBCVC",
+      "title": "Decentralize your sequencer -- A guide for L2’s",
+      "description": "This talk will act as a river guide exploring the design space for L2 sequencer decentralization. It will cover:\r\n\r\n1. Should L2’s care about decentralizing a sequencer?\r\n2. What does it mean for UX?\r\n3. Forced Inclusion ≠ Decentralised sequencing\r\n4. ELI5 the approaches being taken by L2's\r\n5. Based rollups to the rescue?\r\n6. What are for optimistic / zk and / privacy rollups\r\n7. L2 Consensus networks are not the solution\r\n8. Decentralisation is not just about sequencing rights",
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+      "title": "Decentralized Outcome Funding for Investigative Reporters",
+      "description": "Drawing upon the idea of impact certificates, this talk demonstrates how blockspace can be leveraged to solve double selling of impact (create change once and sell to many funders) and donating on brand rather than outcomes created. The session will go through a demo built by VoiceDeck in collaboration with the EF to help traditional newsrooms port their private database of impact as Hypercerts on Optimism, so they can receive funding based on recorded impact arising from their past stories.",
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+      "title": "Decentralizing access to Ethereum utilizing Ethereum's Portal Networks",
+      "description": "Accessing Ethereum in a decentralized way has a high barrier to entry for reasons of cost (hardware), knowledge, or time. These problems cause users to rely on centralized providers.\r\n\r\nA few examples on how Ethereum's Portal Networks will tackle these centralizing forces\r\n- EIP 4444's + Portal History will allow nodes to maintain current day RPC, well saving 800GB of storage.\r\n- Portal State will allow wallets to use a decentralized backend instead of a centralized backend like Infura.",
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+      "sourceId": "SRYTXY",
+      "title": "Decentralizing economic opportunity: Communities using crypto & decentralized protocols to make local economic impact in Brazil, Nigeria & Kenya",
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+        "Local Impact",
+        "market",
+        "emerging",
+        "Ethereum for Good",
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+        "Use Cases"
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+      "id": "deep-dive-into-fork-choice-compliance-for-ethereum-clients",
+      "sourceId": "D3XZKF",
+      "title": "Deep Dive into Fork Choice Compliance for Ethereum Clients",
+      "description": "In this talk we will share the design of the methodology checking the compliance of Ethereum consensus layer clients to the fork choice specification. The core of the methodology is based on the constraint solver models which allows to generate huge number of distinct test scenarios providing comprehensive coverage. At the current stage we have ended up at around 13,000 fork choice tests, but the test suite we developed allows to generate a million of tests and even more.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "model based testing",
+        "fuzz testing"
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+      "tags": [
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+        "Fuzzing",
+        "Testing",
+        "Core Protocol",
+        "Testing"
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+      "language": "en",
+      "speakers": [
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+      "sourceId": "GWBWPE",
+      "title": "Demand-based recurring fees in practice",
+      "description": "ALL 4 letter .COMs have been taken since 2013. Yet most only have a few natural buyers; hence, speculation doesn't make that market more efficient.\r\n\r\nYet, in crypto-economics, we can already transcend private property to deter the monopolization of digital assets like domains. \r\n\r\nThis talk explores solutions from Weyl, Posner, and Henry George. We'll show how pricing and allocative efficiency can be improved through Georgist land value tax for assets like real estate, domain names, or ad space.",
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+      "sourceId": "CRWBCC",
+      "title": "Designing an End to End Solution for Based Preconfirmations",
+      "description": "This workshop provides the audience with a foundation for building an end-to-end solution to deliver fast preconfirmation of transactions on a based-rollup like Taiko. In addition to understanding the basics of based sequencing and preconfirmations, attendees will learn about settling these preconfirmations as an Eigenlayer AVS, designing the AVS client, syncing L2 state using preconfirmed blocks, preconfer election, and managing a proposer lookahead using Beacon state within smart contracts.",
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+      "sourceId": "39AVKD",
+      "title": "Designing and launching a RetroRound - Incentivize what matters",
+      "description": "Learn how to design, develop and launch a retroactive funding round. In this workshop we’ll explore the differences, similarities and best practices for running a local and ecosystem RetroRound. Participants will be able to set clear goals, define impactful behaviors to be incentivized, scope technical roadmaps, and formulate a sustainable strategy to fund public goods. Ideal for emerging markets community leaders and web3 Ecosystems looking for new resilient and diverse funding strategies.",
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+        "grants",
+        "Mechanism design",
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+      "sourceId": "PPFPQY",
+      "title": "Developing and using a modular folding schemes library",
+      "description": "We will present Sonobe, a modular folding-schemes library. It currently features implementations of Nova, CycleFold, Hypernova and ProtoGalaxy schemes and is compatible with a wide range of R1CS arithmetization libraries. we will briefly discuss what folding schemes are and how they fit into IVC-style proof systems. Next, we will explain how Sonobe was built and what features it supports. Finally, we will cover what has been built with Sonobe and how developers can start using it today.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Folding schemes",
+        "IVC",
+        "Nova"
+      ],
+      "tags": [
+        "Libraries",
+        "Zero-Knowledge",
+        "Cryptography",
+        "nova",
+        "Cryptography",
+        "Libraries",
+        "Zero-Knowledge"
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+      "language": "en",
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+      "title": "Does Ethereum Really Need PBS? Solving MEV at the app vs the infrastructure layer",
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+      "audience": "Engineering",
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+      "id": "ebay-and-web3-powered-digital-product-passports-and-what-this-could-mean-for-the-future-of-commerce",
+      "sourceId": "DWMA3P",
+      "title": "eBay & web3 powered Digital Product Passports and what this could mean for the future of commerce?",
+      "description": "eBay is embracing web3 technologies to fulfil the vision of a truly connected product world. Digital Product Passports (DPPs) underpin this movement with a real world application of public blockchain technologies, tokenised products, attestation based technologies and selective disclosure schemes as the  technology of choice.\r\n\r\nI will explore what this means for one of the worlds largest marketplaces, why brands are embracing this movement and whats in it for the consumer.",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Product",
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+        "Digital Sovereignty",
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+      "title": "Efficient non-native SNARK recursion using bivariate polynomial testing",
+      "description": "Efficient SNARK recursion requires switching between pairing friendly elliptic curves. In most optimal approaches these curves would construct a cycle, but there are no such known cycles. Instead, we use non-native arithmetic to brute force the pairing computation at the cycle cut-off.\r\nWe describe an approach for combining direct field extension with polynomial-based non-native arithmetic. This reduces pairing computation to bivariate polynomial identity testing using Schwartz-Zippel lemma.",
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+  {
+    "session": {
+      "id": "elliptic-curves-and-snarks-past-present-and-future",
+      "sourceId": "Y3PMMA",
+      "title": "Elliptic curves and SNARKs: past, present and future.",
+      "description": "Elliptic curves are used in many proof systems. Some systems (e.g. Bulletproofs) use plain curves (e.g. ed25519). Some (e.g. Groth16, KZG-PLONK) use pairing-friendly curves (e.g. BLS12-381). Some recursive systems require pairing-friendly 2-cycle (e.g. MNT4/6) or 2-chains (e.g. BLS12-377/BW6-761). Some other recursive/folding systems require plain 2-cycle (e.g. Pasta). In this talk we will go through the difference between these curves and why there isn't a silver bullet curve for all scenarios.",
+      "track": "Applied Cryptography",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "elliptic",
+        "curves"
+      ],
+      "tags": [
+        "ZKP",
+        "Cryptography",
+        "SNARK",
+        "elliptic",
+        "curves",
+        "Cryptography",
+        "SNARK",
+        "ZKP"
+      ],
+      "language": "en",
+      "speakers": [
+        "youssef-el-housni"
+      ],
+      "eventId": "devcon-7"
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+      "title": "Empirical analysis of AMM loss versus rebalancing on layer 2 chains",
+      "description": "This talk presents an empirical analysis of CEX-DEX-Perpetual arbitrage on Layer 2 chains (FCFS vs. PGA chains), examining transaction data, market structure, and profitability patterns. It compares realised and theoretical Loss versus Rebalancing (LVR); then further reveals whether specific designs of the chain such as block time, permissionless sequencer, public/private mempool lead to better or worse LVR. Finally it proposes/calls out solutions for LVR reduction protocol designs for L2.",
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+    "session": {
+      "id": "end-of-self-custodial",
+      "sourceId": "KDUNLM",
+      "title": "End of self-custodial",
+      "description": "I will present an overview of the current situation of how countries around the world are restricting or banning the self-custodial ownership model, which is the foundation of cryptocurrencies.\r\n\r\n- What kind of laws, regulations and guidance countries have passed to restrict self-custodial\r\n- What kind of areas are being targeted: ownership of cryptocurrencies, wallets, developers, interfaces\r\n- Who are the driving forces behind oppositing self-custodial\r\n- How to counteract this development",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Business",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Self custodial",
+        "FATF",
+        "."
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+      "tags": [
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+        "Censorship Resistance",
+        "Regulation",
+        "fatf",
+        "Censorship Resistance",
+        "Free Speech",
+        "Regulation"
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+      "title": "Enhancing Ethereum P2P Network Security through Fuzzing",
+      "description": "Security is a big deal for Ethereum's p2p network. We think fuzzing is a great way to make it more secure. We developed a time-series-based fuzz testing tool for the Ethereum network layer. In this tool, we integrated mutation mechanisms and seed selection algorithms, and introduced a new time-series feedback model. Using this tool, we can spot and fix existing vulnerabilities while also spotting new risks.",
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+      "title": "ENS War Stories: Securing Web3 from Web2-Based Attacks",
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+      "description": "BREAKING: A key Layer 2 sequencer has suffered a complete outage for a brief period! As a consequence, many loans from the protocol DevaLend could not be paid, leading to liquidations and bad debt.\r\n\r\nIn this workshop, you will assume the role of one of the key players in this exciting simulation, and explore how to navigate through it. Propose how to navigate through the DevaLend situation and react as new scenarios evolve and respond to your ideas. Good Luck!",
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+      "title": "ETH++: A roadmap to (real) decentralization in a world of centralized power",
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+      "id": "eth-arauca-emersons-legacy-and-the-hope-for-change-in-vulnerable-communities-through-ethereum",
+      "sourceId": "TA3N8E",
+      "title": "ETH Arauca: Emerson's Legacy and the Hope for Change in Vulnerable Communities Through Ethereum",
+      "description": "In this talk, we will explore the moving case of ETH Arauca and the brave young activist Emerson, who led the ETH Colombia node and whose life was tragically taken in the exercise of his mission. We will analyze how Ethereum, through its vision of decentralized finance, can act as an engine of transformation in vulnerable communities with conflict contexts. This talk seeks to give visibility to Emerson's legacy, ETH leaders challenges, and highlight the potential of Ethereum to drive real change",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Community",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Ethereum",
+        "for",
+        "Good"
+      ],
+      "tags": [
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+        "Local Impact",
+        "Social Recovery",
+        "ethereum",
+        "good",
+        "Decentralization",
+        "Local Impact",
+        "Social Recovery"
+      ],
+      "language": "en",
+      "speakers": [
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+      "eventId": "devcon-7"
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+      "id": "ethereum-citizen-embracing-self-sovereign-digital-identity",
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+      "title": "Ethereum Citizen: Embracing Self-Sovereign Digital Identity",
+      "description": "The world is changing. Everything is becoming digital. As we seek to extract more from digital services, we are giving them more and more of our personal data.\r\n\r\nBut it doesn't have to be this way. Just as we gained self-sovereignty and ownership over our digital assets and money, we can achieve the same for our digital identities and data using similar and new technologies.\r\n\r\nThis presentation will explain what self-sovereign identity is, why we need it, and where we stand today.",
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+      "title": "Ethereum Privacy Ecosystem overview",
+      "description": "I want to present the Ethereum Privacy Ecosystem report that Web3Privacy now collective is doing:\r\n\r\n- highlighting the state of Privacy in Ethereum (helicopter/ecosystem viewpoint)\r\n- presenting a structural map of privacy-focused projects, EIPs & R&Ds, hackathon projects, and funding mechanisms\r\n- backed by the data: X projects from Railgun to Firn, Y hackathons from ETHBerlin to ETHRome, Z funding from Gitcoin (example: Rotki) to VC (Aztec)\r\n- sharing public & open research links",
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+      "title": "Everything you need to know about state expiry",
+      "description": "State growth is a ticking time bomb for Ethereum, yet concrete solutions remain elusive. While statelessness offers promise, it doesn't address the root cause. Enter state expiry – a compelling answer to our growing state problem. In this talk, I'll dive into the analysis of Ethereum's state growth problem down to the key-value pair level, the evolution of state expiry proposals, and the latest research on Ethereum's state expiry solutions.",
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+      "sourceId": "R3UPGT",
+      "title": "EVM Charts 2024: What's hot? What's not?",
+      "description": "Thanks to the openness and transparency of blockchain we can study how developers actually use it. In this session we will compare the usage of EVM on mainnet from the last Devcon to this Devcon. Including questions like:\r\n* Which opcodes have become more/less popular?\r\n* Which precompiles have become more/less popular?\r\n* Has average memory consumption increased/decreased?\r\n* How actively are new features being used?\r\n* Are transactions getting more complicated?",
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+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
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+        "Precompiles",
+        "EVM Metrics",
+        "Protocol Optimization",
+        "Statistics",
+        "evm usage trends"
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+      "tags": [
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+        "trend",
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+        "Core Protocol",
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+      "description": "Currently, EVM bytecode, while powerful and simple, lacks structure. This leads to many complexities when introducing new EIPs and maintaining backwards compatibility.\r\n\r\nIn this talk, we illustrate some use cases of the EVM Object Format (EOF). Next, we provide a quick overview of the main changes introduced by the EOF and related EIPs. Finally, we discuss security considerations that could arise with the introduction of EOF, including cross-EOF contract interactions and new instructions.",
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+      "description": "The goal of this talk will be to give a quick history of the evolution of scams and the new techniques employed to combat them. I was previously the co-founder of Wallet Guard, which has since been acquired by Consensys. I now am responsible for the research and development of the security engine employed by MetaMask to protect its users.",
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+      "id": "exploring-auction-mechanisms-in-protocol-design",
+      "sourceId": "WAKEL9",
+      "title": "Exploring Auction Mechanisms in Protocol Design",
+      "description": "Auction mechanisms are fascinating, and so are protocol designs. When you put both together, things get really interesting. In this talk, we'll dive into various auction mechanisms and see how they shape protocol design choices. We'll cover key aspects like the timing game, MEV burn, and participant trusts. Then we will look at case studies: Ethereum, Optimism, and Arbitrum. For each case, we'll conclude how protocol impacts auction or vice versa.",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
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+      "tags": [
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+        "Economics",
+        "MEV",
+        "auction",
+        "Core Protocol",
+        "Economics",
+        "MEV"
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+      "title": "Exploring various approaches to achieve effective decentralization for Intent-Based protocols",
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+    "session": {
+      "id": "fair-combinatorial-auction-for-trade-intents-how-to-design-mechanisms-without-a-numeraire",
+      "sourceId": "AAYWGY",
+      "title": "Fair combinatorial auction for trade intents: how to design mechanisms without a numeraire",
+      "description": "When designing mechanisms on the blockchain, there may be no single asset that can be used to reallocate the benefits of participating in the mechanism among its participants. Hence, the designer cannot separately address achieving an objective and sharing the resulting gains, as the objective affects how/whether these gains can be shared. This raises fairness concerns. We discuss the relevance of this issue for trade intent auctions and propose a novel mechanism: the fair combinatorial auction.",
+      "track": "Cryptoeconomics",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Academic",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Batch auctions",
+        "dutch auctions",
+        "auctions",
+        "CoW Swap",
+        "research"
+      ],
+      "tags": [
+        "Mechanism design",
+        "Intents",
+        "research",
+        "Intents",
+        "Mechanism design"
+      ],
+      "language": "en",
+      "speakers": [
+        "andrea-canidio"
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+      "eventId": "devcon-7"
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+      "sourceId": "GSKJK8",
+      "title": "Finding rough consensus on issuance",
+      "description": "lido and ef researchers agree on far more than people think. this talk is an attempt to synthesize and explain my take on the big picture as simply as possible with plenty of humour.",
+      "track": "Core Protocol",
+      "type": "Talk",
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+      "sourceId": "CDTX78",
+      "title": "Fork-Choice enforced Inclusion Lists (FOCIL)",
+      "description": "A direct consequence of centralized block production is a deterioration of Ethereum's censorship resistance properties. In this talk, we introduce FOCIL, a simple committee-based design improving upon previous inclusion list and co-created block mechanisms. We present the benefits of (1) relying on a committee to address issues related to bribing/extortion attacks, and (2) having attesters enforce the IL as part of the block validity condition to prevent IL equivocation.",
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+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
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+        "Inclusion Lists",
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+      "title": "From Auctions to ZK: An Educational tour of MPC tools for Real World Use",
+      "description": "Ethereum made a significant contribution to the Cypherpunk agenda by removing central points of trust, allowing us to gain accountability, yet losing us any semblance of privacy that we had. There is hope at hand for privacy, but hope, in this case, is rather technical.\r\nThis talk aims to bring you up to scratch on privacy preserving tools while discussing S{N,T}ARKS, TEEs, FHE, how MPC elevates them in a decentralized setting, and highlighting their use from Auctions to ZK, from the 90s til now.",
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+      "id": "from-bottlenecks-to-breakthroughs-optimizing-zkevm-provers",
+      "sourceId": "LT8BTE",
+      "title": "From Bottlenecks to Breakthroughs: Optimizing zkEVM Provers",
+      "description": "In this session, we introduce how we optimized zkEVM provers in production to significantly reduce prover costs, a major expense in running zkEVM. Topics include diagnosing zkEVM bottlenecks using CPU and memory profiling, leveraging DAGs for parallelization, and efficient memory management with a memory pool, fine-tuned garbage collection, and in-memory swapping for gigantic memory usage. These optimizations reduced zkEVM prover runtime by 75%, representing a substantial performance gain.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "Optimization"
+      ],
+      "tags": [
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+        "ZK-EVMs",
+        "Open Source Software",
+        "optimization",
+        "Layer 2s",
+        "Open Source Software",
+        "ZK-EVMs"
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+      "description": "The proposal outlines a path for the mass adoption of smart contract accounts by using MPC wallet as a transitional solution. Users can start their web3 journey by using MPC wallets which can be done via social login. Later, users can turn the MPC wallets into smart contract wallets using EIP-7702, enhancing the user experience with feature-rich options while maintaining the security benefits of MPC wallets to protect the EOA private key.",
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+      "sourceId": "QYWS83",
+      "title": "Fuzzing Zero-Knowledge Infrastructure",
+      "description": "Zero-knowledge (ZK) infrastructure is highly complex and highly critical for the correct operation of L2 chains; that is, a single bug can result in massive financial and reputational damage. To find such potential million-dollar bugs before they are exploited, we have developed a novel fuzzing technique that can find logic flaws that impact liveness or safety of ZK infrastructure. Our fuzzer has already found such issues in several ZK systems, including Circom, Corset, Gnark, and Noir.",
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+      "audience": "Research",
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+        "Fuzzing",
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+        "Fuzzing",
+        "Security",
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+      "id": "grapheneos-a-brief-introduction-to-private-and-secure-android",
+      "sourceId": "QK3ZTL",
+      "title": "GrapheneOS: a brief introduction to private and secure Android",
+      "description": "Smartphones have become an essential part of our lives. The operating systems on smartphones act like a boundary layer between personal data and a plethora of untrusted code, but how easy is it to penetrate this boundary? We present GrapheneOS - the privacy and security-focused operating system developed as a non-profit open-source project. We will focus on some state-of-the-art GrapheneOS features such as low-level USB-C control, hardened memory allocator, and Sandboxed Google Play.",
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+      "type": "Talk",
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+      "audience": "Engineering",
+      "featured": false,
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+        "Security",
+        "Mobile",
+        "android",
+        "Mobile",
+        "Privacy",
+        "Security"
+      ],
+      "language": "en",
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+      "id": "hevm-or-how-i-learned-to-stop-worrying-and-love-the-symbolic-execution",
+      "sourceId": "YQPADR",
+      "title": "hevm or: How I Learned to Stop Worrying and Love the Symbolic Execution",
+      "description": "hevm is a symbolic execution engine for the EVM that can prove safety properties for EVM bytecode or verify semantic equivalence between two bytecode objects. It exposes a user-friendly API in Solidity that allows you to define symbolic tests using almost exactly the same syntax as usual unit tests.\r\n\r\nIn this talk, we'll present hevm, what it's useful for, and when and how to use it to help secure your digital contracts.",
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+      "expertise": "Intermediate",
+      "audience": "Engineering",
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+      "sourceId": "WQBBFR",
+      "title": "How Crypto Solves Real World MEV",
+      "description": "This session will discuss \"real world\" MEV applications of crypto. I highlight three examples in particular:\r\n\r\n-Event ticketing, a multi-billion dollar market place where ZK Proofs and Trusted Execution Environments have a promising role to play. \r\n-Negotiations using crypto-enforceable non-disclosure agreements (joint design with Andrew Miller)\r\n-And finally, *maximizing* Web2 MEV by allowing trustless account permissioning, e.g. on x.com\r\n\r\nEach example has a spec and a working demo with code.",
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+      "type": "Talk",
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+      "sourceId": "ZJH3GA",
+      "title": "How Ethereum Clients Efficiently Manage State Storage",
+      "description": "In the execution and consensus layers of Ethereum, the ever growing state sizes are a major challenge for core developers. This talk aims to review how EL and CL clients are managing state storage in their implementations. Execution layer state and Consensus layer Beacon State are wildly different, but some storage techniques can be applied to each for a more efficient state storage design. Furthermore, this talk  touches on future research to improve state storage within the protocol.",
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+      "tags": [
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+      "title": "How I Audit",
+      "description": "Dom, a former lead auditor at Trail of Bits, is going to give a peek of what it's like to be an auditor in 2024. Some of the techniques and tools discussed:\r\n\r\n* How to prepare for an audit?\r\n* How to hand over the resources?\r\n* What is the first thing auditors do?\r\n* How to communicate with auditors?\r\n* How I use the following tools, and their evaluation:\r\n  * Codebase visualization with Wake and Neovim\r\n  * Static analysis tools\r\n  * Fuzzing (and debugging)\r\n  * Manual review",
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+      "sourceId": "QDDV9C",
+      "title": "How much security does your restaking protocol really need?",
+      "description": "Restaking protocols have aggregated millions of ETH with the hope of securing new infrastructure on Ethereum. These services, such as ZK provers and oracles, require restaking ETH to enforce custom slashing rules. But how much ETH do these services need? And how much risk do these services place on Ethereum L1? We will formulate a mathematical model for answering these questions and present an empirical analysis of cascading risks from restaking services to Ethereum, with a positive outlook!",
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+      "type": "Talk",
+      "expertise": "Expert",
+      "audience": "Research",
+      "featured": false,
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+      "tags": [
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+        "Censorship Resistance",
+        "Economics",
+        "Restaking",
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+        "Censorship Resistance",
+        "Economics",
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+      "sourceId": "HMYRTU",
+      "title": "How to Audit a Smart Contract Language: Key Differences from Normal Smart Contract Auditing",
+      "description": "In this talk, we’ll dive into the unique challenges and considerations when auditing a smart contract language, as opposed to auditing individual smart contracts. We’ll cover:\r\n\r\n- Things to Look For: Key aspects of a smart contract language that need review.\r\n- Mindset Difference: Shifting from a contract-centric to a language-centric perspective, focusing on broader systemic issues rather than isolated contract logic.",
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+        "Auditing",
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+      "language": "en",
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+      "title": "How To Hallucinate A Server",
+      "description": "A Hallucinated Server is a virtual server whose execution is cryptographically simulated by users, using \"multiplayer\" privacy technologies like multi-party computation or fully homomorphic encryption. Today, thanks to recent advancements in MPC and FHE, we have the technology to build the first fully Turing-complete hallucinated servers. We discuss the underlying technologies, and how we've used them to build several proof-of-concept applications.",
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+      "id": "how-to-onboard-22-million-users-overnight-using-non-conventional-cryptography",
+      "sourceId": "SDPVVF",
+      "title": "How to onboard 22 million users overnight using non-conventional cryptography",
+      "description": "Since 2004, the Mexican tax administration started to issue digital identity certificates that linked government IDs to sovereign private keys. These has facilitated the electronic invoicing system that is designed around a public key infrastructure maintained by the central bank.\r\n\r\nThis infrastructure has provided with private keys to over 22 million people. We're onboarding all of those using Account Abstraction in a friendly-manner.",
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+      "type": "Lightning Talk",
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+      "audience": "Community",
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+      "title": "How Web3 and RWAs Unlock Exponential Wealth via a Computable Economy.",
+      "description": "Keynote based on Justin Banon And Prof. Jason Potts academic paper:  How Web3 enables the transition to a new computable economy and exponential growth in economic complexity, wealth, and prosperity by extending the reliability and programmability of on-chain transactions to the entire economy via RWA tokenization. Web3 is not just a new information technology, it is a new institutional technology on the scale of language, writing and code.",
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+      "title": "I read every single 1990s Cypherpunk email. Here's what you should know.",
+      "description": "What would Hal Finney, Tim May, David Chaum, and other cypherpunks think about the current state of Ethereum, cryptography, privacy, and trusted hardware? I read every single 1990s cypherpunk email (thousands) to learn more the original movement. I gathered the most interesting and relevant cypherpunk emails, and put them together to make this best-of-the-best cypherpunk presentation.",
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+      "title": "Insights from block propagation in the Ethereum P2P network",
+      "description": "Libp2p’s Gossipsub protocol is one of the most critical pieces of the Ethereum protocol stack, disseminating blocks between nodes on time and ensuring that misbehaving nodes are rejected from the network. ProbeLab has studied the performance of Gossipsub in Ethereum’s P2P network, building tooling to monitor block propagations and spot abnormalities.\r\nWe revealed ample space for optimisation in the protocol, which will help define the next steps in Ethereum's roadmap. Come and hear our findings!",
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+    "session": {
+      "id": "internalizing-mev-agent-based-modeling-of-execution-tickets",
+      "sourceId": "8WTCY9",
+      "title": "Internalizing MEV: Agent-based modeling of Execution Tickets",
+      "description": "Execution Tickets are currently debated as one of the most promising approaches to solve MEV at protocol level. We created a holistic overview of different potential mechanism designs by doing a literature review, evaluating historical MEV data and implementing an agent-based model to realistically compare different mechanism designs and identify potential drawbacks early on. The agent-based modeling approach is presented together with the results.",
+      "track": "Cryptoeconomics",
+      "type": "Workshop",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Execution Tickets",
+        "Economic Simulation",
+        ""
+      ],
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+        "Economics",
+        "Tokenomics",
+        "economy",
+        "simulation",
+        "Economics",
+        "Tokenomics"
+      ],
+      "language": "en",
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+      "sourceId": "DA7STK",
+      "title": "Introducing EthLTS (Title TBD)",
+      "description": "This talk will introduce the new organization called EthLTS",
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+      "sourceId": "YP9HRR",
+      "title": "Introducing Provable Object Data",
+      "description": "Built on learnings from experimental projects like Zupass, Provable Object Data (POD) is a new format with open-source libraries for any app to issue verifiable data, and make ZK proofs of claims about that data. PODs allow arbitrary key/value data to be signed and distributed.  Flexible proofs about PODs can be created using a highly-configurable family of General Purpose Circuits (GPCs), without app-specific circuits or trusted setup.  This talk will focus on POD and GPC motivation and design.",
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+      "type": "Talk",
+      "expertise": "Beginner",
+      "audience": "Developer",
+      "featured": false,
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+      "sourceId": "EUAERD",
+      "title": "Introduction to hash-based proof systems",
+      "description": "Over the last decade, ZK has been gaining attention due to its applications in verifiable private computation and the scalability of blockchains. The development of general-purpose zkvms powered with STARK/hash-based proof systems have made writing provable applications simpler, abstracting developers from the details of ZK. In this talk, we will explain the basics of hash-based proof systems, different arithmetization schemes and how to prove computations without needing a trusted setup.",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
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+        "reed-solomon",
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+      "title": "Is multi-block MEV a thing? Insights from 2 years of MEV Boost Data",
+      "description": "Multi-block MEV describes MEV that arises from one party controlling several consecutive slots. Currently, it is discussed as a potential blocker for several prominent mechanism designs. We analyzed two years of MEV boost data covering more than 5 million slots to investigate historical patterns of it. Amongst other findings we see that significantly more multi-slot sequences occur than randomly feasible and that payments for longer sequences are higher than average.",
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+      "sourceId": "VRXWFH",
+      "title": "L1SLOAD Precompile: Read L1 State from your L2 Contract",
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+      "id": "l2-daos-biggest-challenges-we-face-to-make-l2s-sustainable-long-term",
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+      "title": "L2 DAOs - biggest challenges we face to make L2s sustainable long term",
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+      "id": "l2-interoperability-via-collaborative-snarks",
+      "sourceId": "JPGEPU",
+      "title": "L2 Interoperability via Collaborative SNARKs",
+      "description": "Can contracts across rollups interact synchronously while maintaining horizontal scalability? The L2 interoperability problem can be viewed through the lens of collaborative SNARKs, where a coordinator splits a witness over N provers who collectively generate a proof, and the work each prover does should decrease linearly in N (horizonal scaling). This talk presents a solution for the special case of L2 interoperability and motivates new design constraints for SNARKs.",
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+      "expertise": "Intermediate",
+      "audience": "Research",
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+        "Fragmentation",
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+      "sourceId": "FFWJAV",
+      "title": "L2 Specific MEV Mitigation Strategies",
+      "description": "MEV mitigation and prevention has primarily been researched in the base L1 Ethereum layer. This talk explores L2 specific strategies, including the future in the event of decentralized sequencing. We explore emerging EIP proposals and drafts (EIP-7640), the use of intents in L2s and other new constructions.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "Layer 2s",
+        "MEV",
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+      "description": "We study the effects of having latency advantage in the CEX-DEX arbitrage in the first-come first-serve transaction ordering policies. We search for optimal strategies for a trader that owns such advantage. To find optimal strategies, we simulate price changes on CEX using real data and assume DEX price does not change in the latency advantage interval. To suprize, we find that optimal strategy is to trade right away as soon as the price difference crosses a threshold where trading is profitable",
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+      "type": "Lightning Talk",
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+        "Programming;"
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+        "AMMs",
+        "Economics",
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+      "description": "Lazarus has stolen by far the most funds in the blockchain space. They use the same or very similar attack vectors every time yet we see the biggest crypto companies falling victim to them one after another.\r\n\r\nIn this talk, i'll go over some of the attack vectors used by Lazarus and how people can keep themselves safe from Lazarus.",
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+      "sourceId": "HRMCBK",
+      "title": "Learn Huff to become an EVM chad",
+      "description": "Become an EVM chad by learning Huff, a low level assembly language for the EVM! On top of being able to write super duper optimized smart-contracts, Huff will teach you how the EVM works under the hood and will let you master high level languages like Solidity or Vyper.",
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+      "id": "lessons-from-integrating-logup-gkr-in-the-miden-vm",
+      "sourceId": "LL799L",
+      "title": "Lessons from integrating LogUp-GKR in the Miden VM",
+      "description": "In this talk we will describe how to modify the STARK protocol to prove multiset checks using the GKR protocol. We will take a deep dive of the approach we’ve taken to implement it in the Miden VM, covering the benefits and challenges we've experienced.",
+      "track": "Applied Cryptography",
+      "type": "Talk",
+      "expertise": "Expert",
+      "audience": "Engineering",
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+        "Cryptography",
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+      "title": "Leveraging Ethereum for Sustainable Solutions in Southeast Asia",
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+      "sourceId": "RCVFHX",
+      "title": "Long-term Decentralized Storage for Blobs",
+      "description": "This talk will present a possible scheme to store blobs and other historical data for the long-term in a decentralized fashion. The technology relies on erasure codes and SNARKs. This talk is related to EIP-4444.",
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+      "type": "Lightning Talk",
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+      "audience": "Product",
+      "featured": false,
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+      "sourceId": "NKMLNG",
+      "title": "Make Ethereum Cypherpunk Again: Why we need privacy",
+      "description": "The Web3 revolution seeks to address the sins of Web2. However, in doing so, it’s created an even worse outcome for users  - users’ data is publicly available and makes them vulnerable to state-level censorship and adverse actions.\r\n\r\nThis talk will address the philosophical as well as practical considerations of privacy in Web3. \r\nPrivacy is an industry-wide issue and sits at the heart of all that is Web3. Understanding why privacy matters involves recognizing that it is not an isolated concept bu",
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+      "sourceId": "RGMXQ7",
+      "title": "Making defensive technology offensive: How to get cypherpunk ideals to the masses",
+      "description": "Cryptography is an inherently defensive tool; it hides your information from adversaries. This is crucial to prevent censorship or monitoring of your data. But it's often sold to consumers with fearmongering about all-powerful malicious actors, which is often ignored by all except the privacy-conscious. We explore real-life examples of offensive cryptographic affordances like interoperability, efficiency, and user consent as stronger motivations for the masses to migrate to cypherpunk tech.",
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+      "title": "Making EOAs Great Again with EIP-7702",
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+      "id": "maximum-viable-security-mvs-a-new-framework-for-ethereum-issuance",
+      "sourceId": "KWUF3N",
+      "title": "Maximum Viable Security (MVS): a new framework for Ethereum Issuance",
+      "description": "We derive a new framework for analyzing Ethereum Issuance, based on Ethereum's core values: security and neutrality. Upon discussing various attacks on Ethereum, we study future growth projections and the importance of diverse validator set, and conclude that Ethereum's defendability is the key factor for issuance policy evaluation. Via MVS, we show how the current issuance reduction proposal is dangerous, based on the future staked ETH concentration with CEXs & impact on solo stakers.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
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+        "autonomy",
+        "validator set composition"
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+        "Validator Experience",
+        "Security",
+        "composability",
+        "validator",
+        "set",
+        "Security",
+        "Staking",
+        "Validator Experience"
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+  {
+    "session": {
+      "id": "mopro-make-client-side-proving-on-mobile-easy",
+      "sourceId": "BZWFEM",
+      "title": "Mopro: Make Client-side Proving on Mobile Easy",
+      "description": "Mopro is a toolkit for ZK app development on mobile. Mopro makes client-side proving on mobile simple. Mopro aims to connect different adapters with different platforms. In this talk, we will share:\r\n- How to use Mopro to develop your own ZK mobile app.\r\n- What is the current development progress, including the current supported proving systems, supported platforms, and mobile GPU exploration results. \r\n- Moreover, we will share the challenges that Mopro faces and our future roadmap.",
+      "track": "Applied Cryptography",
+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Developer",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "iOS",
+        "Android"
+      ],
+      "tags": [
+        "ZKP",
+        "Cryptography",
+        "Mobile",
+        "android",
+        "Cryptography",
+        "Mobile",
+        "ZKP"
+      ],
+      "language": "en",
+      "speakers": [
+        "ya-wen-jeng",
+        "moven-tsai"
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+      "eventId": "devcon-7"
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+      "description": "Multi-block MEV (MMEV) means that builders secure k-consecutive blocks to extract value or compose attacks by ordering or censoring transactions across multiple blocks. \r\n\r\nThe concept has remained largely theoretical thus far. In this lightning talk, we present new data showcasing how the concept has evolved with the increasing sophistication of searcher/builders.\r\n\r\nWe present three attack-vectors, unique to MMEV and evaluate their potential harm for applications on Ethereum.",
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+      "sourceId": "S9S8M9",
+      "title": "Multi-Party FHE for Multi-Player Privacy",
+      "description": "Privacy is an unsolved challenge for blockchains and decentralized systems. ZK cryptography gets us there partially, but not all the way. ZK enables “single-player private state,” and certain other kinds of privacy are impossible to realize with ZKPs alone. Panelists, the cryptography library devs, infrastructure builders, and application devs who have recently started to explore programmable encryption will discuss MP-FHE as one such tool for achieving more general privacy capabilities.",
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+      "sourceId": "HKKFQX",
+      "title": "\"My mother will not use it\"",
+      "description": "In this Talk, I want to cover the different mindsets designers need to improve and optimize the work for web3.\r\nIf we're going to change the way we interact with each other and aim to profoundly improve society with this technology, we can't think and use the same methodologies.\r\nWe will cover topics such as the target audience (the title of the Talk), testing, the learning curve, web2 to web3, and more.",
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+      "title": "Navigating Developer Liability in Open-Source Code",
+      "description": "In software development, open-source code has become a cornerstone of innovation and collaboration. However, with this comes the issue of developer liability. As seen by the Tornado Cash case, developers and users can be held liable for how open-source code is used, showing the need for developers to be aware of, and navigate, the legal landscape to mitigate potential risks. This session will demystify the legal implications for developers contributing to and using open-source code projects.",
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+      "title": "Next Generation Based Rollups: A Practical Approach to Unifying Ethereum",
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+      "id": "non-native-arithmetic-via-crt-codes",
+      "sourceId": "B7CJU8",
+      "title": "Non-Native Arithmetic via CRT Codes",
+      "description": "Non-native arithmetic is an important and costly operation in SNARKs. It is essential for proving validity of general cryptographic data like RSA signatures, non-native elliptic curve arithmetic like secp256r1, and general SNARK proof composition. We investigate a new approach to prove non-native integer arithmetic using Residue Number Systems and a batch proximity test for Chinese Remainder Theorem (CRT) codes, as well as surprising connections to STARK soundness.",
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+      "type": "Talk",
+      "expertise": "Expert",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
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+        "Math"
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+        "SNARK",
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+      "title": "OpSec for the Dark Forest (or how to avoid getting rekt)",
+      "description": "We will focus on the most important things you need to do to have a good OpSec to survive in the Crypto Dark Forest. I will cover: computer, mobile phone, email, telegram, social media, phone numbers, password  managers and 2FA strategy, security software & social engineering.\r\nThis is based on many years of experience and in the cases we see daily on SEAL 911.",
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+      "id": "optimism-retro-funding-so-far-so-good-so-what",
+      "sourceId": "QCMZS8",
+      "title": "Optimism Retro Funding: So Far, So Good, So What!?",
+      "description": "So far, over 50M OP has been awarded to projects with no strings attached. So good, another 800M OP is planned for future rounds. So what ... is the impact? My talk will offer an objective, data-driven perspective on the \"so what\" of Optimism's Retro Funding. It will include analysis on how different cohorts of projects have performed longitudinally across a variety of growth and quality metrics, while controlling for different funding and market-related effects.",
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+      "sourceId": "HRDW3R",
+      "title": "Optimize zkEVM throughput: Series II",
+      "description": "There are different ways to optimize the zkEVM, the one exposed in this workshop is through optimizing the zkASM (zk assembly) code itself so that it consumes fewer counters for the same execution.\r\nThe first 40min of the workshop is a deep explanation of the zkASM language, instructions, operations, counters, build... And the rest of the time we will be live coding and explaining in detail two optimized core functions of the zkEVM so that attendees can appreciate the before and after optimizing",
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+      "featured": false,
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+      "id": "oracles-for-number-values",
+      "sourceId": "DBKAJX",
+      "title": "Oracles for number values",
+      "description": "We will overview the history and state of research on how to design a cryptoeconomic oracle that outputs a number value. One wants such tools for price oracles, but also for bringing other information on-chain, e.g. the damages to award from an on-chain insurance contract. We will look at approaches ranging from Vitalik's 2014 SchellingCoin proposal to ideas drawing from social choice theory, including based on recent research. We will explore tradeoffs including resistance to several attacks.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
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+        "oracle",
+        "Mechanism",
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+      "title": "Payments as an Integration Problem",
+      "description": "Can we integrate many aspects of payments into a unified model across all of Ethereum? Should we?\r\n\r\nWe'll look at payment considerations such as\r\n- Freedom & decentralization.\r\n- Multiple chains, tokens, currencies, wallets, and VMs.\r\n- Dividing customer segments and use cases into parts that are clearly similar and parts that are clearly different.\r\n- Payment methods such as sends, bridges, swaps, onramps, unsecured credit, and defi positions.\r\n\r\nEnjoy a glimpse into payments futurism!",
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+      "title": "People Operations in open & decentralized organizations",
+      "description": "In this talk, you will learn more about People Ops's challenges in open & decentralized organizations. \r\n\r\nWe will discuss the differences between open & decentralized and centralized traditional organizations and how such differences require a tailored approach, with a few practical examples.",
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+      "title": "Permissionless P2P with The Waku Network",
+      "description": "This workshop will be oriented around showcasing how p2p networks are pivotal for dapps and just Privacy oriented applications. We will show how Waku can be used to strengthen many concerns about censorship resistance and decentralization. Another section of workshop will be about conscious choice of tradeoffs and those that are present in Waku or any other p2p network. We will try to leave you with some patterns that can be implemented into your daily development and reasoning.",
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+      "id": "polynomial-commitment-schemes-for-zero-knowledge-proof-systems-a-hands-on-workshop",
+      "sourceId": "QAQAUX",
+      "title": "Polynomial Commitment Schemes for Zero-Knowledge Proof Systems: A Hands-on Workshop",
+      "description": "In this workshop, we will compare three distinct classes of Polynomial Commitment Schemes employed in various zero-knowledge proof systems: pairings-based (e.g., KZG), discrete logarithm-based (e.g., IPA), and hash function-based (e.g., FRI). We will explore their mathematical constructions, properties, and trade-offs. Participants will engage in hands-on proof-of-concept implementations, gaining practical experience of these advanced cryptographic protocols.",
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+      "type": "Workshop",
+      "expertise": "Intermediate",
+      "audience": "Developer",
+      "featured": false,
+      "doNotRecord": true,
+      "keywords": [
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+        "implementation"
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+      "tags": [
+        "Zk Rollups",
+        "Zero-Knowledge",
+        "Cryptography",
+        "implementation",
+        "Cryptography",
+        "Zero-Knowledge",
+        "Zk Rollups"
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+      "language": "en",
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+      "id": "postcards-from-the-cutting-edge-of-gas-research-what-you-dont-know-can-hurt-you-and-your-users",
+      "sourceId": "X8VZDJ",
+      "title": "Postcards from the cutting edge of Gas research: what you don’t know can hurt you & your users",
+      "description": "In July of 2024, we shared original research describing how the interaction between privately transmitted transactions and altruistic self-built blocks unexpectedly increase Base Fee volatility (see references below). We also warned that this effect would likely get more pronounced as private transaction share continues to grow. In this session we will revisit our original findings but with 4 months of additional data and deeper investigative research. Has gas price volatility increased as predi",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
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+      "title": "Programable Cryptograhies and Smart Contract",
+      "description": "Overview\r\nIn some use cases, developers may want to execute smart contracts based on the results of FHE or MPC execution. This session will introduce several design patterns for such use cases and show how Programmable Cryptography can be applied to dApps.\r\n\r\nIn detail\r\nThe results of FHE executions are encrypted and need to be designed to be processed by smart contracts. In addition, the MPC+ZK-based method can solve the private state problem relatively easily using the conventional SNARK verifier.",
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+      "title": "Protocol MEV Capture: Execution Tickets vs Execution Auctions",
+      "description": "Ethereum faces a principal-agent problem where the protocol creates MEV but leaks it to proposers, exposing the system to externalities like timing games. Properly capturing and redistributing MEV is crucial for Ethereum's evolution. Potential solutions include ETs, EAs, and ePBS.\r\n\r\nI have been working with some EF folks and crypto researchers on economic research of these protocols and want to discuss the latest advancements in this area.",
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+      "id": "proving-liquidity-of-an-amm",
+      "sourceId": "AD3X38",
+      "title": "Proving liquidity of an AMM",
+      "description": "Liquidity providers in an AMM expect that they can always withdraw their tokens, even in case of a bank run.  Taking the concrete implementation of Uniswap v4, we formally proved that the funds owned by the contract always cover the provided liquidity.  This talk describes the methodology for proving this critical property, which can be applied to other protocols holding the liquidity for their users.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Developer",
+      "featured": false,
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+        "Reentrancy",
+        "invariants",
+        "Formal Verification",
+        "Reentrancy"
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+      "id": "putting-intents-and-users-together",
+      "sourceId": "YUPJGZ",
+      "title": "Putting Intents and Users Together",
+      "description": "Intents represent a new approach to Web3 interactions. However, the transition from the existing structure to an intent-centric space remains uncertain unless we maintain user familiarity. We conducted experiments on user experience for intents and tested them with a focus group. This talk will explore how we can approach intents in a way that users will adopt more readily by leveraging the latest standards and EIPs, including EIP-7702, ERC-4337, ERC-7579, and ERC-7715.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "Abstraction"
+      ],
+      "tags": [
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+        "Account Abstraction",
+        "Intents",
+        "chain",
+        "abstraction",
+        "Account Abstraction",
+        "Intents",
+        "Rollups"
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+      "language": "en",
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+      "title": "(re)alligning with Ethereum: From L1 to L2",
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+      "audience": "Product",
+      "featured": false,
+      "doNotRecord": true,
+      "keywords": [
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+      "tags": [
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+      "language": "en",
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+      "id": "reclaiming-our-dollar8-billion-funding-public-goods-with-stablecoin-profits",
+      "sourceId": "UCFEEN",
+      "title": "Reclaiming our $8 billion: funding public goods with stablecoin profits",
+      "description": "Ethereum is stuck in a dark deal with two companies. They control ~all stablecoins; facilitate 49% of DEX swaps; and can overrule all future hardforks:\r\n\r\nCircle & Tether.\r\n\r\nIn return, they reap $7.4B in stablecoin earnings (2023).\r\n\r\nBut wait—that’s the interest on OUR money! We should be in control.\r\n\r\nGiving to holders is illegal, but funding public goods isn’t.\r\n\r\nIf we coordinate, we can switch to nonprofit stablecoins and reclaim billions for eg Protocol Guild, R&D, DeFi infra, OSS—or other causes.",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Research",
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+      "sourceId": "RKNJED",
+      "title": "Rethinking usability in a world of data ownership",
+      "description": "What makes something usable in a world where the internet is built on open source cryptography? This talk explores how we might consider choice a key factor in the usability of applications where we are owners of our data which we can port, wield, and disclose at our discretion with other data owners. I will illustrate how we are testing our hypothesis that cryptography can surface meaningful connections through demo applications that embrace choice as a key usability factor.",
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+      "sourceId": "8YKV8H",
+      "title": "Rethinking user risks at L2BEAT",
+      "description": "We want to announce a new L2BEAT feature of viewing protocol risks that individuals are actually exposed to. When we researched risks in the past users didn't find the information relevant, because they weren't aware they were using a specific protocol. Bridges are one example where users forgot about escrow risk as soon as the funds were bridged. In this talk we'll show how rollup risks translate into risks associated with individual assets held by users.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Community",
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+      "keywords": [
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+        "Security",
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+        "Layer 2s",
+        "Security",
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+      "sourceId": "GSJ8EC",
+      "title": "Reverse Engineering EVM Bytecode with Ghidra",
+      "description": "Ghidra is a popular tool in reverse engineering. We developed Mothra, a Ghidra extension that enables it to work with EVM bytecode. Disassembly, CFG, and decompilation of EVM bytecode are now possible within Ghidra. In this workshop, we will discuss how Mothra is implemented and how to reverse engineer EVM smart contracts using Ghidra.",
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+      "audience": "Engineering",
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+        "peer-to-peer networks"
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+        "Censorship Resistance",
+        "Decentralization",
+        "Zero-Knowledge",
+        "network",
+        "peer-to-peer",
+        "Censorship Resistance",
+        "Decentralization",
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+      "sourceId": "NHERZE",
+      "title": "Road to Effective Public Goods Funding through Quantitative Cross-Comparative Analysis of Grants Programs",
+      "description": "I aim to achieve effective public goods funding by comparing grants models. Grants programs are key in the crypto ecosystem, but comparative studies are rare. Our study compares Uniswap, dYdX, Optimism, Gitcoin, and more, categorizing them into \"top-down,\" \"bottom-up,\" and \"QF (algorithmic)\" types. Findings suggest bottom-up and QF types distribute funds more evenly with smaller variability and grant amounts, while top-down types show greater variability with larger grants for fewer grantees.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "Public Goods Funding"
+      ],
+      "tags": [
+        "Coordination",
+        "DAO",
+        "Governance",
+        "Regenative Ethereum",
+        "Public good",
+        "funding",
+        "public",
+        "goods",
+        "Coordination",
+        "DAO",
+        "Governance",
+        "Public good",
+        "Regenative Ethereum"
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+    "session": {
+      "id": "robust-restaking-networks",
+      "sourceId": "MERZWK",
+      "title": "Robust Restaking Networks",
+      "description": "We study the risks of validator reuse across multiple services in a restaking protocol. We characterize the robust security of a restaking network as a function of the buffer between the costs and profits from attacks. We also provide local analogs of these guarantees that apply specifically for a target service or coalition of services. Our results suggest measures of robustness that could be exposed to the participants in a restaking protocol. Full paper: https://arxiv.org/abs/2407.21785",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
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+        "Measurement",
+        "and",
+        "Mitigation"
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+      "tags": [
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+        "Restaking"
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+      "title": "Running local Ethereum devnets and testing all the things",
+      "description": "Interoperability testing with testnets has always been a critical part of testing the ethereum infrastructure. This workshop is intended to teach users how they can quickly set up their own devnets locally and run a suite of other software alongside them such as mev relays/builders, transaction spammers, etc. This talk/workshop will go from 0 devnet experience to running a local devnet with any multi-client combinations, various fuzzers, and simulated infrastructure chaos.",
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+      "id": "scaling-crypto-theres-an-app-for-that-onboarding-millions-in-africa-with-minipay",
+      "sourceId": "EXCPST",
+      "title": "Scaling Crypto? There's an App for That. Onboarding Millions in Africa with MiniPay",
+      "description": "Post-EthCC, everyone’s talking about the industry’s influx of infra & lack of consumer apps. These conversations overlook the strides made in Africa with MiniPay, a self-custodial stablecoin wallet with 3M+ activated accounts since launching less than a year ago. In this panel, Rene, Yoseph & co-panelists will discuss building, scaling, & updating a truly user-friendly crypto wallet, introducing net new users to Web3 and dApps, & the power of ERC-20 stablecoins for payments in emerging markets.",
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+      "type": "Lightning Talk",
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+      "id": "searcher-competition-in-block-building",
+      "sourceId": "MHRYV9",
+      "title": "Searcher Competition in Block Building",
+      "description": "We study the amount of MEV captured by validators, as a function of searcher competition. The core is a suitable solution concept in this context that makes robust predictions independent of implementation details or specific mechanisms chosen. The surplus share of validators is a function of searcher competition. Searchers can obtain at most the marginal value increase of the winning block relative to the best block that can be built without them. We validate the theory empirically.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Design",
+      "featured": false,
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+        "Game",
+        "Theory;"
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+        "Gaming",
+        "Mechanism design",
+        "MEV",
+        "theory",
+        "cooperative",
+        "Core Protocol",
+        "Mechanism design",
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+      "sourceId": "UHQDPU",
+      "title": "Security through obscurity. Using microdots to store secrets.",
+      "description": "Key custody remains a tricky problem to solve. Most of the focus around improving the security of key custody revolve around software based approaches like secret sharing. However, physical approaches are also possible. This talk intends on discussing on how to secure secrets using microdots and how microdots may be fabricated at home with simple tools. \r\n\r\nMicrodots are a way of encoding messages in a tiny film which may be embedded secretly in covert documents.",
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+      "type": "Lightning Talk",
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+      "featured": false,
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+      "tags": [
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+        "Security",
+        "Hardware wallets",
+        "Custody",
+        "Cryptography",
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+        "Digital Sovereignty",
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+        "Security"
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+      "id": "smart-contracts-with-privacy-case-study-buying-renewable-power",
+      "sourceId": "F9PWUP",
+      "title": "Smart Contracts with Privacy - Case Study - Buying Renewable Power",
+      "description": "Getting the world’s industries to switch to renewable power is immensely important for our planet’s future, but renewable power purchasing agreements turn out to be complicated to manage and administer.  Buyers and sellers must interact indirectly through the electricity market and agreements contain complex rules.  Keeping track of these is complicated and expensive - UNLESS you have a blockchain-based smart contract.  This is how we did it, using ZK for privacy, on chain!",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Business",
+      "featured": false,
+      "doNotRecord": false,
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+        "Zero-Knowledge",
+        "Use Cases",
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+        "Privacy",
+        "Use Cases",
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+      "title": "Solarpunk vs. Lunarpunk: The Evolution and Integration of these Movements",
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+        "Ethereum for Good",
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+        "Coordination",
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+      "sourceId": "QKRCF7",
+      "title": "Solving Multichain UX: Lessons from Cosmos for the Rollup Ecosystem",
+      "description": "This talk addresses how we tackled challenges in the Cosmos ecosystem like liquidity fragmentation, multi-chain accounts, and cross-chain contract standards, and how these solutions can be used to improve cross-chain UX in the rollup ecosystem. \r\n\r\nIf time allows, we'll also dig into designing flexible and scalable abstractions for rapid deployment of integrations (bridges, dexs, wallets) across not just many chains, but many diverse tech stacks.",
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+      "title": "Speedrun Rollups: A Beginner's Guide to L2s, ZK, and WTF People are Talking About on Panels",
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+      "id": "stark-proofs-eli5",
+      "sourceId": "BKTYWY",
+      "title": "STARK proofs ELI5",
+      "description": "Let's face it, ZK proofs are intimidating. But they don't have to be!\r\nZK proofs are complex not because of the depth math they use, but because of the large number of fields of mathematics they leverage features from.\r\nIn this talk, we'll break down STARK proofs into simple blocks and colorful analogies so that you get a good high level overview of how they work",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
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+      "keywords": [
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+      "tags": [
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+        "eli5",
+        "STARK",
+        "Use cases of cryptography",
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+      "sourceId": "XGHU89",
+      "title": "State Contention Rules Everything Around Me",
+      "description": "State contention causes MEV, prevents parallelization, breaks gas simulation, causes transactions to revert, etc. etc. We'll discuss state contention in practical and theoretical systems (e.g. OS threads and type systems) and how/why synchronization primitives developed. We'll cover why state is contentious, what state is contentious, what can be accomplished by making state non-contentitious, and strategies for refactoring existing systems to reduce contention.",
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+      "title": "Tackling East Asia's Population Decline Issues with  Local Coop's Subsystem for Local Governance",
+      "description": "Local Coop envisions a world beyond nation-states and capitalism, fostering mutual aid and co-creation. It promotes self-reliant community autonomy and public goods, targeting East Asia's declining population. The system includes digital resident IDs with NFTs, democratizes emissions trading, and manages resources sustainably. Partnerships with local governments facilitate transferring public goods and services to Local Coop, optimized through technology and resident participation.",
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+      "sourceId": "7VUDWG",
+      "title": "The Butterfly Effect and Paradoxes of Account Abstraction in the DeFi Ecosystem",
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+      "sourceId": "XPLVT8",
+      "title": "The combination of ZKP +/- MPC +/- FHE",
+      "description": "This talk will provide you with the necessary intuition to understand when you should use ZKP, MPC or FHE, or any combination of them.",
+      "track": "Applied Cryptography",
+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Developer",
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+      "id": "the-dave-fraud-proof-algorithm-triumphing-over-sybils-with-a-laptop-and-a-small-collateral",
+      "sourceId": "C7ZFH3",
+      "title": "The Dave fraud-proof algorithm — triumphing over Sybils with a laptop and a small collateral",
+      "description": "Current fraud-proof algorithms are susceptible to Sybil attacks, impacting safety, decentralization, and (settlement) liveness. This presentation introduces _Dave_, a novel algorithm that offers an unprecedented combination of these three properties. We demonstrate that there's no realistic Sybil attack capable of exhausting defenders' resources or causing significant delays, even with minimal stake requirements.",
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+      "type": "Talk",
+      "expertise": "Expert",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "fraud",
+        "proofs"
+      ],
+      "tags": [
+        "Optimistic rollups",
+        "fraud",
+        "proof",
+        "Optimistic",
+        "rollups"
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+      "language": "en",
+      "speakers": [
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+      "title": "The Future of Block Construction: How Shared vs. Independent Sequencing Is Impacting Users",
+      "description": "This talk will discuss shared sequencing products (Astria, Espresso, Radius) which were developed to enhance decentralization and security via distributed transaction ordering with independent sequencing (native Mainnet L2 sequencers i.e. Base, OP) and confirmation times, sequencer margins, risks to centralization and the impact on end users.\r\n\r\nThe talk will go into: \r\n1. Confirmation + App UX \r\n2. RevShare for Builders\r\n3. Gas \r\n4. Reliability + TX costs for end user\r\n5. TX Condition types + wallets",
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+      "id": "the-future-of-eof-layer-1-layer-2-and-beyond",
+      "sourceId": "9EBQ3H",
+      "title": "The Future of EOF: Layer 1, Layer 2, and Beyond!",
+      "description": "While the EVM Object Format provides a mechanism to modernize the EVM, the container format itself provides a stable path for innovation and experimentation within the base and rollup layers of ethereum, as well as rollup layers, and even chain free execution.\r\n\r\nIn this presentation we will show how the structure of the EOF container may be adapted to support these potential use cases.",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
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+        "EVM",
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+      "id": "the-hunt-for-impactful-use-cases-from-the-crypto-for-good-fund-what-15-blockchain-pilots-revealed-in-emerging-markets",
+      "sourceId": "TV3QRD",
+      "title": "The Hunt for Impactful Use Cases from the Crypto For Good Fund: What 15 Blockchain Pilots Revealed in Emerging Markets",
+      "description": "* This talk will provide a snapshot of the some of most impactful real world uses of web3 in emerging markets covering the additionality added by blockchain. \r\n* Additionally, the talk will deep-dive into the insights and results of 3 web3 pilots funded by Mercy Corps Ventures in Africa & Latin America, showcasing how web3 is addressing the needs of financially underserved and climate vulnerable populations.",
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+      "type": "Talk",
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+      "audience": "Product",
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+        "Latin America"
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+      "tags": [
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+        "Ethereum for Good",
+        "latin",
+        "america",
+        "Ethereum for Good",
+        "RWA",
+        "Use Cases"
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+      "title": "The Long Con: Pig Butchering, Drainers, and Job Scams",
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+      "description": "Onchain governance is one of the main non-financial usecases of ethereum. Still, innovation in that space is slow, and deployed solution are still very much tighted to financial assets. In order to move away from that situation, and build more powerfull governance solution, we need to build a more modular and evolutive approach.",
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+        "philosophy",
+        "Decentralization",
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+      "sourceId": "TLWWCW",
+      "title": "The Supreme Ruler of the World",
+      "description": "VK rules the world. ZK rules the world, too, like a straightedge wielded with eyes closed. Rulers rule in simple ways: by lining things up and by checking they're all in line. Bring your high school math to learn straightedges called SumCheck and SumCalc and begin to appreciate ZK in simple geometric terms. No moon math. We'll visit lines, cubes and polynomials, to see how they can be used to deduce and to generate, to check and to delegate.",
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+      "type": "Talk",
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+      "audience": "Engineering",
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+      "id": "the-wallet-and-ux-stack-to-build-web3-applications-for-the-masses",
+      "sourceId": "LCNEGW",
+      "title": "The Wallet and UX Stack to Build Web3 Applications for the Masses",
+      "description": "In this talk I will give an overview of how wallet infrastructure and the relationship between wallets and dapps have evolved over the past 5 years. And give a layer-by-layer breakdown of the modern wallet stack from signers to smart account modules, how each component contributes to a UX unlock on Ethereum/L2s, and how application developers can use them today. We will also touch on pertinent ongoing EIPs such as 7702 (deploy code for EOAs), and 7715 (permissions).",
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+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Product",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "Signers",
+        "Permissions"
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+      "tags": [
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+        "User Experience",
+        "Account Abstraction",
+        "permissions",
+        "Account Abstraction",
+        "Developer Infrastructure",
+        "User Experience"
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+      "sourceId": "QNSX9R",
+      "title": "Time is all you need: optimizing Dutch auctions on Arbitrum",
+      "description": "Dutch auctions are a common approach in MEV-mitigating mechanism designs. However, little work has been done in exploring the optimal auction execution times, as well as optimal decay curves, for blockchain based trading. Using simulations and real data, we present our findings on this topic, as well as proposed solutions to achieve the optimal outcomes.",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Research",
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+        "auction",
+        "dutch",
+        "Decentralization Improvements",
+        "Layer 2s",
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+      "sourceId": "DJL7RP",
+      "title": "Top opcode offenders in the zkEVM",
+      "description": "One of the challenges for any L2 is to reflect accurately the cost for each opcode in zk-resources.\r\nEthereum L1 reflects the resource cost in term of GAS but lately it has been proposed chnages in opcode GAS cost to fit the zk-world to make Ethreum L1 more aligned to L2 or even with enshrined zk-rollups.\r\nIn this talk, I will explain the worst performance opcodes when comparing its GAS cost Vs zk-resources cost in Polygon zkEVM in typical transactions (erc20 trannsfers, swaps, ...)",
+      "track": "Core Protocol",
+      "type": "Talk",
+      "expertise": "Expert",
+      "audience": "Engineering",
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+      "title": "Tracers are the new client plugins",
+      "description": "Recently Reth and Geth released respectively the ExEx and live tracers feature which resemble eachother. They both provide realtime and rich access to chain/state events and data. As tracers start to persist this data and explor ways to expose them to users, a question arises. Are they a way for devs not only to read data but to extend the functionality of the client, i.e. by publishing an additional API?",
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+      "sourceId": "TE9JUF",
+      "title": "Transaction simulation, the good, the bad & the ugly",
+      "description": "Transaction simulation allows users to preview the outcomes of signing a transaction, enabling them to make informed decisions rather than fully trusting the dApp. However, several caveats and risks are associated with relying on simulated transaction outcomes. State changes, differing contract behavior between simulation and on-chain execution, and randomness can all affect the outcome. In this talk, I'll share my experiences and learnings from simulating user transactions over the past 2 years",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "User Experience",
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+      "sourceId": "YPNBE8",
+      "title": "Trust-minimized P2P marketplaces on Ethereum",
+      "description": "Blockchains have enabled trustless and fast transaction settlement (i.e. stablecoins, DeFi). However, these existing use cases exist in parallel and are siloed off from the real world. With the maturation of ZK, MPC and other programmable crypto techniques, we are now able to connect data on the internet to blockchains in a trust minimized way for use in smart contracts. This talk will explore the massive design space unlocked for apps (i.e. trust minimized P2P marketplaces)",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Product",
+      "featured": false,
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+        "ZKEmail",
+        "P2P marketplaces"
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+      "tags": [
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+        "Signatures",
+        "P2P finance",
+        "p2p",
+        "marketplace",
+        "P2P finance",
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+  {
+    "session": {
+      "id": "trust-zones-why-daos-will-be-the-best-organizations-ever-created",
+      "sourceId": "R9ENCP",
+      "title": "Trust Zones: Why DAOs will be the best organizations ever created",
+      "description": "This talk introduces the theory of Trust Zones. Every Trust Zone is a unique blend of constraints,  reputation requirements, and accountability measures, within which an agent can operate on behalf of an organization to further its goals.\r\n\r\nI will contend that the operational management of all organizations can be described as creating new Trust Zones and adjusting their parameters. And further, that DAOs and other onchain organizations can do this better than any other organizational form.",
+      "track": "Coordination",
+      "type": "Lightning Talk",
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+      "id": "unchained-index-a-purposefully-designed-schelling-point-a-native-web3-api",
+      "sourceId": "VBUJML",
+      "title": "Unchained Index: A Purposefully Designed Schelling Point: A native Web3 API",
+      "description": "The Unchained Index smart contract, part of TrueBlocks, acts as a purposefully-designed Schelling Point, creating a decentralized, permissionless store for blockchain index data. In this talk, we generalize the Unchained Index to show it can serve as a repository for other datasets such as event signatures and address labels. We contend we can replace costly APIs with a robust, reproducible public good, enhancing data accessibility & decentralization.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Community",
+      "featured": false,
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+      "tags": [
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+        "Decentralization",
+        "Ethereum for Good",
+        "Coordination",
+        "Decentralization",
+        "Ethereum for Good"
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+      "title": "“Unified Ethereum” vs “L2 Ecosystem Competition”: Can we have both?",
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+      "sourceId": "NX7U8B",
+      "title": "Universal ECC's: Use Cases of the P256 Precompile in Decentralized Internet Infrastructure",
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+      "id": "unlocking-mass-adoption-the-power-of-web3-profiles-containing-user-interests-and-reputation",
+      "sourceId": "U99UU9",
+      "title": "Unlocking Mass Adoption: The Power of Web3 Profiles containing User Interests and Reputation",
+      "description": "Profiles have been key to user retention in Web2 with most people having at least 7 profiles personalizing their experiences on various platforms. In contrast, Web3 lacks profiles, leaving dApps unable to understand user needs resulting in low retention rates. Despite onboarding efforts, 88% of wallets created through account abstraction last year were used less than five times. Perhaps tying user interests and reputation to wallets by creating profiles is the secret sauce for mass web3 adoption",
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+      "type": "Lightning Talk",
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+      "audience": "Product",
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+      "keywords": [
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+        "Open ranking & recommendations"
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+        "Digital Sovereignty",
+        "User Experience",
+        "Account Abstraction",
+        "open",
+        "ranking",
+        "recommendation",
+        "Account Abstraction",
+        "Digital Sovereignty",
+        "Identity",
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+      "title": "Unlocking the Future: Onboarding the Fixed Income Market to Ethereum—Challenges and Opportunities",
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+      "title": "Utilizing national IDs in the Ethereum ecosystem",
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+      "sourceId": "BEJPG8",
+      "title": "VADCOPs: Leveraging STARKs for Tailored Proof Generation",
+      "description": "VADCOP is a proving method using STARKs to achieve cost-efficiency by focusing on active parts of the execution trace rather than the entire trace. Traditional modular designs, which divide machines into components and use relational arguments, face inefficiencies due to the padding of unused cells with dummy values. VADCOPs optimize performance by allowing maximum modularity and avoiding unused components, making proof generation precise and efficient without unnecessary redundancy.",
+      "track": "Applied Cryptography",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "VADCOPs",
+        ""
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+      "title": "Visual code of cypherpunk, and lessons from subcultural aesthetics we should remember on the road to mass adoption",
+      "description": "I want to take builders on the turbulent ride through how subcultural and social movements used their visual codes when spreading globally, and what design tasks are still ahead of us on the way to making Ethereum cypherpunk again and onboarding the next billion users to Web3 at the same time.\r\n\r\nThis ride will include three stops:\r\n1. waving one's emotional state into the collective identity\r\n2. using shared aesthetics as a signal of belonging\r\n3. coordinating a collective design process.",
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+      "description": "Token-based voting mechanisms employed by DAOs can encounter three potential problems: plutocracy, Sybil attacks and vote buying. If one were to design a voting mechanism from scratch, how does one ensure that these issues are addressed adequately down the road? This talk aims to provide some intuition for the trade-offs faced when tackling these problems in general, and the role of time commitment in alleviating these issues, in particular.",
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+      "id": "wallet-infrastructure-101-and-where-the-innovation-needs-to-happen",
+      "sourceId": "RQAAFS",
+      "title": "Wallet Infrastructure 101, and where the innovation needs to happen",
+      "description": "In this talk I hope to go over the infrastructure stack of a standard wallet, and then also go into where in this stack I think innovation should happen/is already happening and why that's exciting. This will also broadly cover other related topics such as: \r\n- The future state of crypto UI & dapp interactions\r\n- What crypto wallets can learn from web2 apps \r\n- My framework around \"What users can do with their balance?\", and how wallets can use that to build new features",
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+      "type": "Lightning Talk",
+      "expertise": "Beginner",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
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+        "dapps",
+        ""
+      ],
+      "tags": [
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+        "Account Abstraction",
+        "Architecture",
+        "Frameworks",
+        "Gas",
+        "Intents",
+        "Payment",
+        "UI/UX"
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+      "language": "en",
+      "speakers": [
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+      "sourceId": "ZFX3ZF",
+      "title": "Wen p2p Electronic Cash System?",
+      "description": "16 years have passed since Bitcoin whitepaper came out. Bitcoin was created as cypherpunk cash replacement. Cash means easy payments. But bitcoin found its PMF as 'digital gold', not as 'digital cash'. What happened to cash? What needs to happen for mass adoption of crypto payments?\r\nWe will go through the history of failed attempts. We'll end up with a hopeful analysis of why it's different in 2024 (spoiler alert: stablecoin adoption, cheap L2s, AA).",
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+      "title": "Who Wins Ethereum Block Building Auctions and Why?",
+      "description": "Today, top 3 block builders produce over 90% of blocks on Ethereum via MEV-boost auction. The block builder market's dynamics evolve rapidly and has significant impact on the development of private mempools, wallets/apps orderflow auctions, and censorship resistance topic. In this talk, we share an overview of why the top builders win the most market share, using orderflow composition and bidding behavioral data. We hope to highlight the centralizing risks and failures of current market design.",
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+  {
+    "session": {
+      "id": "why-many-deployed-snarks-are-extremely-risky",
+      "sourceId": "BVSHEA",
+      "title": "Why many deployed SNARKs are extremely risky",
+      "description": "We analyze the real-world security of FRI, a key component in many SNARKs securing billions in blockchain transactions. We discover alarming gaps between conjectured and provable security in deployed FRI parameters. Most cases show 21-63 bits weaker provable security than conjectured. This leaves systems vulnerable if better attacks emerge. We propose guidelines for achieving 100 bits of provable security and a method for parameter tuning, aiming to enhance SNARK security in L2s+blockchains.",
+      "track": "Applied Cryptography",
+      "type": "Talk",
+      "expertise": "Intermediate",
+      "audience": "Research",
+      "featured": false,
+      "doNotRecord": false,
+      "keywords": [
+        "Concrete",
+        "security"
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+      "tags": [
+        "Cryptography",
+        "Security",
+        "SNARK"
+      ],
+      "language": "en",
+      "speakers": [
+        "pratyush-ranjan-tiwari"
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+      "eventId": "devcon-7"
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+  {
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+      "id": "wtf-is-the-pessimistic-proof",
+      "sourceId": "DAZLVG",
+      "title": "WTF is the pessimistic proof",
+      "description": "Cryptographic safety for the AggLayer requires a novel solution. It’s called the pessimistic proof and it treats all chains suspiciously.  The AggLayer will be a decentralized protocol that scales blockchains by unifying liquidity, users, and state. The Pessimistic proof is a proof generated to securely grant this shared liquidity, and it will be technically explained in this flash talk by one of the developers.",
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+      "type": "Lightning Talk",
+      "expertise": "Intermediate",
+      "audience": "Engineering",
+      "featured": false,
+      "doNotRecord": false,
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+      "tags": [
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+        "liquidity",
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+        "agglayer",
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+      ],
+      "language": "en",
+      "speakers": [
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+]
\ No newline at end of file
diff --git a/devcon-api/data/vectors/dictionary.json b/devcon-api/data/vectors/dictionary.json
new file mode 100644
index 000000000..39084e74b
--- /dev/null
+++ b/devcon-api/data/vectors/dictionary.json
@@ -0,0 +1,1075 @@
+{
+  "tracks": [
+    "Real World Ethereum",
+    "Coordination",
+    "Security",
+    "Core Protocol",
+    "Cryptoeconomics",
+    "Developer Experience",
+    "Cypherpunk & Privacy",
+    "Layer 2",
+    "Usability",
+    "Applied Cryptography",
+    "[CLS] MUD Community-Led Session, by 0xParc",
+    "[CLS] POD and Cryptographic Gadgets, by 0xParc",
+    "[CLS] \"Web of roots\" (Use Cases Day)",
+    "Experiences",
+    "Ethereum Foundation"
+  ],
+  "speakers": [
+    "0xparc",
+    "venkatesh-rao",
+    "tim-beiko",
+    "qi-su",
+    "roberto-saltini",
+    "luca-zanolini",
+    "roozbeh-sarenche",
+    "ahmad",
+    "andrew-twyman",
+    "mf",
+    "palina-tolmach",
+    "clement-lesaege",
+    "michael-moser",
+    "conor-mcmenamin",
+    "mislav-javor",
+    "henri-stern",
+    "joshua-cheong",
+    "ryan-kim",
+    "johannes-pfeffer",
+    "theo-diamandis",
+    "migalabs",
+    "atheartengineer",
+    "patricio-worthalter",
+    "toni-wahrstatter",
+    "patrick-mccorry",
+    "joe-andrews",
+    "andre-omietanski",
+    "ren-crypto-fish",
+    "maria-milagros-santamaria",
+    "gregthegreek",
+    "lin-oshitani",
+    "richard-liu",
+    "sandy-peng",
+    "moritz-boullenger",
+    "antonio-seveso",
+    "azam-soleimanian",
+    "bogdan-ursu",
+    "maryam-bahrani",
+    "sasha-shilina",
+    "daniel-lehrner",
+    "rumee-singh",
+    "arun-maharajan",
+    "thakur-dhakal",
+    "david-casey",
+    "rebecca-kacherginsky",
+    "sean-anderson",
+    "max-resnick",
+    "marina-markezic",
+    "florian-glatz",
+    "task-ohmori",
+    "yusuke-nakae",
+    "gabriel-fior",
+    "evan-griffiths",
+    "peter-jung",
+    "ray-jacobson",
+    "franck-royer",
+    "saleel",
+    "yanis",
+    "ernesto-garcia",
+    "alvarius",
+    "awosika-ayodeji",
+    "eric-annan",
+    "perrie",
+    "allan-kakai",
+    "shao",
+    "bianca-buzea",
+    "oren-katz",
+    "farhad-asgarov",
+    "lukas-rosario",
+    "veronica-zheng",
+    "andrew-lu",
+    "gnana-lakshmi",
+    "chuxin-huang",
+    "michael-silberling",
+    "yanyan-ho",
+    "georgia-rakusen",
+    "eda-akturk",
+    "timour-kosters",
+    "nicole-sun",
+    "dc-posch",
+    "janine-leger",
+    "evin-mcmullen",
+    "bridget-hearst",
+    "olivia-smith",
+    "rachel-brissenden",
+    "wbnns",
+    "auryn-macmillan",
+    "lisa-akselrod",
+    "derek-chiang",
+    "konrad-urban",
+    "radina-talanova",
+    "suzana-maranhao-moreno",
+    "everett-hildenbrandt",
+    "lightclient",
+    "alex-beregszaszi",
+    "eniko-garam",
+    "mark-tyneway",
+    "kris-kaczor",
+    "florent",
+    "remi",
+    "daniel",
+    "albert-rubio",
+    "aayush-gupta",
+    "sora-suegami",
+    "eric-alston",
+    "kaseth",
+    "professor-robin-hanson",
+    "sxysun",
+    "christoph-schlegel",
+    "dr-john-fletcher-phd",
+    "sreeram-kannan",
+    "dennison-bertram",
+    "elia-anzuoni",
+    "nalin-b",
+    "josef-je",
+    "minh-ho",
+    "simona-pop",
+    "songyi-lee",
+    "sebastian-buergel",
+    "gabriel-shapiro",
+    "lefteris-karapetsas",
+    "jerome-de-tychey",
+    "sarah-allen",
+    "chris",
+    "davide-rezzoli",
+    "andrew-davis",
+    "sam-calder-mason",
+    "aellison-cassimiro",
+    "g-nick-gnidan",
+    "matthew-tan",
+    "harith-kamarul",
+    "tn-lee",
+    "loi-luu",
+    "devansh-mehta",
+    "kolby-moroz-liebl",
+    "anna-stone",
+    "mikhail-kalinin",
+    "alex-vlasov",
+    "heidi-wilder",
+    "peter-kacherginsky",
+    "charles-guillemet",
+    "karl-floersch",
+    "griff-green",
+    "nico-gallardo",
+    "james-kiernan",
+    "lauren-luz",
+    "timdaub",
+    "josselin-feist",
+    "0xrajeev",
+    "matthias-egli",
+    "mehdi-zerouali",
+    "harikrishnan-mulackal",
+    "remy-roy",
+    "akshit-gupta",
+    "erin-magennis",
+    "paul-kohlhaas",
+    "anshu-jalan",
+    "ahmad-bitar",
+    "launamu",
+    "sejal-rekhan",
+    "pierre-daix-moreux",
+    "arnaucube",
+    "rahul-rumalla",
+    "alice-chaverot",
+    "austin-keeble",
+    "romina-bungert",
+    "felix-leupold",
+    "tincho",
+    "matta",
+    "saucecri",
+    "kevin-owocki",
+    "james-morgan",
+    "arnakorn-baimongkol",
+    "karen-scarbrough",
+    "ivo-kubjas",
+    "paul-harris",
+    "hudson-jameson",
+    "pooja-ranjan",
+    "youssef-el-housni",
+    "elaine-hu",
+    "diego-losada",
+    "marc-harvey-hill",
+    "mikko-ohtamaa",
+    "tim",
+    "sun-haochen",
+    "fudong",
+    "alexander-urbelis",
+    "vincenzo-furcillo",
+    "jordi-baylina",
+    "juan-carlos-bell-llinas",
+    "oxytocin",
+    "tom-teman",
+    "philip-daian",
+    "andres",
+    "mike-neuder",
+    "stani-kulechov",
+    "tomasz-stanczak",
+    "vid-kersic",
+    "guruprasad-kamath",
+    "mykola-siusko",
+    "peter-szilagyi",
+    "phil-ngo",
+    "marek-moraczynski",
+    "nixo-rokish",
+    "richard-moore",
+    "ngweihaneth",
+    "dominic-bruetsch",
+    "danno-ferrin",
+    "alex-murashkin",
+    "ohm",
+    "mario-vega",
+    "terence",
+    "mounir-benchemled",
+    "andrea-canidio",
+    "horsefacts",
+    "eleftherios-diakomichalis",
+    "joran-honig",
+    "nat-chin",
+    "sacha",
+    "thomas-thiery",
+    "david-pearce",
+    "igor-konnov",
+    "julian-sutherland",
+    "zoe-p",
+    "luca-donno",
+    "aisling-connolly",
+    "leo-jeong",
+    "sid-chakravarthy",
+    "phuc-thai",
+    "max-hampshire",
+    "med-amor",
+    "csaba-kiraly",
+    "joe-dobson",
+    "eddie-kago",
+    "valentin-wustholz",
+    "jacek-glen",
+    "marekm25",
+    "felipe-argento",
+    "hulk",
+    "maade",
+    "phoomparin-mano",
+    "patricio-palladino",
+    "mate-soos",
+    "yoseph-ayele",
+    "yele-bademosi",
+    "david-nandwa",
+    "matt-stephenson",
+    "preston-van-loon",
+    "wodann",
+    "dominik-teiml",
+    "dapplion",
+    "thanh-hai-tran",
+    "tarun-chitra",
+    "kelvin-fichter",
+    "rob-knight",
+    "nicolas-garcia",
+    "nick-almond",
+    "laurence-day",
+    "jose-pedro-sousa-or-zpedro",
+    "gubsheep",
+    "hart-montgomery",
+    "storm-slivkoff",
+    "bartosz-barwikowski",
+    "jota-carpanelli",
+    "jsvisa",
+    "justin-banon",
+    "jason-potts",
+    "porter-adams",
+    "andrii-bondar",
+    "han-tuzun",
+    "panjamapong-sermsawatsri",
+    "ryan-smith",
+    "cortze",
+    "pascal",
+    "marshall-vyletel-jr",
+    "wei-dai",
+    "daniel-perez",
+    "kaan",
+    "grant",
+    "diego-kingston",
+    "holke-brammer",
+    "bitbeckers",
+    "peter-garamvolgyi",
+    "krzysztof-urbanski",
+    "ben-fisch",
+    "jcp",
+    "akaki-mamageishvili",
+    "mudit-gupta",
+    "clement-lakhal",
+    "philippe-laferriere",
+    "roger-dingledine",
+    "gesa-schneider",
+    "ricard-borrell",
+    "ricki-moore",
+    "chih-cheng-liang",
+    "oliver-jl-renwick",
+    "laurel",
+    "yabir-garcia-benchakhtir",
+    "leo-bautista-gomez",
+    "rachel-rose-oleary",
+    "ctrlc03",
+    "zac-williamson",
+    "vivek",
+    "artem-kotelskiy",
+    "joshua-davila",
+    "beth-mccarthy",
+    "shufan-wang",
+    "leo-lara",
+    "ya-wen-jeng",
+    "moven-tsai",
+    "rasul-ibragimov",
+    "vanishree-rao",
+    "johannes-rude-jensen",
+    "nuno-loureiro",
+    "jeff-emmett",
+    "eva-wong",
+    "ariah-klages-mundt",
+    "tammy-yang",
+    "cindy",
+    "nxbn-team",
+    "david-uzochukwu",
+    "guo-liu",
+    "mercedes-rodriguez",
+    "valeriia-panina",
+    "karam-alhamad",
+    "tomislav-mamic",
+    "rebecca-mqamelo",
+    "lefteris-arapakis",
+    "anna-george",
+    "mteam",
+    "liam-eagen",
+    "david-furlong",
+    "pablo-sabbatella",
+    "carl-cervone",
+    "ignasi-ramos",
+    "carlos-matallana",
+    "william-george",
+    "miros",
+    "gary-thung",
+    "giacomo-barbieri",
+    "nicolas-bacca",
+    "ryan-berckmans",
+    "jose-pedro-cabrita",
+    "sasha",
+    "giuseppe",
+    "matt-cutler",
+    "sudhir-upadhyay",
+    "vivian-plasencia",
+    "kevin-chia",
+    "teeramet-jern-kunpittaya",
+    "marc-garreau",
+    "gregory-rocco",
+    "shouki-tsuda",
+    "albert-ni",
+    "barry-whitehat",
+    "vitalik-buterin",
+    "danceratopz",
+    "noturhandle",
+    "trent-van-epps",
+    "jonah-burian",
+    "jochen-hoenicke",
+    "abhimanyu-shekhawat",
+    "diego-fernandez",
+    "justin-drake",
+    "marek-olszewski",
+    "jasper-driessens",
+    "agustin-grosso",
+    "juli-corti",
+    "ran-hammer",
+    "dom",
+    "joseph-low",
+    "hazel-devjani",
+    "gen",
+    "yvonne",
+    "dev-lewis",
+    "georgios-konstantopoulos",
+    "will-villanueva",
+    "rachel",
+    "piotr-szlachciak",
+    "yuejie",
+    "louis",
+    "dragan-rakita",
+    "alvaro",
+    "shinya-mori",
+    "naveen-durvasula",
+    "muhammad-noor",
+    "tyler",
+    "ying-tong",
+    "isaac-patka",
+    "kelsie-nabben",
+    "daniel-bar",
+    "matej-yangwao",
+    "janmajaya-mall",
+    "tdot",
+    "rene-reinsberg",
+    "francesco",
+    "tbd",
+    "jseam",
+    "cedoor",
+    "pop",
+    "daniel-knopik",
+    "antony-blakey",
+    "pedro-gomes",
+    "paul-brody",
+    "manualzuru",
+    "vishwa-mehta",
+    "vectorized",
+    "qianchen-q-yu",
+    "sunny-aggarwal",
+    "adrian-brink",
+    "emily",
+    "edwin-aoki",
+    "gerben-kijne",
+    "henri",
+    "julian-ma",
+    "james-prestwich",
+    "jeff-lau",
+    "fatemeh-fannizadeh",
+    "amal-ibraymi",
+    "daniel-marz",
+    "atsushi-hayashi",
+    "parithosh-jayanthi",
+    "jean-philippe-bossuat",
+    "ann-brody",
+    "test-user",
+    "jack-sanford",
+    "sandeep-nailwal",
+    "andy",
+    "niha",
+    "wassim-z-alsindi",
+    "giacomo",
+    "joshua-tan",
+    "gabriel-coutinho-de-paula",
+    "alex-towle",
+    "merlin-egalite",
+    "lucas-manuel",
+    "violet-vienhage",
+    "teana-baker-taylor",
+    "tina-haibodi",
+    "ed-felten",
+    "noah-citron",
+    "eugene-leventhal",
+    "harry-halpin",
+    "iness-ben-guirat",
+    "timothy-asiimwe",
+    "luker",
+    "frangio",
+    "tracheopteryx",
+    "hadrien-croubois",
+    "bartek-kiepuszewski",
+    "julio-cesar-arango",
+    "alex-gluchowski",
+    "josh-reid",
+    "don-beaver",
+    "niran-babalola",
+    "markus",
+    "jens-groth",
+    "guillaume-ballet",
+    "nichanan-kesonpat",
+    "mark-pascall",
+    "theresa",
+    "arb",
+    "brad-bachu",
+    "cody-born",
+    "jason-chaskin",
+    "gajinder-singh",
+    "lisa-jy-tan",
+    "jesus",
+    "sina-mahmoodi",
+    "kim-persson",
+    "kate-eldaly",
+    "richard",
+    "spencer-graham",
+    "joan-baylina",
+    "thomas-jay-rush",
+    "meriam-zandi",
+    "lucas-saldanha",
+    "stefan-bratanov",
+    "hart-lambur",
+    "steven-goldfeder",
+    "jing-wang",
+    "estmcmxcieth",
+    "hendrik-eeckhaut",
+    "tsukino",
+    "hira-siddiqui",
+    "mujtaba-idrees",
+    "ley",
+    "leona-hioki",
+    "charles-st-louis",
+    "nebojsa-urosevic",
+    "michael-elliot",
+    "hiroyuki-hiroism007",
+    "nico",
+    "hector-masip-ardevol",
+    "felicia-barcelo",
+    "rim",
+    "ira-nezhynska",
+    "hong-phuc-dang",
+    "mario-behling",
+    "brianna-chang",
+    "mishari-muqbil",
+    "tanisha-katara",
+    "vijay-mohan",
+    "medha-kothari",
+    "lukas-schor",
+    "derek-rein",
+    "arik-galansky",
+    "adam-ceresko",
+    "chintan-turakhia",
+    "mindy-harrell",
+    "kristina-mayman",
+    "adam-michael-zuckerman",
+    "stefanos-chaliasos",
+    "potuz",
+    "christine-kim",
+    "itai-turbahn",
+    "danning-sui",
+    "burak-oz",
+    "toghrul-maharramov",
+    "pratyush-ranjan-tiwari",
+    "jason-vranek",
+    "andrei-maiboroda"
+  ],
+  "tags": [
+    "adoption",
+    "Security",
+    "Fuzzing",
+    "MEV",
+    "program",
+    "analysis",
+    "Layer 1",
+    "Consensus",
+    "User Experience",
+    "confirmation",
+    "rule",
+    "Decentralization Improvements",
+    "Mechanism design",
+    "Game Theory",
+    "lmd",
+    "ghost",
+    "Libraries",
+    "Zero-Knowledge",
+    "Cryptography",
+    "zupass",
+    "Anonymity",
+    "Free Speech",
+    "Use cases of cryptography",
+    "cracking",
+    "DevEx",
+    "Best Practices",
+    "ci/cd",
+    "Futarchy",
+    "Collective Intelligence",
+    "Economics",
+    "market",
+    "prediction",
+    "Validator Experience",
+    "PBS",
+    "Transaction fees mechanisms",
+    "preconfs",
+    "Rollups",
+    "Fragmentation",
+    "Tokenomics",
+    "based",
+    "Developer Infrastructure",
+    "Account Abstraction",
+    "Intents",
+    "transaction",
+    "orchestration",
+    "Product-market fit",
+    "UI/UX",
+    "Accessibility",
+    "application",
+    "Core Protocol",
+    "Architecture",
+    "EIP4844",
+    "Blobs",
+    "Danksharding",
+    "Layer 2s",
+    "Data Availability",
+    "Optimistic rollups",
+    "Zk Rollups",
+    "Blobspace",
+    "Commitment Scheme",
+    "node",
+    "analytics",
+    "performance",
+    "ZKP",
+    "zkvm",
+    "ai",
+    "agents",
+    "Trading",
+    "AMMs",
+    "liquidity",
+    "provisioning",
+    "Home staking",
+    "User Research",
+    "network",
+    "MPC",
+    "Homomorphic Encryption",
+    "education",
+    "startup",
+    "penalties",
+    "DAO",
+    "Governance",
+    "Decentralization",
+    "organisation",
+    "Payment",
+    "Privacy",
+    "debunking",
+    "Frameworks",
+    "Network State",
+    "Political systems",
+    "Regulation",
+    "Values",
+    "sequencer",
+    "pre-confirmations",
+    "Identity",
+    "Mobile",
+    "proving",
+    "practice",
+    "Live Coding",
+    "stealth",
+    "address",
+    "provable",
+    "fee",
+    "multidimensional",
+    "Solarpunk",
+    "Ethereum for Good",
+    "intellectual",
+    "engagement",
+    "Staking",
+    "diversity",
+    "Open Source Software",
+    "Use Cases",
+    "Public good",
+    "Climate",
+    "action",
+    "anticipatory",
+    "disaster",
+    "relief",
+    "Scalability",
+    "Interface",
+    "Design",
+    "Design Thinking",
+    "standards",
+    "builder",
+    "blocks",
+    "Censorship Resistance",
+    "proposer",
+    "concurrency",
+    "multiple",
+    "Auditing",
+    "advocacy",
+    "collaboration",
+    "zk-snark",
+    "Coordination",
+    "e/acc",
+    "Sufficient decentralization",
+    "mass",
+    "resiliency",
+    "zk-identity",
+    "erc-4337",
+    "Gaming",
+    "Autonomous World",
+    "mud",
+    "reputation",
+    "trusted",
+    "erc-7683",
+    "DevRel",
+    "developer",
+    "community",
+    "starknet",
+    "next-gen",
+    "zkproofs",
+    "hardware",
+    "Social",
+    "key",
+    "session",
+    "pod",
+    "real-world",
+    "Layer 3s",
+    "metrics",
+    "10x",
+    "experiments",
+    "adaptability",
+    "Protocol Design",
+    "system",
+    "privacy-preserving",
+    "blockchain",
+    "Cross-L2",
+    "chain",
+    "abstraction",
+    "Token bridging",
+    "Emergency Plan",
+    "transfer",
+    "cash",
+    "Tooling",
+    "EVM",
+    "hardhat",
+    "Quadratic Voting",
+    "compliance",
+    "STARK",
+    "gpu",
+    "buses",
+    "client-side",
+    "slashing",
+    "commitment",
+    "DeSci",
+    "proof",
+    "optimised",
+    "work",
+    "fork",
+    "Gas",
+    "compilers",
+    "Digital Sovereignty",
+    "cryptonative",
+    "parallel",
+    "Vision",
+    "culture",
+    "latency",
+    "Ethereum Roadmap",
+    "Not financial",
+    "cybernetics",
+    "dark",
+    "fairness",
+    "Testing",
+    "observability",
+    "debugging",
+    "Local Impact",
+    "SEA",
+    "myths",
+    "Effective Altruism",
+    "Regenerative Applications",
+    "hypercerts",
+    "emerging",
+    "Hacks",
+    "Event monitoring",
+    "threat",
+    "intelligence",
+    "optimism",
+    "regen",
+    "degens",
+    "Formal Verification",
+    "Bounties",
+    "smart",
+    "contracts",
+    "DePIN",
+    "communication",
+    "real",
+    "rtc",
+    "science",
+    "Permissionless",
+    "impact",
+    "RPGF",
+    "grants",
+    "nova",
+    "product",
+    "discovery",
+    "redistribution",
+    "phishing",
+    "mainstream",
+    "luxury",
+    "management",
+    "stakeholder",
+    "institutional",
+    "SNARK",
+    "zk",
+    "pairing",
+    "Pectra",
+    "ACD",
+    "improvement",
+    "eip",
+    "processes",
+    "elliptic",
+    "curves",
+    "cross-domain",
+    "arbitrage",
+    "encryption",
+    "mempool",
+    "fatf",
+    "p2p",
+    "user",
+    "safety",
+    "risk",
+    "conflict",
+    "Social Recovery",
+    "ethereum",
+    "RWA",
+    "micropayments",
+    "Civil Resistance",
+    "robots",
+    "data",
+    "funding",
+    "case",
+    "alignment",
+    "api",
+    "Verkle trees",
+    "state",
+    "expiry",
+    "trend",
+    "usage",
+    "experience",
+    "Core",
+    "Protocol",
+    "upgrade",
+    "metamask",
+    "python",
+    "pytest",
+    "specs",
+    "auction",
+    "TEE",
+    "research",
+    "farcaster",
+    "FOSS",
+    "Bug",
+    "Politics",
+    "Hardware wallets",
+    "arduino",
+    "mechanism",
+    "theorem",
+    "Challenge period",
+    "fraud",
+    "confidentiality",
+    "computation",
+    "ZK-EVMs",
+    "optimization",
+    "Sustainability",
+    "deployment",
+    "eip-7702",
+    "vpn",
+    "DAS",
+    "fulldas",
+    "agriculture",
+    "metamorphic",
+    "infrastructure",
+    "execution",
+    "layer",
+    "Appchains",
+    "metering",
+    "android",
+    "Art",
+    "solidity",
+    "Remittance",
+    "Environment",
+    "storage",
+    "static",
+    "apalache",
+    "Restaking",
+    "proof-of",
+    "explainer",
+    "web",
+    "Languages",
+    "language",
+    "citizens",
+    "assembly",
+    "value",
+    "pki",
+    "development",
+    "bandwidth",
+    "exploits",
+    "contest",
+    "service",
+    "level",
+    "web3",
+    "cypherpunk",
+    "Regenative Ethereum",
+    "technology",
+    "defense",
+    "inclusivity",
+    "lists",
+    "processor",
+    "protocol",
+    "economy",
+    "simulation",
+    "interoperability",
+    "reed-solomon",
+    "precompile",
+    "defi",
+    "programming",
+    "dynamic",
+    "lazarus",
+    "gkr",
+    "ui",
+    "eli5",
+    "localization",
+    "l10n",
+    "indexing",
+    "lunarpunk",
+    "voting",
+    "messaging",
+    "composability",
+    "validator",
+    "set",
+    "Marketing",
+    "memes",
+    "merkle",
+    "mpc101",
+    "onchain",
+    "mmev",
+    "inspiration",
+    "Conviction",
+    "Consensus Mechanisms",
+    "liability",
+    "ux",
+    "wallet",
+    "Key Management",
+    "lvr",
+    "mycofi",
+    "frames",
+    "2FA",
+    "dprk",
+    "EVM-equivalent",
+    "l2",
+    "oracle",
+    "Mechanism",
+    "design",
+    "ssi",
+    "explorer",
+    "ecommerce",
+    "infra",
+    "implementation",
+    "eip-4844",
+    "transparency",
+    "groups",
+    "verification",
+    "programmable",
+    "theory",
+    "tickets",
+    "Reentrancy",
+    "invariants",
+    "Validiums",
+    "stablecoin",
+    "asia",
+    "asian",
+    "rust",
+    "model",
+    "account",
+    "ownership",
+    "Reversing",
+    "peer-to-peer",
+    "public",
+    "goods",
+    "Distributed validator technology",
+    "geographical",
+    "incident",
+    "response",
+    "space",
+    "frontier",
+    "Developer",
+    "Infrastructure",
+    "mp-fhe",
+    "cross-chain",
+    "Account",
+    "Abstraction",
+    "cooperative",
+    "framework",
+    "Custody",
+    "membership",
+    "Layer",
+    "Single-slot Finality",
+    "enterprise",
+    "metadata",
+    "aggregation",
+    "introduction",
+    "usability",
+    "legal",
+    "apps",
+    "devops",
+    "audit",
+    "selective",
+    "disclosure",
+    "decolonial",
+    "fhe",
+    "Optimistic",
+    "rollups",
+    "digital",
+    "history",
+    "fixed",
+    "rate",
+    "arbitrum",
+    "Light Clients",
+    "capital",
+    "mixnet",
+    "cryptoanarchy",
+    "latin",
+    "america",
+    "macro/micro economics",
+    "africa",
+    "modular",
+    "reality",
+    "democracy",
+    "philosophy",
+    "sumcheck",
+    "succinct",
+    "stateless",
+    "permissions",
+    "ReFi",
+    "zealand",
+    "worldbuilding",
+    "dutch",
+    "cryptoeconomy",
+    "statelessness",
+    "war",
+    "room",
+    "top",
+    "offenders",
+    "plugin",
+    "learnings",
+    "technical",
+    "Signatures",
+    "P2P finance",
+    "marketplace",
+    "real-time",
+    "unified",
+    "ens",
+    "ranking",
+    "recommendation",
+    "vadcops",
+    "regional",
+    "insights",
+    "101",
+    "token",
+    "launch",
+    "choice",
+    "hard",
+    "bft",
+    "shared",
+    "agglayer",
+    "lightclient",
+    "type1",
+    "starks",
+    "eof"
+  ],
+  "expertise": [
+    "Beginner",
+    "Intermediate",
+    "Expert"
+  ],
+  "audiences": [
+    "Engineering",
+    "Community",
+    "Developper",
+    "Research",
+    "Business",
+    "Product",
+    "Stakers/Validators",
+    "Lobby",
+    "Academic",
+    "Developer",
+    "Design",
+    "",
+    "Local/SEA",
+    "Hobby"
+  ]
+}
\ No newline at end of file
diff --git a/devcon-api/src/clients/recommendation.ts b/devcon-api/src/clients/recommendation.ts
index 60a29239d..8e2812da4 100644
--- a/devcon-api/src/clients/recommendation.ts
+++ b/devcon-api/src/clients/recommendation.ts
@@ -1,8 +1,35 @@
 import { PrismaClient as ScheduleClient } from '@prisma/client'
-import { PrismaClient as AccountClient } from '@/db/clients/account'
+import { Account, PrismaClient as AccountClient } from '@/db/clients/account'
 import { SERVER_CONFIG } from '@/utils/config'
+import { Session } from '@/types/schedule'
+import { STOPWORDS } from '@/utils/stopwords'
+import { writeFileSync } from 'fs'
+import dictionary from '../../data/vectors/dictionary.json'
+import vectorizedSessions from '../../data/vectors/devcon-7.json'
+
+export const WEIGHTS = {
+  track: 6,
+  expertise: 4,
+  audience: 4,
+  speaker: 6,
+  tag: 2,
+  featured: 0.1,
+}
+
+export interface VectorizedSession {
+  session: Session
+  vector: number[]
+}
 
-interface LensFollower {
+export interface VectorDictionary {
+  tracks: string[]
+  speakers: string[]
+  tags: string[]
+  expertise: string[]
+  audiences: string[]
+}
+
+export interface LensFollower {
   id: string
   fullHandle: string
   handle: string
@@ -10,6 +37,8 @@ interface LensFollower {
   ens: string
 }
 
+let cachedDictionary: VectorDictionary = dictionary
+
 const scheduleClient = new ScheduleClient()
 const accountClient = new AccountClient()
 
@@ -58,22 +87,53 @@ export async function GetRecommendedSessions(id: string, includeFeatured?: boole
     return []
   }
 
+  const userVector = vectorizeUser(account)
+  const personalizedRecommendations = GetRecommendedVectorSearch(userVector, vectorizedSessions as VectorizedSession[], 20)
   const sessions = await scheduleClient.session.findMany({
     where: {
       AND: [
-        // { eventId: 'devcon-7' },
+        { eventId: 'devcon-7' },
         {
-          OR: [{ featured: true }, { speakers: { some: { id: { in: account.favorite_speakers } } } }],
+          OR: [
+            includeFeatured ? { featured: true } : {},
+            { speakers: { some: { id: { in: account.favorite_speakers } } } },
+            { id: { in: personalizedRecommendations.map((r) => r.id) } },
+          ],
         },
       ],
     },
   })
 
-  // Find related sessions based on account.tracks, account.tags, etc. from RelatedSessions
-
   return sessions
 }
 
+export function GetRecommendedVectorSearch(sessionVector: number[], allSessions: VectorizedSession[], limit: number = 10): Session[] {
+  const similarities = allSessions
+    .filter((vs) => vs.vector !== sessionVector)
+    .map((vs) => {
+      const vectorSimilarity = getSimilarity(sessionVector, vs.vector)
+      const featuredBoost = vs.session.featured ? WEIGHTS.featured : 0
+      const adjustedSimilarity = vectorSimilarity + featuredBoost
+
+      return {
+        session: vs.session,
+        similarity: adjustedSimilarity,
+      }
+    })
+
+  const recommendations = similarities
+    .sort((a, b) => b.similarity - a.similarity)
+    .slice(0, limit)
+    .map((item) => {
+      return {
+        ...item.session,
+        similarity: item.similarity,
+      }
+    })
+
+  return recommendations
+}
+
 export async function GetFarcasterFollowing(profileId: string, cursor?: string): Promise<any[]> {
   console.log('Get Farcaster Following', profileId, cursor)
 
@@ -261,3 +321,118 @@ export async function GetLensProfileId(id: string) {
     console.error('Error fetching social followers:', error)
   }
 }
+
+export function buildDictionary(sessions: Session[], rebuild: boolean = false) {
+  if (cachedDictionary && !rebuild) return cachedDictionary
+
+  const allTracks = Array.from(new Set(sessions.map((s) => s.track))).filter((t) => !STOPWORDS.includes(t))
+  const allSpeakers = Array.from(new Set(sessions.flatMap((s) => s.speakers))).filter((s) => !STOPWORDS.includes(s))
+  const allTags = Array.from(new Set(sessions.flatMap((s) => s.tags))).filter((t) => !STOPWORDS.includes(t))
+  const allExpertise = Array.from(new Set(sessions.map((s) => s.expertise))).filter((e) => !STOPWORDS.includes(e))
+  const allAudiences = Array.from(new Set(sessions.map((s) => s.audience))).filter((a) => !STOPWORDS.includes(a))
+
+  return { tracks: allTracks, speakers: allSpeakers, tags: allTags, expertise: allExpertise, audiences: allAudiences } as VectorDictionary
+}
+
+export function vectorizeSessions(sessions: any[], limit: number = 10, saveToFile?: boolean) {
+  const dictionary = buildDictionary(sessions, true)
+  const vectorizedSessions: VectorizedSession[] = sessions.map((session) => ({
+    session,
+    vector: vectorizeSession(session, dictionary),
+  }))
+
+  if (saveToFile) {
+    writeFileSync(`data/vectors/dictionary.json`, JSON.stringify(dictionary, null, 2))
+    writeFileSync(`data/vectors/devcon-7.json`, JSON.stringify(vectorizedSessions, null, 2))
+  }
+
+  const similarities = []
+  for (let i = 0; i < vectorizedSessions.length; i++) {
+    const session = vectorizedSessions[i]
+    const recommendations = GetRecommendedVectorSearch(session.vector, vectorizedSessions, limit)
+    similarities.push(
+      ...recommendations.map((rec) => ({
+        sessionId: session.session.id,
+        otherId: rec.id,
+        similarity: rec.similarity || 0,
+      }))
+    )
+  }
+
+  return similarities
+}
+
+export function vectorizeSession(session: Session, dictionary: VectorDictionary): number[] {
+  const vector = [
+    ...dictionary.tracks.map((track) => (session.track === track ? 1 : 0)),
+    ...dictionary.speakers.map((speaker) => (session.speakers.includes(speaker) ? 1 : 0)),
+    ...dictionary.tags.map((tag) => (session.tags.includes(tag) ? 1 : 0)),
+    ...dictionary.expertise.map((exp) => (session.expertise === exp ? 1 : 0)),
+    ...dictionary.audiences.map((aud) => (session.audience === aud ? 1 : 0)),
+  ]
+
+  return getVectorWeight(vector, dictionary)
+}
+
+export function vectorizeUser(user: Account, dic: VectorDictionary = dictionary): number[] {
+  const vector = [
+    ...dictionary.tracks.map((track) => (user.tracks.includes(track) ? 1 : 0)),
+    ...dictionary.speakers.map((speaker) => (user.favorite_speakers.includes(speaker) ? 1 : 0)),
+    ...dictionary.tags.map((tag) => (user.tags.includes(tag) ? 1 : 0)),
+    ...dictionary.expertise.map((exp) => (getExpertiseLevel(user?.since).includes(exp) ? 1 : 0)),
+    ...dictionary.audiences.map((aud) => (user.roles.includes(aud) ? 1 : 0)),
+  ]
+
+  return getVectorWeight(vector, dictionary)
+}
+
+export function getVectorWeight(vector: number[], dictionary: VectorDictionary) {
+  const trackLength = dictionary.tracks.length
+  const expertiseLength = dictionary.expertise.length
+  const audienceLength = dictionary.audiences.length
+  const speakerLength = dictionary.speakers.length
+  const tagLength = dictionary.tags.length
+
+  for (let i = 0; i < vector.length; i++) {
+    if (i < trackLength) {
+      vector[i] *= WEIGHTS.track
+    } else if (i < trackLength + expertiseLength) {
+      vector[i] *= WEIGHTS.expertise
+    } else if (i < trackLength + expertiseLength + audienceLength) {
+      vector[i] *= WEIGHTS.audience
+    } else if (i < trackLength + expertiseLength + audienceLength + speakerLength) {
+      vector[i] *= WEIGHTS.speaker
+    } else if (i < trackLength + expertiseLength + audienceLength + speakerLength + tagLength) {
+      vector[i] *= WEIGHTS.tag
+    }
+  }
+
+  return vector
+}
+
+export function getSimilarity(vector1: number[], vector2: number[]): number {
+  if (vector1.length !== vector2.length) {
+    throw new Error('Vectors must have the same length')
+  }
+
+  const dotProduct = vector1.reduce((acc, val, index) => acc + val * vector2[index], 0)
+  const magnitude1 = Math.sqrt(vector1.reduce((acc, val) => acc + Math.pow(val, 2), 0))
+  const magnitude2 = Math.sqrt(vector2.reduce((acc, val) => acc + Math.pow(val, 2), 0))
+
+  if (magnitude1 === 0 || magnitude2 === 0) {
+    return 0
+  }
+
+  return dotProduct / (magnitude1 * magnitude2)
+}
+
+export function getExpertiseLevel(since?: number | null) {
+  if (!since) return []
+
+  if (since >= 2023) return ['Beginner']
+  if (since >= 2021) return ['Beginner', 'Intermediate']
+  if (since >= 2019) return ['Intermediate']
+  if (since >= 2017) return ['Intermediate', 'Advanced']
+
+  return ['Advanced']
+}
diff --git a/devcon-api/src/controllers/sessions.ts b/devcon-api/src/controllers/sessions.ts
index c4a03555e..8afe54254 100644
--- a/devcon-api/src/controllers/sessions.ts
+++ b/devcon-api/src/controllers/sessions.ts
@@ -219,13 +219,13 @@ export async function GetSessionRelated(req: Request, res: Response) {
   const data = await client.relatedSession.findMany({
     where: { sessionId: req.params.id },
     orderBy: { similarity: 'desc' },
-    include: { related: true },
+    include: { other: true },
     take: 10,
   })
 
   if (!data) return res.status(404).send({ status: 404, message: 'Not Found' })
 
-  res.status(200).send({ status: 200, message: '', data: data.map((i) => i.related) })
+  res.status(200).send({ status: 200, message: '', data: data.map((i) => i.other) })
 }
 
 export async function GetSessionImage(req: Request, res: Response) {
diff --git a/devcon-api/src/db/devcon.db b/devcon-api/src/db/devcon.db
index 7eb7efe196f0c670733e10e9e4d45bc4061d8689..32bc7b5774f50a5d3ad926ecd029f50806deac09 100644
GIT binary patch
delta 1435170
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diff --git a/devcon-api/src/db/schema.prisma b/devcon-api/src/db/schema.prisma
index 912254f69..4e4e2d5bb 100644
--- a/devcon-api/src/db/schema.prisma
+++ b/devcon-api/src/db/schema.prisma
@@ -85,14 +85,27 @@ model Session {
   resources_slides String?
 
   relatedSessions RelatedSession[] @relation(name: "Related")
+  recommendedSessions RecommendedSession[] @relation(name: "Recommended")
 }
 
 model RelatedSession {
   id Int @id @default(autoincrement())
   sessionId String
+  vector Bytes?
 
-  related Session @relation(name: "Related", fields: [relatedId], references: [id])
-  relatedId String
+  other Session @relation(name: "Related", fields: [otherId], references: [id])
+  otherId String
 
   similarity Float
 }
+
+model RecommendedSession {
+  id Int @id @default(autoincrement())
+  sessionId String
+  vector Bytes?
+
+  other Session @relation(name: "Recommended", fields: [otherId], references: [id])
+  otherId String
+  
+  similarity Float
+}
diff --git a/devcon-api/src/db/seed.ts b/devcon-api/src/db/seed.ts
index 23c03aa1c..7bcf5c068 100644
--- a/devcon-api/src/db/seed.ts
+++ b/devcon-api/src/db/seed.ts
@@ -1,256 +1,9 @@
-import * as NaturalLanguageProcessing from 'natural'
 import { GetData, GetSpeakerData } from '@/clients/filesystem'
 import { PrismaClient } from '@prisma/client'
-import words from 'natural/lib/natural/util'
+import { vectorizeSessions } from '@/clients/recommendation'
 import dayjs from 'dayjs'
 
 const client = new PrismaClient()
-const stopwords = [
-  ...words.stopwords,
-  '-',
-  ',',
-  '.',
-  '!',
-  '?',
-  '(',
-  ')',
-  '[',
-  ']',
-  '{',
-  '}',
-  ':',
-  ';',
-  "'",
-  '"',
-  '“',
-  '”',
-  'no',
-  'not',
-  'nor',
-  'none',
-  'nothing',
-  'nowhere',
-  'never',
-  'nobody',
-  'us',
-  'we',
-  'our',
-  'ours',
-  'ourselves',
-  'you',
-  'your',
-  'yours',
-  'yourself',
-  'yourselves',
-  'vs',
-  'vs.',
-  'versus',
-  'verses',
-  'verses.',
-  'versus.',
-  'against',
-  'i',
-  'me',
-  'my',
-  'mine',
-  'myself',
-  'he',
-  'him',
-  'his',
-  'himself',
-  'she',
-  'her',
-  'hers',
-  'herself',
-  'it',
-  'its',
-  'itself',
-  'they',
-  'them',
-  'their',
-  'theirs',
-  'themselves',
-  'what',
-  "what's",
-  'which',
-  'who',
-  'whom',
-  'this',
-  'that',
-  'these',
-  'those',
-  'am',
-  'is',
-  'are',
-  'was',
-  'were',
-  'be',
-  'been',
-  'being',
-  'have',
-  'has',
-  'had',
-  'having',
-  'do',
-  'does',
-  'did',
-  'doing',
-  'will',
-  'would',
-  'shall',
-  'should',
-  'can',
-  'could',
-  'may',
-  'might',
-  'must',
-  'ought',
-  'i',
-  'you',
-  'he',
-  'she',
-  'it',
-  'we',
-  'they',
-  'me',
-  'him',
-  'create',
-  'update',
-  'delete',
-  'add',
-  'remove',
-  'insert',
-  'select',
-  'from',
-  'where',
-  'join',
-  'inner',
-  'using',
-  'left',
-  'right',
-  'outer',
-  'on',
-  'and',
-  'or',
-  'not',
-  'in',
-  'like',
-  'between',
-  'is',
-  'novel',
-  'new',
-  'old',
-  'latest',
-  'earliest',
-  'recent',
-  'earlier',
-  'upcoming',
-  'future',
-  'past',
-  'always',
-  'never',
-  'sometimes',
-  'often',
-  'rarely',
-  'seldom',
-  'usually',
-  'frequently',
-  'occasionally',
-  'ask',
-  'answer',
-  'question',
-  'query',
-  'doubt',
-  'clarify',
-  'explain',
-  'elaborate',
-  'detail',
-  'detailing',
-  'best',
-  'better',
-  'good',
-  'great',
-  'excellent',
-  'awesome',
-  'amazing',
-  'fantastic',
-  'wonderful',
-  'superb',
-  'original',
-  'unique',
-  'distinct',
-  'different',
-  'similar',
-  'same',
-  'identical',
-  'equal',
-  'equivalent',
-  'future',
-  'coming',
-  'next',
-  'later',
-  'after',
-  'post',
-  'subsequent',
-  'following',
-  'succeeding',
-  'open',
-  'with',
-  'without',
-  'close',
-  'end',
-  'finish',
-  'complete',
-  'conclude',
-  'terminate',
-  'stop',
-  'need',
-  'want',
-  'require',
-  'wish',
-  'desire',
-  'demand',
-  'seek',
-  'look',
-  'search',
-  'find',
-  'locate',
-  'look',
-  'search',
-  'find',
-  'locate',
-  'get',
-  'fetch',
-  'obtain',
-  'acquire',
-  'receive',
-  'gain',
-  'secure',
-  'verify',
-  'validate',
-  'confirm',
-  'check',
-  'ensure',
-  'assure',
-  'guarantee',
-  'warrant',
-  'certify',
-  'users',
-  'user',
-  'customers',
-  'customer',
-  'clients',
-  'client',
-  'people',
-  'person',
-  'individuals',
-  'individual',
-  'understand',
-  'understanding',
-  "you've",
-  "you're",
-  "you'll",
-]
 
 async function main() {
   console.log('Seed local data sources into Sqlite..')
@@ -323,78 +76,21 @@ async function main() {
   }
 
   // Related Sessions
-  console.log('- Vectorize sessions')
-  const sessionsWithVectors = []
-  const tokenizer = new NaturalLanguageProcessing.AggressiveTokenizer()
-  const tfidf = new NaturalLanguageProcessing.TfIdf()
-  tfidf.setStopwords(stopwords)
-
-  for (let i = 0; i < sessions.length; i++) {
-    const item = sessions[i]
-    if (!item) {
-      console.log('No item found', i, sessions)
-      continue
-    }
-
-    const tokens = [...tokenizer.tokenize(`${item.title}} ${item.description}} ${item.track}`), ...item.tags, ...item.speakers].filter(
-      (i) => !words.stopwords.some((j) => j.toLowerCase() === i.toLowerCase())
-    )
-    tfidf.addDocument(tokens)
-  }
-
-  for (let i = 0; i < sessions.length; i++) {
-    const item = sessions[i]
-    const vectors = tfidf.listTerms(i).map((i) => i.tfidf)
-
-    // Normalize the vector
-    const magnitude = Math.sqrt(vectors.reduce((acc, val) => acc + Math.pow(val, 2), 0))
-    const normalizedVectors = vectors.map((val) => val / magnitude)
-
-    sessionsWithVectors.push({ id: item.id, vectors: normalizedVectors })
-  }
-
-  console.log('- Add related sessions')
-  const threshold = 0.98
-  const relatedSessions = []
-  for (let i = 0; i < sessionsWithVectors.length; i++) {
-    const session = sessionsWithVectors[i]
-    for (let j = i + 1; j < sessionsWithVectors.length; j++) {
-      const other = sessionsWithVectors[j]
-      const similarityScore = computeCosineSimilarity(session.vectors, other.vectors)
-      if (similarityScore > threshold) {
-        relatedSessions.push({
-          sessionId: session.id,
-          relatedId: other.id,
-          similarity: similarityScore,
-        })
-        relatedSessions.push({
-          sessionId: other.id,
-          relatedId: session.id,
-          similarity: similarityScore,
-        })
-      }
-    }
-  }
-
+  console.log('- Vectorize all related sessions...')
+  const vectorizedSessions = vectorizeSessions(sessions)
+  console.log(`- Add ${vectorizedSessions.length} related sessions`)
   await client.relatedSession.createMany({
-    data: relatedSessions,
+    data: vectorizedSessions,
   })
-}
 
-function computeCosineSimilarity(vector1: number[], vector2: number[]): number {
-  const dotProduct = vector1.reduce((acc, val, index) => acc + val * vector2[index], 0)
-  const magnitude1 = Math.sqrt(vector1.reduce((acc, val) => acc + Math.pow(val, 2), 0))
-  const magnitude2 = Math.sqrt(vector2.reduce((acc, val) => acc + Math.pow(val, 2), 0))
-
-  return dotProduct / (magnitude1 * magnitude2)
-}
-
-function computeJaccardSimilarity(vector1: number[], vector2: number[]): number {
-  const set1 = new Set(vector1.map((value, index) => index))
-  const set2 = new Set(vector2.map((value, index) => index))
-  const intersection = new Set([...set1].filter((value) => set2.has(value)))
-  const union = new Set([...set1].concat([...set2]))
-  return intersection.size / union.size
+  // Recommended Sessions
+  console.log('- Vectorize Devcon-7 recommended sessions')
+  const latestSessions = GetData('sessions/devcon-7')
+  const latestVectorizedSessions = vectorizeSessions(latestSessions, 50, true)
+  console.log(`- Add ${latestVectorizedSessions.length} recommended sessions`)
+  await client.recommendedSession.createMany({
+    data: latestVectorizedSessions,
+  })
 }
 
 main()
diff --git a/devcon-api/src/swagger/definition.json b/devcon-api/src/swagger/definition.json
index 66dcf2e82..2e4a905ef 100644
--- a/devcon-api/src/swagger/definition.json
+++ b/devcon-api/src/swagger/definition.json
@@ -16,11 +16,15 @@
   },
   "host": "localhost:4000",
   "basePath": "/",
-  "schemes": ["http"],
+  "schemes": [
+    "http"
+  ],
   "paths": {
     "/": {
       "get": {
-        "tags": ["Default"],
+        "tags": [
+          "Default"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -32,7 +36,9 @@
     },
     "/account": {
       "get": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -45,9 +51,41 @@
         }
       }
     },
+    "/account/import/{id}": {
+      "get": {
+        "tags": [
+          "Account"
+        ],
+        "description": "",
+        "parameters": [
+          {
+            "name": "id",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "OK"
+          },
+          "400": {
+            "description": "Bad Request"
+          },
+          "404": {
+            "description": "Not Found"
+          },
+          "500": {
+            "description": "Internal Server Error"
+          }
+        }
+      }
+    },
     "/account/{id}": {
       "put": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [
           {
@@ -73,7 +111,9 @@
         }
       },
       "delete": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [
           {
@@ -98,7 +138,9 @@
     },
     "/account/token": {
       "post": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [
           {
@@ -130,7 +172,9 @@
     },
     "/account/login/email": {
       "post": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [
           {
@@ -164,7 +208,9 @@
     },
     "/account/login/token": {
       "post": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [
           {
@@ -195,7 +241,9 @@
     },
     "/account/login/web3": {
       "post": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [
           {
@@ -235,7 +283,9 @@
     },
     "/account/logout": {
       "post": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -250,7 +300,9 @@
     },
     "/account/speakers": {
       "get": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -265,7 +317,9 @@
     },
     "/account/speakers/recommended": {
       "get": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -280,7 +334,9 @@
     },
     "/account/sessions": {
       "get": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -295,7 +351,9 @@
     },
     "/account/sessions/recommended": {
       "get": {
-        "tags": ["Account"],
+        "tags": [
+          "Account"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -310,7 +368,9 @@
     },
     "/dips": {
       "get": {
-        "tags": ["DIPs"],
+        "tags": [
+          "DIPs"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -322,7 +382,9 @@
     },
     "/dips/contributors": {
       "get": {
-        "tags": ["DIPs"],
+        "tags": [
+          "DIPs"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -334,7 +396,9 @@
     },
     "/events": {
       "get": {
-        "tags": ["Events"],
+        "tags": [
+          "Events"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -346,7 +410,9 @@
     },
     "/events/{id}": {
       "get": {
-        "tags": ["Events"],
+        "tags": [
+          "Events"
+        ],
         "description": "",
         "parameters": [
           {
@@ -368,7 +434,9 @@
     },
     "/events/{id}/version": {
       "get": {
-        "tags": ["Events"],
+        "tags": [
+          "Events"
+        ],
         "description": "",
         "parameters": [
           {
@@ -390,7 +458,9 @@
     },
     "/events/{id}/sessions": {
       "get": {
-        "tags": ["Events"],
+        "tags": [
+          "Events"
+        ],
         "description": "",
         "parameters": [
           {
@@ -411,7 +481,9 @@
     },
     "/events/{id}/speakers": {
       "get": {
-        "tags": ["Events"],
+        "tags": [
+          "Events"
+        ],
         "description": "",
         "parameters": [
           {
@@ -432,7 +504,9 @@
     },
     "/events/{id}/rooms": {
       "get": {
-        "tags": ["Events"],
+        "tags": [
+          "Events"
+        ],
         "description": "",
         "parameters": [
           {
@@ -454,7 +528,9 @@
     },
     "/rss/podcast": {
       "get": {
-        "tags": ["RSS"],
+        "tags": [
+          "RSS"
+        ],
         "description": "",
         "parameters": [],
         "responses": {
@@ -466,7 +542,9 @@
     },
     "/sessions": {
       "get": {
-        "tags": ["Sessions"],
+        "tags": [
+          "Sessions"
+        ],
         "description": "",
         "parameters": [
           {
@@ -529,7 +607,9 @@
     },
     "/sessions/{id}": {
       "get": {
-        "tags": ["Sessions"],
+        "tags": [
+          "Sessions"
+        ],
         "description": "",
         "parameters": [
           {
@@ -549,7 +629,9 @@
         }
       },
       "put": {
-        "tags": ["Sessions"],
+        "tags": [
+          "Sessions"
+        ],
         "description": "",
         "parameters": [
           {
@@ -605,21 +687,30 @@
                 },
                 "speakers": {
                   "type": "array",
-                  "example": ["123", "456"],
+                  "example": [
+                    "123",
+                    "456"
+                  ],
                   "items": {
                     "type": "string"
                   }
                 },
                 "tags": {
                   "type": "array",
-                  "example": ["tag1", "tag2"],
+                  "example": [
+                    "tag1",
+                    "tag2"
+                  ],
                   "items": {
                     "type": "string"
                   }
                 },
                 "keywords": {
                   "type": "array",
-                  "example": ["keyword1", "keyword2"],
+                  "example": [
+                    "keyword1",
+                    "keyword2"
+                  ],
                   "items": {
                     "type": "string"
                   }
@@ -685,7 +776,9 @@
     },
     "/sessions/sources/{id}": {
       "put": {
-        "tags": ["Sessions"],
+        "tags": [
+          "Sessions"
+        ],
         "description": "",
         "parameters": [
           {
@@ -752,9 +845,13 @@
     },
     "/sessions/{id}/image": {
       "get": {
-        "tags": ["Sessions"],
+        "tags": [
+          "Sessions"
+        ],
         "description": "",
-        "produces": ["image/png"],
+        "produces": [
+          "image/png"
+        ],
         "parameters": [
           {
             "name": "id",
@@ -775,7 +872,9 @@
     },
     "/sessions/{id}/related": {
       "get": {
-        "tags": ["Sessions"],
+        "tags": [
+          "Sessions"
+        ],
         "description": "",
         "parameters": [
           {
@@ -797,7 +896,9 @@
     },
     "/speakers": {
       "get": {
-        "tags": ["Speakers"],
+        "tags": [
+          "Speakers"
+        ],
         "description": "",
         "parameters": [
           {
@@ -835,7 +936,9 @@
     },
     "/speakers/{id}": {
       "get": {
-        "tags": ["Speakers"],
+        "tags": [
+          "Speakers"
+        ],
         "description": "",
         "parameters": [
           {
@@ -919,7 +1022,9 @@
     },
     "/hooks/pretalx/schedule": {
       "post": {
-        "tags": ["Hooks"],
+        "tags": [
+          "Hooks"
+        ],
         "description": "",
         "parameters": [
           {
@@ -1106,4 +1211,4 @@
       }
     }
   }
-}
+}
\ No newline at end of file
diff --git a/devcon-api/src/types/schedule.ts b/devcon-api/src/types/schedule.ts
new file mode 100644
index 000000000..698d866ee
--- /dev/null
+++ b/devcon-api/src/types/schedule.ts
@@ -0,0 +1,12 @@
+export interface Session {
+  id: string
+  sourceId: string
+  title: string
+  track: string
+  featured: boolean
+  speakers: string[]
+  tags: string[]
+  expertise: string
+  audience: string
+  similarity?: number
+}
diff --git a/devcon-api/src/utils/stopwords.ts b/devcon-api/src/utils/stopwords.ts
new file mode 100644
index 000000000..e03396fb8
--- /dev/null
+++ b/devcon-api/src/utils/stopwords.ts
@@ -0,0 +1,404 @@
+import words from 'natural/lib/natural/util'
+
+export const STOPWORDS = [
+  ...words.stopwords,
+  '-',
+  ',',
+  '.',
+  '!',
+  '?',
+  '(',
+  ')',
+  '[',
+  ']',
+  '{',
+  '}',
+  ':',
+  ';',
+  '"',
+  '"',
+  '"',
+  "'",
+  '1st',
+  '2nd',
+  '3rd',
+  '4th',
+  '5th',
+  'about',
+  'above',
+  'across',
+  'acquire',
+  'add',
+  'after',
+  'against',
+  'all',
+  'along',
+  'always',
+  'am',
+  'amazing',
+  'among',
+  'and',
+  'answer',
+  'any',
+  'april',
+  'are',
+  'around',
+  'ask',
+  'assure',
+  'august',
+  'awesome',
+  'be',
+  'been',
+  'before',
+  'behind',
+  'being',
+  'below',
+  'beneath',
+  'beside',
+  'best',
+  'better',
+  'between',
+  'beyond',
+  'big',
+  'billion',
+  'but',
+  'by',
+  'came',
+  'can',
+  'certify',
+  'check',
+  'clarify',
+  'client',
+  'clients',
+  'close',
+  'come',
+  'comes',
+  'coming',
+  'complete',
+  'conclude',
+  'confirm',
+  'could',
+  'create',
+  'customer',
+  'customers',
+  'day',
+  'december',
+  'delete',
+  'demand',
+  'desire',
+  'despite',
+  'detail',
+  'detailing',
+  'did',
+  'different',
+  'distinct',
+  'do',
+  'does',
+  'doing',
+  'doubt',
+  'down',
+  'during',
+  'each',
+  'earlier',
+  'earliest',
+  'early',
+  'eg',
+  'eight',
+  'elaborate',
+  'end',
+  'ensure',
+  'equal',
+  'equivalent',
+  'etc',
+  'ever',
+  'every',
+  'ex',
+  'excellent',
+  'except',
+  'explain',
+  'fantastic',
+  'february',
+  'fetch',
+  'few',
+  'fifth',
+  'find',
+  'finish',
+  'first',
+  'five',
+  'following',
+  'for',
+  'four',
+  'frequently',
+  'friday',
+  'from',
+  'future',
+  'gain',
+  'gave',
+  'get',
+  'give',
+  'given',
+  'gives',
+  'giving',
+  'go',
+  'goes',
+  'going',
+  'gone',
+  'good',
+  'great',
+  'guarantee',
+  'had',
+  'has',
+  'have',
+  'having',
+  'he',
+  'her',
+  'hers',
+  'herself',
+  'high',
+  'him',
+  'himself',
+  'his',
+  'hour',
+  'hundred',
+  'i',
+  'identical',
+  'ie',
+  'if',
+  'important',
+  'in',
+  'individual',
+  'individuals',
+  'inner',
+  'insert',
+  'into',
+  'is',
+  'it',
+  'its',
+  'itself',
+  'january',
+  'join',
+  'july',
+  'june',
+  'just',
+  'knew',
+  'know',
+  'knowing',
+  'known',
+  'knows',
+  'large',
+  'last',
+  'late',
+  'latest',
+  'later',
+  'least',
+  'left',
+  'less',
+  'like',
+  'little',
+  'locate',
+  'look',
+  'low',
+  'made',
+  'major',
+  'make',
+  'makes',
+  'making',
+  'many',
+  'march',
+  'may',
+  'me',
+  'might',
+  'million',
+  'mine',
+  'minor',
+  'minute',
+  'monday',
+  'month',
+  'more',
+  'most',
+  'much',
+  'must',
+  'my',
+  'myself',
+  'near',
+  'need',
+  'never',
+  'new',
+  'next',
+  'nine',
+  'no',
+  'nobody',
+  'none',
+  'nor',
+  'not',
+  'nothing',
+  'novel',
+  'november',
+  'nowhere',
+  'now',
+  'obtain',
+  'occasionally',
+  'october',
+  'of',
+  'off',
+  'often',
+  'ok',
+  'okay',
+  'old',
+  'on',
+  'one',
+  'onto',
+  'open',
+  'or',
+  'original',
+  'ought',
+  'our',
+  'ours',
+  'ourselves',
+  'out',
+  'over',
+  'past',
+  'people',
+  'person',
+  'post',
+  'previous',
+  'query',
+  'question',
+  'quite',
+  'rarely',
+  'rather',
+  'really',
+  'receive',
+  'recent',
+  'remove',
+  'require',
+  'right',
+  'same',
+  'saturday',
+  'saw',
+  'second',
+  'see',
+  'seeing',
+  'seek',
+  'seen',
+  'select',
+  'seldom',
+  'september',
+  'seven',
+  'several',
+  'shall',
+  'she',
+  'should',
+  'significant',
+  'similar',
+  'since',
+  'six',
+  'small',
+  'so',
+  'some',
+  'somewhat',
+  'soon',
+  'stop',
+  'subsequent',
+  'succeeding',
+  'such',
+  'sunday',
+  'superb',
+  'take',
+  'takes',
+  'taking',
+  'ten',
+  'terminate',
+  'than',
+  'that',
+  'the',
+  'their',
+  'theirs',
+  'them',
+  'themselves',
+  'then',
+  'these',
+  'they',
+  'think',
+  'thinks',
+  'thinking',
+  'third',
+  'this',
+  'those',
+  'thought',
+  'thousand',
+  'three',
+  'through',
+  'throughout',
+  'thursday',
+  'till',
+  'time',
+  'to',
+  'today',
+  'tomorrow',
+  'took',
+  'toward',
+  'tuesday',
+  'uh',
+  'um',
+  'under',
+  'understand',
+  'understanding',
+  'unless',
+  'unique',
+  'until',
+  'up',
+  'upon',
+  'upcoming',
+  'update',
+  'us',
+  'use',
+  'used',
+  'uses',
+  'using',
+  'usually',
+  'validate',
+  'verify',
+  'very',
+  'versus',
+  'versus.',
+  'verses',
+  'verses.',
+  'viz',
+  'vs',
+  'vs.',
+  'want',
+  'warrant',
+  'was',
+  'we',
+  'wednesday',
+  'week',
+  'well',
+  'went',
+  'were',
+  'what',
+  "what's",
+  'where',
+  'which',
+  'while',
+  'who',
+  'whom',
+  'will',
+  'wish',
+  'with',
+  'within',
+  'without',
+  'wonderful',
+  'would',
+  'year',
+  'yesterday',
+  'you',
+  'your',
+  'yours',
+  'yourself',
+  'yourselves',
+  "you'll",
+  "you're",
+  "you've",
+  'zero',
+]

From 38f79e2b993601bee5c35b8d210920aa8f2f6a64 Mon Sep 17 00:00:00 2001
From: lassejaco <lasse.jacobsen@ethereum.org>
Date: Sat, 26 Oct 2024 17:57:30 +0200
Subject: [PATCH 3/5] fix stringify error

---
 lib/components/ai/overlay.tsx | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/lib/components/ai/overlay.tsx b/lib/components/ai/overlay.tsx
index 2ccc59b8a..0f2c64c96 100644
--- a/lib/components/ai/overlay.tsx
+++ b/lib/components/ai/overlay.tsx
@@ -242,6 +242,7 @@ const DevaBot = ({
       if (recommendationMode) {
         url += "?recommendations=true";
       }
+
       const response = await fetch(url, {
         method: "POST",
         headers: {
@@ -924,7 +925,9 @@ const DevaBot = ({
                             "!bg-[#7D52F4]": query.length > 0,
                           }
                         )}
-                        onClick={onSend}
+                        onClick={() => {
+                          onSend();
+                        }}
                         disabled={executingQuery || query.length === 0}
                       >
                         {executingQuery}

From d44195227e4faf057c83cdcccc71507af4b5c6ed Mon Sep 17 00:00:00 2001
From: wslyvh <wslyvh@users.noreply.github.com>
Date: Sat, 26 Oct 2024 19:56:52 +0200
Subject: [PATCH 4/5] pgstore

---
 devcon-api/package.json                       |  5 +-
 devcon-api/src/app.ts                         | 10 ++-
 devcon-api/src/db/account.prisma              |  8 ++
 .../migration.sql                             | 11 +++
 devcon-api/src/utils/db.ts                    | 38 +++++++++
 devcon-api/yarn.lock                          | 83 ++++++++++++-------
 6 files changed, 121 insertions(+), 34 deletions(-)
 create mode 100644 devcon-api/src/db/migrations/20241026175112_add_session_model/migration.sql
 create mode 100644 devcon-api/src/utils/db.ts

diff --git a/devcon-api/package.json b/devcon-api/package.json
index 8d81ae87c..846d510f9 100644
--- a/devcon-api/package.json
+++ b/devcon-api/package.json
@@ -65,6 +65,7 @@
     "@octokit/rest": "^19.0.7",
     "@prisma/client": "^5.17.0",
     "better-sqlite3": "^11.1.2",
+    "connect-pg-simple": "^10.0.0",
     "cors": "^2.8.5",
     "cross-fetch": "^3.1.5",
     "csv-parser": "^3.0.0",
@@ -81,11 +82,10 @@
     "jose": "^5.9.6",
     "llamaindex": "^0.3.10",
     "markdown-it": "^13.0.1",
-    "memorystore": "^1.6.7",
     "natural": "^7.1.0",
     "nodemailer": "^6.9.13",
     "openai": "^4.55.5",
-    "pg": "^8.12.0",
+    "pg": "^8.13.1",
     "puppeteer": "18.2.1",
     "rate-limiter-flexible": "^5.0.3",
     "remark": "^15.0.1",
@@ -104,6 +104,7 @@
     "@octokit/types": "^9.0.0",
     "@tsconfig/recommended": "^1.0.2",
     "@types/better-sqlite3": "^7.6.11",
+    "@types/connect-pg-simple": "^7.0.3",
     "@types/cors": "^2.8.13",
     "@types/dotenv": "^8.2.0",
     "@types/express": "^4.17.15",
diff --git a/devcon-api/src/app.ts b/devcon-api/src/app.ts
index d81bff896..92f14aaff 100644
--- a/devcon-api/src/app.ts
+++ b/devcon-api/src/app.ts
@@ -10,7 +10,8 @@ import { notFoundHandler } from '@/middleware/notfound'
 import { logHandler } from '@/middleware/log'
 import { router } from './routes'
 import { SERVER_CONFIG, SESSION_CONFIG } from '@/utils/config'
-import createMemoryStore from 'memorystore'
+import pgSession from 'connect-pg-simple'
+import { getDbPool } from './utils/db'
 
 const app = express()
 
@@ -27,15 +28,16 @@ app.use(
   })
 )
 
-const store = createMemoryStore(session)
+const pgSessionStore = pgSession(session)
 const sessionConfig: SessionOptions = {
   name: SESSION_CONFIG.cookieName,
   secret: SESSION_CONFIG.password,
   cookie: {},
   resave: false,
   saveUninitialized: true,
-  store: new store({
-    checkPeriod: 86400000, // prune expired entries every 24h
+  store: new pgSessionStore({
+    pool: getDbPool(),
+    tableName: 'Session',
   }),
 }
 
diff --git a/devcon-api/src/db/account.prisma b/devcon-api/src/db/account.prisma
index fdcf3ab96..fa17af23a 100644
--- a/devcon-api/src/db/account.prisma
+++ b/devcon-api/src/db/account.prisma
@@ -42,6 +42,14 @@ model Account {
   updatedAt DateTime?
 }
 
+model Session {
+  sid    String   @id @db.VarChar
+  sess   Json
+  expire DateTime @db.Timestamp(6)
+
+  @@index([expire], name: "IDX_session_expire")
+}
+
 model rate_limit {
   key    String  @id @db.VarChar(255)
   points Int     @default(0)
diff --git a/devcon-api/src/db/migrations/20241026175112_add_session_model/migration.sql b/devcon-api/src/db/migrations/20241026175112_add_session_model/migration.sql
new file mode 100644
index 000000000..0863c0b21
--- /dev/null
+++ b/devcon-api/src/db/migrations/20241026175112_add_session_model/migration.sql
@@ -0,0 +1,11 @@
+-- CreateTable
+CREATE TABLE "Session" (
+    "sid" VARCHAR NOT NULL,
+    "sess" JSONB NOT NULL,
+    "expire" TIMESTAMP(6) NOT NULL,
+
+    CONSTRAINT "Session_pkey" PRIMARY KEY ("sid")
+);
+
+-- CreateIndex
+CREATE INDEX "IDX_session_expire" ON "Session"("expire");
diff --git a/devcon-api/src/utils/db.ts b/devcon-api/src/utils/db.ts
new file mode 100644
index 000000000..154d92f83
--- /dev/null
+++ b/devcon-api/src/utils/db.ts
@@ -0,0 +1,38 @@
+import { Pool, PoolConfig } from 'pg'
+import { SERVER_CONFIG } from '@/utils/config'
+
+let dbPool: Pool
+
+export const DB_POOL_CONFIG: PoolConfig = {
+  connectionString: SERVER_CONFIG.DB_CONNECTION_STRING,
+  ssl:
+    SERVER_CONFIG.NODE_ENV === 'production'
+      ? true
+      : {
+          rejectUnauthorized: false,
+        },
+  max: 20,
+}
+
+export function getDbPool() {
+  if (!dbPool) {
+    dbPool = new Pool(DB_POOL_CONFIG)
+
+    dbPool.on('error', (err) => {
+      console.error('Unexpected error on idle client', err)
+    })
+  }
+
+  return dbPool
+}
+
+export async function verify() {
+  const pool = getDbPool()
+
+  try {
+    const result = await pool.query('SELECT NOW()')
+    console.log('Db Connection established:', result.rows[0].now)
+  } catch (err) {
+    console.error('Error verifying database connection', err)
+  }
+}
diff --git a/devcon-api/yarn.lock b/devcon-api/yarn.lock
index 4f7527ffe..9ab5710c2 100644
--- a/devcon-api/yarn.lock
+++ b/devcon-api/yarn.lock
@@ -1449,6 +1449,15 @@
     "@types/connect" "*"
     "@types/node" "*"
 
+"@types/connect-pg-simple@^7.0.3":
+  version "7.0.3"
+  resolved "https://registry.yarnpkg.com/@types/connect-pg-simple/-/connect-pg-simple-7.0.3.tgz#05b4bdbccbba333787b01730bacd202f15afa480"
+  integrity sha512-NGCy9WBlW2bw+J/QlLnFZ9WjoGs6tMo3LAut6mY4kK+XHzue//lpNVpAvYRpIwM969vBRAM2Re0izUvV6kt+NA==
+  dependencies:
+    "@types/express" "*"
+    "@types/express-session" "*"
+    "@types/pg" "*"
+
 "@types/connect@*":
   version "3.4.35"
   resolved "https://registry.npmjs.org/@types/connect/-/connect-3.4.35.tgz"
@@ -1503,7 +1512,7 @@
     "@types/qs" "*"
     "@types/range-parser" "*"
 
-"@types/express-session@^1.18.0":
+"@types/express-session@*", "@types/express-session@^1.18.0":
   version "1.18.0"
   resolved "https://registry.yarnpkg.com/@types/express-session/-/express-session-1.18.0.tgz#7c6f25c3604b28d6bc08a2e3929997bbc7672fa2"
   integrity sha512-27JdDRgor6PoYlURY+Y5kCakqp5ulC0kmf7y+QwaY+hv9jEFuQOThgkjyA53RP3jmKuBsH5GR6qEfFmvb8mwOA==
@@ -1671,6 +1680,15 @@
   dependencies:
     "@types/node" "*"
 
+"@types/pg@*":
+  version "8.11.10"
+  resolved "https://registry.yarnpkg.com/@types/pg/-/pg-8.11.10.tgz#b8fb2b2b759d452fe3ec182beadd382563b63291"
+  integrity sha512-LczQUW4dbOQzsH2RQ5qoeJ6qJPdrcM/DcMLoqWQkMLMsq83J5lAX3LXjdkWdpscFy67JSOWDnh7Ny/sPFykmkg==
+  dependencies:
+    "@types/node" "*"
+    pg-protocol "*"
+    pg-types "^4.0.1"
+
 "@types/pg@^8.11.6":
   version "8.11.6"
   resolved "https://registry.yarnpkg.com/@types/pg/-/pg-8.11.6.tgz#a2d0fb0a14b53951a17df5197401569fb9c0c54b"
@@ -2834,6 +2852,13 @@ concat-map@0.0.1:
   resolved "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz"
   integrity sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==
 
+connect-pg-simple@^10.0.0:
+  version "10.0.0"
+  resolved "https://registry.yarnpkg.com/connect-pg-simple/-/connect-pg-simple-10.0.0.tgz#972b08d9fc6a1861c523a6c9166240a24b4bc3ca"
+  integrity sha512-pBGVazlqiMrackzCr0eKhn4LO5trJXsOX0nQoey9wCOayh80MYtThCbq8eoLsjpiWgiok/h+1/uti9/2/Una8A==
+  dependencies:
+    pg "^8.12.0"
+
 console-control-strings@^1.1.0:
   version "1.1.0"
   resolved "https://registry.npmjs.org/console-control-strings/-/console-control-strings-1.1.0.tgz"
@@ -2959,7 +2984,7 @@ debug@2.6.9:
   dependencies:
     ms "2.0.0"
 
-debug@4, debug@4.3.4, debug@^4.1.0, debug@^4.1.1, debug@^4.3.0, debug@^4.3.2, debug@^4.3.3, debug@^4.3.4:
+debug@4, debug@4.3.4, debug@^4.1.0, debug@^4.1.1, debug@^4.3.2, debug@^4.3.3, debug@^4.3.4:
   version "4.3.4"
   resolved "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz"
   integrity sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==
@@ -5313,14 +5338,6 @@ lop@^0.4.1:
     option "~0.2.1"
     underscore "^1.13.1"
 
-lru-cache@^4.0.3:
-  version "4.1.5"
-  resolved "https://registry.yarnpkg.com/lru-cache/-/lru-cache-4.1.5.tgz#8bbe50ea85bed59bc9e33dcab8235ee9bcf443cd"
-  integrity sha512-sWZlbEP2OsHNkXrMl5GYk/jKk70MBng6UU4YI/qGDYbgf6YbP4EvmqISbXCoJiRKs+1bSpFHVgQxvJ17F2li5g==
-  dependencies:
-    pseudomap "^1.0.2"
-    yallist "^2.1.2"
-
 lru-cache@^5.1.1:
   version "5.1.1"
   resolved "https://registry.npmjs.org/lru-cache/-/lru-cache-5.1.1.tgz"
@@ -5544,14 +5561,6 @@ memory-pager@^1.0.2:
   resolved "https://registry.yarnpkg.com/memory-pager/-/memory-pager-1.5.0.tgz#d8751655d22d384682741c972f2c3d6dfa3e66b5"
   integrity sha512-ZS4Bp4r/Zoeq6+NLJpP+0Zzm0pR8whtGPf1XExKLJBAczGMnSi3It14OiNCStjQjM6NU1okjQGSxgEZN8eBYKg==
 
-memorystore@^1.6.7:
-  version "1.6.7"
-  resolved "https://registry.yarnpkg.com/memorystore/-/memorystore-1.6.7.tgz#78f9b1c2b06949abfb4f85ec71f558ec4265e63d"
-  integrity sha512-OZnmNY/NDrKohPQ+hxp0muBcBKrzKNtHr55DbqSx9hLsYVNnomSAMRAtI7R64t3gf3ID7tHQA7mG4oL3Hu9hdw==
-  dependencies:
-    debug "^4.3.0"
-    lru-cache "^4.0.3"
-
 merge-descriptors@1.0.1:
   version "1.0.1"
   resolved "https://registry.npmjs.org/merge-descriptors/-/merge-descriptors-1.0.1.tgz"
@@ -6596,6 +6605,11 @@ pg-connection-string@^2.6.4:
   resolved "https://registry.yarnpkg.com/pg-connection-string/-/pg-connection-string-2.6.4.tgz#f543862adfa49fa4e14bc8a8892d2a84d754246d"
   integrity sha512-v+Z7W/0EO707aNMaAEfiGnGL9sxxumwLl2fJvCQtMn9Fxsg+lPpPkdcyBSv/KFgpGdYkMfn+EI1Or2EHjpgLCA==
 
+pg-connection-string@^2.7.0:
+  version "2.7.0"
+  resolved "https://registry.yarnpkg.com/pg-connection-string/-/pg-connection-string-2.7.0.tgz#f1d3489e427c62ece022dba98d5262efcb168b37"
+  integrity sha512-PI2W9mv53rXJQEOb8xNR8lH7Hr+EKa6oJa38zsK0S/ky2er16ios1wLKhZyxzD7jUReiWokc9WK5nxSnC7W1TA==
+
 pg-int8@1.0.1:
   version "1.0.1"
   resolved "https://registry.yarnpkg.com/pg-int8/-/pg-int8-1.0.1.tgz#943bd463bf5b71b4170115f80f8efc9a0c0eb78c"
@@ -6611,11 +6625,21 @@ pg-pool@^3.6.2:
   resolved "https://registry.yarnpkg.com/pg-pool/-/pg-pool-3.6.2.tgz#3a592370b8ae3f02a7c8130d245bc02fa2c5f3f2"
   integrity sha512-Htjbg8BlwXqSBQ9V8Vjtc+vzf/6fVUuak/3/XXKA9oxZprwW3IMDQTGHP+KDmVL7rtd+R1QjbnCFPuTHm3G4hg==
 
+pg-pool@^3.7.0:
+  version "3.7.0"
+  resolved "https://registry.yarnpkg.com/pg-pool/-/pg-pool-3.7.0.tgz#d4d3c7ad640f8c6a2245adc369bafde4ebb8cbec"
+  integrity sha512-ZOBQForurqh4zZWjrgSwwAtzJ7QiRX0ovFkZr2klsen3Nm0aoh33Ls0fzfv3imeH/nw/O27cjdz5kzYJfeGp/g==
+
 pg-protocol@*, pg-protocol@^1.6.1:
   version "1.6.1"
   resolved "https://registry.yarnpkg.com/pg-protocol/-/pg-protocol-1.6.1.tgz#21333e6d83b01faaebfe7a33a7ad6bfd9ed38cb3"
   integrity sha512-jPIlvgoD63hrEuihvIg+tJhoGjUsLPn6poJY9N5CnlPd91c2T18T/9zBtLxZSb1EhYxBRoZJtzScCaWlYLtktg==
 
+pg-protocol@^1.7.0:
+  version "1.7.0"
+  resolved "https://registry.yarnpkg.com/pg-protocol/-/pg-protocol-1.7.0.tgz#ec037c87c20515372692edac8b63cf4405448a93"
+  integrity sha512-hTK/mE36i8fDDhgDFjy6xNOG+LCorxLG3WO17tku+ij6sVHXh1jQUJ8hYAnRhNla4QVD2H8er/FOjc/+EgC6yQ==
+
 pg-types@^2.1.0:
   version "2.2.0"
   resolved "https://registry.yarnpkg.com/pg-types/-/pg-types-2.2.0.tgz#2d0250d636454f7cfa3b6ae0382fdfa8063254a3"
@@ -6653,6 +6677,19 @@ pg@^8.11.3, pg@^8.11.5, pg@^8.12.0:
   optionalDependencies:
     pg-cloudflare "^1.1.1"
 
+pg@^8.13.1:
+  version "8.13.1"
+  resolved "https://registry.yarnpkg.com/pg/-/pg-8.13.1.tgz#6498d8b0a87ff76c2df7a32160309d3168c0c080"
+  integrity sha512-OUir1A0rPNZlX//c7ksiu7crsGZTKSOXJPgtNiHGIlC9H0lO+NC6ZDYksSgBYY/thSWhnSRBv8w1lieNNGATNQ==
+  dependencies:
+    pg-connection-string "^2.7.0"
+    pg-pool "^3.7.0"
+    pg-protocol "^1.7.0"
+    pg-types "^2.1.0"
+    pgpass "1.x"
+  optionalDependencies:
+    pg-cloudflare "^1.1.1"
+
 pgpass@1.x:
   version "1.0.5"
   resolved "https://registry.yarnpkg.com/pgpass/-/pgpass-1.0.5.tgz#9b873e4a564bb10fa7a7dbd55312728d422a223d"
@@ -6920,11 +6957,6 @@ proxy-from-env@1.1.0, proxy-from-env@^1.1.0:
   resolved "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-1.1.0.tgz"
   integrity sha512-D+zkORCbA9f1tdWRK0RaCR3GPv50cMxcrz4X8k5LTSUD1Dkw47mKJEZQNunItRTkWwgtaUSo1RVFRIG9ZXiFYg==
 
-pseudomap@^1.0.2:
-  version "1.0.2"
-  resolved "https://registry.yarnpkg.com/pseudomap/-/pseudomap-1.0.2.tgz#f052a28da70e618917ef0a8ac34c1ae5a68286b3"
-  integrity sha512-b/YwNhb8lk1Zz2+bXXpS/LK9OisiZZ1SNsSLxN1x2OXVEhW2Ckr/7mWE5vrC1ZTiJlD9g19jWszTmJsB+oEpFQ==
-
 psl@^1.1.33:
   version "1.9.0"
   resolved "https://registry.yarnpkg.com/psl/-/psl-1.9.0.tgz#d0df2a137f00794565fcaf3b2c00cd09f8d5a5a7"
@@ -8716,11 +8748,6 @@ yallist@4.0.0, yallist@^4.0.0:
   resolved "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz"
   integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==
 
-yallist@^2.1.2:
-  version "2.1.2"
-  resolved "https://registry.yarnpkg.com/yallist/-/yallist-2.1.2.tgz#1c11f9218f076089a47dd512f93c6699a6a81d52"
-  integrity sha512-ncTzHV7NvsQZkYe1DW7cbDLm0YpzHmZF5r/iyP3ZnQtMiJ+pjzisCiMNI+Sj+xQF5pXhSHxSB3uDbsBTzY/c2A==
-
 yallist@^3.0.2:
   version "3.1.1"
   resolved "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz"

From 08cf246703fa6efb823ec91ff28dec64b13f40be Mon Sep 17 00:00:00 2001
From: lassejaco <lasse.jacobsen@ethereum.org>
Date: Sat, 26 Oct 2024 20:10:42 +0200
Subject: [PATCH 5/5] mobile polish

---
 .../domain/app/dc7/sessions/index.tsx         | 12 ++---
 .../domain/app/dc7/speakers/index.tsx         | 10 ++--
 devcon-app/src/pages/login/index.module.scss  |  6 ++-
 devcon-app/src/pages/login/index.tsx          | 53 ++++++++++---------
 lib/components/pop-up/PopUp.tsx               |  2 +-
 5 files changed, 46 insertions(+), 37 deletions(-)

diff --git a/devcon-app/src/components/domain/app/dc7/sessions/index.tsx b/devcon-app/src/components/domain/app/dc7/sessions/index.tsx
index 5904f04a4..d648b754a 100644
--- a/devcon-app/src/components/domain/app/dc7/sessions/index.tsx
+++ b/devcon-app/src/components/domain/app/dc7/sessions/index.tsx
@@ -230,7 +230,7 @@ export const SessionCard = ({ session, className }: { session: SessionType; clas
         setDevaBotVisible(false)
       }}
     >
-      <div className="flex justify-between min-h-[100px]">
+      <div className="flex justify-between min-h-[100px] h-full">
         <div
           className={cn(
             'basis-[100px] shrink-0 flex rounded-tr-none rounded-br-none items-center justify-center relative overflow-hidden',
@@ -746,12 +746,12 @@ export const SessionLayout = ({ sessions, event }: { sessions: SessionType[] | n
   if (!sessions || sessions.length === 0) return null
 
   return (
-    <motion.div
+    <div
       data-type="speaker-layout"
       className={cn('flex flex-row lg:gap-3 relative')}
-      initial={{ opacity: 0 }}
-      animate={{ opacity: 1 }}
-      transition={{ duration: 1 }}
+      // initial={{ opacity: 0 }}
+      // animate={{ opacity: 1 }}
+      // transition={{ duration: 1 }}
     >
       <div className={cn('basis-[60%] grow')}>
         {' '}
@@ -786,6 +786,6 @@ export const SessionLayout = ({ sessions, event }: { sessions: SessionType[] | n
           <SessionView session={selectedSession} />
         </div>
       )}
-    </motion.div>
+    </div>
   )
 }
diff --git a/devcon-app/src/components/domain/app/dc7/speakers/index.tsx b/devcon-app/src/components/domain/app/dc7/speakers/index.tsx
index 6931a1da9..8ce2e1501 100644
--- a/devcon-app/src/components/domain/app/dc7/speakers/index.tsx
+++ b/devcon-app/src/components/domain/app/dc7/speakers/index.tsx
@@ -517,12 +517,12 @@ export const SpeakerLayout = ({ speakers }: { speakers: SpeakerType[] | null })
   if (!speakers) return null
 
   return (
-    <motion.div
+    <div
       data-type="speaker-layout"
       className={cn('flex flex-row lg:gap-3 relative')}
-      initial={{ opacity: 0 }}
-      animate={{ opacity: 1 }}
-      transition={{ duration: 1 }}
+      // initial={{ opacity: 0 }}
+      // animate={{ opacity: 1 }}
+      // transition={{ duration: 1 }}
     >
       <div className={cn('basis-[60%] grow', selectedSpeaker ? 'hiddenz lg:blockz' : '')}>
         <SpeakerList speakers={speakers} />
@@ -545,6 +545,6 @@ export const SpeakerLayout = ({ speakers }: { speakers: SpeakerType[] | null })
           <SpeakerView speaker={selectedSpeaker} />
         </div>
       )}
-    </motion.div>
+    </div>
   )
 }
diff --git a/devcon-app/src/pages/login/index.module.scss b/devcon-app/src/pages/login/index.module.scss
index b3cfb6443..aa0a36b8a 100644
--- a/devcon-app/src/pages/login/index.module.scss
+++ b/devcon-app/src/pages/login/index.module.scss
@@ -37,4 +37,8 @@
     // // background: yellow;
     // mix-blend-mode: overlay;
   }
-}
\ No newline at end of file
+}
+
+.login-container {
+  // height: calc(100vh - max(0px, env(safe-area-inset-top)) - max(0px, env(safe-area-inset-bottom)));
+}
diff --git a/devcon-app/src/pages/login/index.tsx b/devcon-app/src/pages/login/index.tsx
index 09d6ffb80..8ae95be85 100644
--- a/devcon-app/src/pages/login/index.tsx
+++ b/devcon-app/src/pages/login/index.tsx
@@ -277,14 +277,14 @@ const TrustModels = (props: any) => {
               To get the full utility out of the Devcon Passport it is recommended to connect your wallet.
             </p>
             <WalletLoginButton />
-
-            <p
-              className="text-sm mt-4  text-underline text-center cursor-pointer font-semibold"
-              onClick={props.skipLogin}
-            >
-              Skip to Dashboard
-            </p>
           </div>
+
+          <p
+            className="text-sm mt-4  text-underline text-center cursor-pointer font-semibold"
+            onClick={props.skipLogin}
+          >
+            Skip to Dashboard
+          </p>
         </>
       )}
 
@@ -323,7 +323,7 @@ const TrustModels = (props: any) => {
       )}
 
       <div>
-        <p className="text-[#939393] mt-12 text-xs">
+        <p className="text-[#939393] mt-4 lg:mt-12 text-xs">
           Devcon facilitates complete ownership over your data, while allowing you to access web3 interactivity through
           our application if you choose to.
         </p>
@@ -357,21 +357,21 @@ const Login = (props: any) => {
 const Index = (props: any) => {
   const router = useRouter()
   // Safari/iOS is just terrible...
-  // useEffect(() => {
-  //   const setVhAndBackground = () => {
-  //     const vh = window.innerHeight * 0.01
-  //     document.documentElement.style.setProperty('--vh', `${vh}px`)
-  //     document.documentElement.style.backgroundColor = 'black'
-  //   }
-
-  //   setVhAndBackground()
-  //   window.addEventListener('resize', setVhAndBackground)
-
-  //   return () => {
-  //     window.removeEventListener('resize', setVhAndBackground)
-  //     document.documentElement.style.removeProperty('background-color')
-  //   }
-  // }, [])
+  useEffect(() => {
+    const setVhAndBackground = () => {
+      const vh = window.innerHeight * 0.01
+      document.documentElement.style.setProperty('--vh', `${vh}px`)
+      document.documentElement.style.backgroundColor = 'black'
+    }
+
+    setVhAndBackground()
+    window.addEventListener('resize', setVhAndBackground)
+
+    return () => {
+      window.removeEventListener('resize', setVhAndBackground)
+      document.documentElement.style.removeProperty('background-color')
+    }
+  }, [])
 
   // Only redirect to login the first time the user visits the site
   useEffect(() => {
@@ -387,7 +387,12 @@ const Index = (props: any) => {
   return (
     <div className="text-base bg-white">
       {/* <SEO title="Passport Login" /> */}
-      <div className="flex flex-row lg:p-2 w-full relative 2xl:justify-center 2xl:items-center h-[100vh]">
+      <div
+        className={cn(
+          'flex flex-row lg:p-2 w-full 2xl:justify-center 2xl:items-center fixed inset-0 overflow-hidden',
+          css['login-container']
+        )}
+      >
         <div className="hidden lg:block shrink-0 lg:shrink relative px-16">
           <Login skipLogin={skipLogin} />
         </div>
diff --git a/lib/components/pop-up/PopUp.tsx b/lib/components/pop-up/PopUp.tsx
index e099c401f..beed38f99 100644
--- a/lib/components/pop-up/PopUp.tsx
+++ b/lib/components/pop-up/PopUp.tsx
@@ -107,7 +107,7 @@ export const Popup = ({
                 Back to Overview
               </Button>
             </div>
-            <div className="max-w-[500px] min-w-[300px] w-screen  max-h-[calc(90vh)] overflow-auto px-4 pb-24 p-4 lg:pb-4 no-scrollbar">
+            <div className="max-w-[500px] min-w-[300px] w-screen  max-h-[80vh] overflow-auto px-4 p-4 pb-24 lg:pb-4 no-scrollbar">
               {children}
             </div>
           </motion.div>