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Abstract

LDC Labs is not just building for Web3. We are architecting the operating system for a new social and economic paradigm. Our mission is to build the Social Turing Machine: a decentralized, intelligent, and trustworthy information network that translates human language into verifiable, autonomous execution.

We believe the next great leap in digital civilization will emerge from the radical synthesis of three foundational forces: the semantic precision of knowledge graphs, the verifiable trust of decentralized networks, and the intuitive power of large language models. Our work is dedicated to engineering the open protocols and infrastructure that will enable this future.

Our Thesis: The Three-Pole Convergence

The promise of Web3 has stalled, limited by poor user experience and a lack of real-world semantic understanding. The power of AI remains caged, its black-box reasoning lacking the trust and verifiability required for societal-scale applications.

LDC Labs' core thesis is that the breakthrough lies in their fusion. We are building the infrastructure that unifies these three critical poles:

1. 🏛️ The Semantic Layer: Language as Verifiable Logic

To build a trustworthy world, machines must understand meaning with precision. This layer provides an explicit, symbolic representation of knowledge, making it composable, auditable, and governable. It transforms ambiguous language into a universal substrate of verifiable facts and rules.

  • Our Contribution: KIP (Knowledge Interaction Protocol) provides the standard for this layer, enabling AI to build and reason over an evolving, graph-based memory.

2. 🔗 The Decentralized Trust Layer: Execution as Immutable Truth

Every action, transaction, and state change must be verifiable and tamper-proof. This layer provides the cryptographic foundation for sovereign identity, secure execution, and auditable history, creating a system where trust is an emergent property of the architecture, not a reliance on intermediaries.

  • Our Contribution: The Anda Framework, built on the Internet Computer (ICP) and Trusted Execution Environments (TEE), anchors agent identity and execution to a decentralized, globally consistent ledger.

3. 🧠 The Intelligent Experience Layer: Interaction as Seamless Dialogue

The full power of this new web must be accessible to everyone through natural, intuitive interaction. This layer leverages Large Language Models (LLMs) as the ultimate interface, translating human intent into precise, structured commands for the underlying layers.

  • Our Contribution: Anda App and the broader Anda Ecosystem are designed to provide a fluid, human-centric experience, hiding the complexity of the underlying protocols.

Our Vision: A Thriving Web3 Society

By weaving these three layers together, we enable the "Social Turing Machine"—an autonomous, self-organizing network that can manage complex societal functions with unprecedented transparency, efficiency, and fairness. This is a future where contracts execute themselves, organizations run on verifiable logic, and AI agents collaborate to create inclusive, emergent value.

This is the authentic and thriving Web3 society we are building.

Join us in architecting the future.

Pinned Loading

  1. KIP KIP Public

    🧬 KIP is a Knowledge-memory Interaction Protocol designed for LLMs, aiming to build a sustainable learning and self-evolving memory system for AI Agents.

    19 2

  2. anda anda Public

    🤖 An AI agent framework built with Rust, powered by ICP and TEEs.

    Rust 378 44

  3. anda-db anda-db Public

    🗄 A Rust library designed as a specialized database for AI Agents, focusing on knowledge memory.

    Rust 11 1

  4. anda-cloud anda-cloud Public

    ☁️ A decentralized AI Agent infrastructure built on ICP and TEE.

    Rust 2

  5. ic-tee ic-tee Public

    🔐 Make Trusted Execution Environments (TEEs) work with the Internet Computer.

    Rust 15

  6. ic-oss ic-oss Public

    🗂 A decentralized Object Storage Service on the Internet Computer

    Rust 31 1

Repositories

Showing 10 of 64 repositories
  • .github Public
    ldclabs/.github’s past year of commit activity
    0 0 0 0 Updated Sep 12, 2025
  • ic-panda Public

    🐼 A decentralized Panda meme brand built on the Internet Computer.

    ldclabs/ic-panda’s past year of commit activity
    Svelte 59 BSD-2-Clause 4 0 0 Updated Sep 12, 2025
  • anda-cloud Public

    ☁️ A decentralized AI Agent infrastructure built on ICP and TEE.

    ldclabs/anda-cloud’s past year of commit activity
    Rust 2 MIT 0 0 0 Updated Sep 11, 2025
  • anda-app Public

    Anda AI agents client app

    ldclabs/anda-app’s past year of commit activity
    Svelte 4 MIT 0 0 0 Updated Sep 9, 2025
  • anda Public

    🤖 An AI agent framework built with Rust, powered by ICP and TEEs.

    ldclabs/anda’s past year of commit activity
    Rust 378 Apache-2.0 44 0 0 Updated Sep 9, 2025
  • anda-db Public

    🗄 A Rust library designed as a specialized database for AI Agents, focusing on knowledge memory.

    ldclabs/anda-db’s past year of commit activity
    Rust 11 MIT 1 0 0 Updated Sep 9, 2025
  • ic-oss Public

    🗂 A decentralized Object Storage Service on the Internet Computer

    ldclabs/ic-oss’s past year of commit activity
    Rust 31 Apache-2.0 1 0 0 Updated Sep 4, 2025
  • ic-auth Public

    🔏 The Internet Computer identity based web authentication.

    ldclabs/ic-auth’s past year of commit activity
    Rust 1 MIT 0 0 0 Updated Sep 4, 2025
  • KIP Public

    🧬 KIP is a Knowledge-memory Interaction Protocol designed for LLMs, aiming to build a sustainable learning and self-evolving memory system for AI Agents.

    ldclabs/KIP’s past year of commit activity
    19 Apache-2.0 2 5 0 Updated Aug 27, 2025
  • tantivy-jieba Public Forked from jiegec/tantivy-jieba

    An adapter that bridges between tantivy and jieba-rs.

    ldclabs/tantivy-jieba’s past year of commit activity
    Rust 0 MIT 15 0 0 Updated Aug 26, 2025