diff --git a/.gitignore b/.gitignore
index 12581d52..c5357631 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,6 +19,7 @@ dist-test/
 /emsdk*
 /lib-*
 node_modules/
+/packages/llama/docs
 /rust
 /third-party
 /src-ts/*.wasm.ts
diff --git a/package-lock.json b/package-lock.json
index 4b4d4737..fdf80498 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -12,22 +12,22 @@
         "packages/*"
       ],
       "devDependencies": {
-        "@eslint/js": "9.9.0",
-        "@hpcc-js/esbuild-plugins": "1.1.0",
+        "@eslint/js": "9.9.1",
+        "@hpcc-js/esbuild-plugins": "1.1.2",
         "@istanbuljs/nyc-config-typescript": "1.0.2",
-        "@types/chai": "4.3.17",
+        "@types/chai": "4.3.19",
         "@types/emscripten": "1.39.13",
         "@types/mocha": "10.0.7",
-        "@types/node": "22.2.0",
+        "@types/node": "22.5.1",
         "@types/yargs": "17.0.33",
-        "@typescript-eslint/eslint-plugin": "8.1.0",
-        "@typescript-eslint/parser": "8.1.0",
+        "@typescript-eslint/eslint-plugin": "8.3.0",
+        "@typescript-eslint/parser": "8.3.0",
         "assemblyscript": "0.27.29",
         "c8": "10.1.2",
         "chai": "5.1.1",
         "chokidar-cli": "^3.0.0",
         "coveralls": "3.1.1",
-        "eslint": "9.9.0",
+        "eslint": "9.9.1",
         "globals": "15.9.0",
         "karma": "6.4.4",
         "karma-chai": "0.1.0",
@@ -43,12 +43,12 @@
         "release-please": "16.12.0",
         "rimraf": "6.0.1",
         "run-script-os": "1.1.6",
-        "tslib": "2.6.3",
-        "typedoc": "0.26.5",
-        "typedoc-plugin-markdown": "4.2.4",
+        "tslib": "2.7.0",
+        "typedoc": "0.26.6",
+        "typedoc-plugin-markdown": "4.2.6",
         "typescript": "5.5.4",
-        "typescript-eslint": "8.1.0",
-        "vitepress": "1.3.2"
+        "typescript-eslint": "8.3.0",
+        "vitepress": "1.3.4"
       }
     },
     "node_modules/@75lb/deep-merge": {
@@ -875,9 +875,9 @@
       }
     },
     "node_modules/@duckdb/duckdb-wasm": {
-      "version": "1.28.1-dev106.0",
-      "resolved": "https://registry.npmjs.org/@duckdb/duckdb-wasm/-/duckdb-wasm-1.28.1-dev106.0.tgz",
-      "integrity": "sha512-HcA9q/Yq1t8nAIg2rl8DmOTjKy1tAHSdBGHlCcWAm5StsfAjcm+f0STBEH3hmWPk0qEtOJF30OR+GfeyUOP+hA==",
+      "version": "1.28.1-dev99.0",
+      "resolved": "https://registry.npmjs.org/@duckdb/duckdb-wasm/-/duckdb-wasm-1.28.1-dev99.0.tgz",
+      "integrity": "sha512-EgIRjUFAos4oT4QeFLK6g7IDPWFWu8dP/mj2/b0pyiN5dDL+xxKW2KyLbeAs26L6Y6yeYy0O4OJSezFOqTbOmg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -1333,9 +1333,9 @@
       }
     },
     "node_modules/@eslint/config-array": {
-      "version": "0.17.1",
-      "resolved": "https://registry.npmjs.org/@eslint/config-array/-/config-array-0.17.1.tgz",
-      "integrity": "sha512-BlYOpej8AQ8Ev9xVqroV7a02JK3SkBAaN9GfMMH9W6Ch8FlQlkjGw4Ir7+FgYwfirivAf4t+GtzuAxqfukmISA==",
+      "version": "0.18.0",
+      "resolved": "https://registry.npmjs.org/@eslint/config-array/-/config-array-0.18.0.tgz",
+      "integrity": "sha512-fTxvnS1sRMu3+JjXwJG0j/i4RT9u4qJ+lqS/yCGap4lH4zZGzQ7tu+xZqQmcMZq5OBZDL4QRxQzRjkWcGt8IVw==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
@@ -1453,9 +1453,9 @@
       }
     },
     "node_modules/@eslint/js": {
-      "version": "9.9.0",
-      "resolved": "https://registry.npmjs.org/@eslint/js/-/js-9.9.0.tgz",
-      "integrity": "sha512-hhetes6ZHP3BlXLxmd8K2SNgkhNSi+UcecbnwWKwpP7kyi/uC75DJ1lOOBO3xrC4jyojtGE3YxKZPHfk4yrgug==",
+      "version": "9.9.1",
+      "resolved": "https://registry.npmjs.org/@eslint/js/-/js-9.9.1.tgz",
+      "integrity": "sha512-xIDQRsfg5hNBqHz04H1R3scSVwmI+KUbqjsQKHKQ1DAUSaUjYPReZZmS/5PNiKu1fUvzDd6H7DEDKACSEhu+TQ==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -1508,16 +1508,15 @@
       "license": "BSD-3-Clause"
     },
     "node_modules/@hpcc-js/esbuild-plugins": {
-      "version": "1.1.0",
-      "resolved": "https://registry.npmjs.org/@hpcc-js/esbuild-plugins/-/esbuild-plugins-1.1.0.tgz",
-      "integrity": "sha512-GjzHpq7dANSJUUQT9JIBNN1f/hKaIjHfp6PQG6GQt3csTmiHt/q2daFB479taPbLwfR43O5TAeZmqCVQRBuk6g==",
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@hpcc-js/esbuild-plugins/-/esbuild-plugins-1.1.2.tgz",
+      "integrity": "sha512-M4RaTZJQDNltgSLfeGWh0Y+XO8wwn7Z4oMWy4LGNQ8otABB99jyNt9GilaAPt6DF5pDIGMxV/gp/VrcFvFJ2zA==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
         "@hpcc-js/wasm-base91": "1.0.1",
         "@hpcc-js/wasm-zstd": "1.0.1",
-        "fzstd": "0.1.1",
-        "yargs": "17.7.2"
+        "fzstd": "0.1.1"
       }
     },
     "node_modules/@hpcc-js/esbuild-plugins/node_modules/@hpcc-js/wasm-base91": {
@@ -1915,6 +1914,660 @@
         "node": ">= 14.0.0"
       }
     },
+    "node_modules/@langchain/community": {
+      "version": "0.2.31",
+      "resolved": "https://registry.npmjs.org/@langchain/community/-/community-0.2.31.tgz",
+      "integrity": "sha512-UayfsFyxHBLGnc9nODLupC46lvTMssYkfmFalMKqWAWQLWPEKOcDriy8Dg8+0MBME/y7SzqlCniEeEvml16hog==",
+      "license": "MIT",
+      "dependencies": {
+        "@langchain/core": ">=0.2.21 <0.3.0",
+        "@langchain/openai": ">=0.2.0 <0.3.0",
+        "binary-extensions": "^2.2.0",
+        "expr-eval": "^2.0.2",
+        "flat": "^5.0.2",
+        "js-yaml": "^4.1.0",
+        "langchain": "~0.2.3",
+        "langsmith": "~0.1.30",
+        "uuid": "^10.0.0",
+        "zod": "^3.22.3",
+        "zod-to-json-schema": "^3.22.5"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@aws-crypto/sha256-js": "^5.0.0",
+        "@aws-sdk/client-bedrock-agent-runtime": "^3.583.0",
+        "@aws-sdk/client-bedrock-runtime": "^3.422.0",
+        "@aws-sdk/client-dynamodb": "^3.310.0",
+        "@aws-sdk/client-kendra": "^3.352.0",
+        "@aws-sdk/client-lambda": "^3.310.0",
+        "@aws-sdk/client-s3": "^3.310.0",
+        "@aws-sdk/client-sagemaker-runtime": "^3.310.0",
+        "@aws-sdk/client-sfn": "^3.310.0",
+        "@aws-sdk/credential-provider-node": "^3.388.0",
+        "@azure/search-documents": "^12.0.0",
+        "@azure/storage-blob": "^12.15.0",
+        "@browserbasehq/sdk": "*",
+        "@clickhouse/client": "^0.2.5",
+        "@cloudflare/ai": "*",
+        "@datastax/astra-db-ts": "^1.0.0",
+        "@elastic/elasticsearch": "^8.4.0",
+        "@getmetal/metal-sdk": "*",
+        "@getzep/zep-cloud": "^1.0.6",
+        "@getzep/zep-js": "^0.9.0",
+        "@gomomento/sdk": "^1.51.1",
+        "@gomomento/sdk-core": "^1.51.1",
+        "@google-ai/generativelanguage": "*",
+        "@google-cloud/storage": "^6.10.1 || ^7.7.0",
+        "@gradientai/nodejs-sdk": "^1.2.0",
+        "@huggingface/inference": "^2.6.4",
+        "@langchain/langgraph": "*",
+        "@layerup/layerup-security": "^1.5.12",
+        "@mendable/firecrawl-js": "^0.0.13",
+        "@mlc-ai/web-llm": "0.2.46",
+        "@mozilla/readability": "*",
+        "@neondatabase/serverless": "*",
+        "@notionhq/client": "^2.2.10",
+        "@opensearch-project/opensearch": "*",
+        "@pinecone-database/pinecone": "*",
+        "@planetscale/database": "^1.8.0",
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+        "@qdrant/js-client-rest": "^1.8.2",
+        "@raycast/api": "^1.55.2",
+        "@rockset/client": "^0.9.1",
+        "@smithy/eventstream-codec": "^2.0.5",
+        "@smithy/protocol-http": "^3.0.6",
+        "@smithy/signature-v4": "^2.0.10",
+        "@smithy/util-utf8": "^2.0.0",
+        "@spider-cloud/spider-client": "^0.0.21",
+        "@supabase/supabase-js": "^2.45.0",
+        "@tensorflow-models/universal-sentence-encoder": "*",
+        "@tensorflow/tfjs-converter": "*",
+        "@tensorflow/tfjs-core": "*",
+        "@upstash/ratelimit": "^1.1.3",
+        "@upstash/redis": "^1.20.6",
+        "@upstash/vector": "^1.1.1",
+        "@vercel/kv": "^0.2.3",
+        "@vercel/postgres": "^0.5.0",
+        "@writerai/writer-sdk": "^0.40.2",
+        "@xata.io/client": "^0.28.0",
+        "@xenova/transformers": "^2.17.2",
+        "@zilliz/milvus2-sdk-node": ">=2.3.5",
+        "apify-client": "^2.7.1",
+        "assemblyai": "^4.6.0",
+        "better-sqlite3": ">=9.4.0 <12.0.0",
+        "cassandra-driver": "^4.7.2",
+        "cborg": "^4.1.1",
+        "cheerio": "^1.0.0-rc.12",
+        "chromadb": "*",
+        "closevector-common": "0.1.3",
+        "closevector-node": "0.1.6",
+        "closevector-web": "0.1.6",
+        "cohere-ai": "*",
+        "convex": "^1.3.1",
+        "couchbase": "^4.3.0",
+        "crypto-js": "^4.2.0",
+        "d3-dsv": "^2.0.0",
+        "discord.js": "^14.14.1",
+        "dria": "^0.0.3",
+        "duck-duck-scrape": "^2.2.5",
+        "epub2": "^3.0.1",
+        "faiss-node": "^0.5.1",
+        "firebase-admin": "^11.9.0 || ^12.0.0",
+        "google-auth-library": "*",
+        "googleapis": "*",
+        "hnswlib-node": "^3.0.0",
+        "html-to-text": "^9.0.5",
+        "ignore": "^5.2.0",
+        "interface-datastore": "^8.2.11",
+        "ioredis": "^5.3.2",
+        "it-all": "^3.0.4",
+        "jsdom": "*",
+        "jsonwebtoken": "^9.0.2",
+        "llmonitor": "^0.5.9",
+        "lodash": "^4.17.21",
+        "lunary": "^0.7.10",
+        "mammoth": "^1.6.0",
+        "mongodb": ">=5.2.0",
+        "mysql2": "^3.9.8",
+        "neo4j-driver": "*",
+        "node-llama-cpp": "*",
+        "notion-to-md": "^3.1.0",
+        "officeparser": "^4.0.4",
+        "pdf-parse": "1.1.1",
+        "pg": "^8.11.0",
+        "pg-copy-streams": "^6.0.5",
+        "pickleparser": "^0.2.1",
+        "playwright": "^1.32.1",
+        "portkey-ai": "^0.1.11",
+        "puppeteer": "*",
+        "redis": "*",
+        "replicate": "^0.29.4",
+        "sonix-speech-recognition": "^2.1.1",
+        "srt-parser-2": "^1.2.3",
+        "typeorm": "^0.3.20",
+        "typesense": "^1.5.3",
+        "usearch": "^1.1.1",
+        "vectordb": "^0.1.4",
+        "voy-search": "0.6.2",
+        "weaviate-ts-client": "*",
+        "web-auth-library": "^1.0.3",
+        "ws": "^8.14.2",
+        "youtube-transcript": "^1.0.6",
+        "youtubei.js": "^9.1.0"
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+        "@aws-crypto/sha256-js": {
+          "optional": true
+        },
+        "@aws-sdk/client-bedrock-agent-runtime": {
+          "optional": true
+        },
+        "@aws-sdk/client-bedrock-runtime": {
+          "optional": true
+        },
+        "@aws-sdk/client-dynamodb": {
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+        },
+        "@aws-sdk/client-kendra": {
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+        },
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+          "optional": true
+        },
+        "@aws-sdk/client-sagemaker-runtime": {
+          "optional": true
+        },
+        "@aws-sdk/client-sfn": {
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+        },
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+        },
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+        },
+        "@browserbasehq/sdk": {
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+        "@clickhouse/client": {
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+          "optional": true
+        },
+        "@datastax/astra-db-ts": {
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+        },
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+          "optional": true
+        },
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+          "optional": true
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+          "optional": true
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+        "@gomomento/sdk": {
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+        "@gomomento/sdk-core": {
+          "optional": true
+        },
+        "@google-ai/generativelanguage": {
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+        "@google-cloud/storage": {
+          "optional": true
+        },
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+        "@huggingface/inference": {
+          "optional": true
+        },
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+          "optional": true
+        },
+        "@layerup/layerup-security": {
+          "optional": true
+        },
+        "@mendable/firecrawl-js": {
+          "optional": true
+        },
+        "@mlc-ai/web-llm": {
+          "optional": true
+        },
+        "@mozilla/readability": {
+          "optional": true
+        },
+        "@neondatabase/serverless": {
+          "optional": true
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+        "@notionhq/client": {
+          "optional": true
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+          "optional": true
+        },
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+          "optional": true
+        },
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+          "optional": true
+        },
+        "@premai/prem-sdk": {
+          "optional": true
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+        "@qdrant/js-client-rest": {
+          "optional": true
+        },
+        "@raycast/api": {
+          "optional": true
+        },
+        "@rockset/client": {
+          "optional": true
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+        "@smithy/eventstream-codec": {
+          "optional": true
+        },
+        "@smithy/protocol-http": {
+          "optional": true
+        },
+        "@smithy/signature-v4": {
+          "optional": true
+        },
+        "@smithy/util-utf8": {
+          "optional": true
+        },
+        "@spider-cloud/spider-client": {
+          "optional": true
+        },
+        "@supabase/supabase-js": {
+          "optional": true
+        },
+        "@tensorflow-models/universal-sentence-encoder": {
+          "optional": true
+        },
+        "@tensorflow/tfjs-converter": {
+          "optional": true
+        },
+        "@tensorflow/tfjs-core": {
+          "optional": true
+        },
+        "@upstash/ratelimit": {
+          "optional": true
+        },
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+        },
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+        },
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+        "couchbase": {
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+        },
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+        },
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+        },
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+        },
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+        },
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+        },
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+        "weaviate-ts-client": {
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+      "version": "0.6.3",
+      "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.6.3.tgz",
+      "integrity": "sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "safer-buffer": ">= 2.1.2 < 3.0.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/whatwg-fetch": {
+      "version": "3.6.20",
+      "resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz",
+      "integrity": "sha512-EqhiFU6daOA8kpjOWTL0olhVOF3i7OrFzSYiGsEMB8GcXS+RrzauAERX65xMeNWVqxA6HXH2m69Z9LaKKdisfg==",
+      "license": "MIT"
+    },
+    "node_modules/whatwg-mimetype": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-mimetype/-/whatwg-mimetype-4.0.0.tgz",
+      "integrity": "sha512-QaKxh0eNIi2mE9p2vEdzfagOKHCcj1pJ56EEHGQOVxp8r9/iszLUUV7v89x9O1p/T+NlTM5W7jW6+cz4Fq1YVg==",
+      "license": "MIT",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/whatwg-url": {
       "version": "5.0.0",
       "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
       "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "tr46": "~0.0.3",
@@ -18133,7 +19719,7 @@
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/wordwrap/-/wordwrap-1.0.0.tgz",
       "integrity": "sha512-gvVzJFlPycKc5dZN4yPkP8w7Dc37BtP1yczEneOb4uq34pXZcvrtRTmWV8W+Ume+XCxKgbjM+nevkyFPMybd4Q==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT"
     },
     "node_modules/wordwrapjs": {
@@ -18191,7 +19777,6 @@
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
       "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
-      "dev": true,
       "license": "ISC"
     },
     "node_modules/write-file-atomic": {
@@ -18318,7 +19903,7 @@
       "version": "8.17.1",
       "resolved": "https://registry.npmjs.org/ws/-/ws-8.17.1.tgz",
       "integrity": "sha512-6XQFvXTkbfUOZOKKILFG1PDK2NDQs4azKQl26T0YS5CxqWLgXajbPZ+h4gZekJyRqFU8pvnbAbbs/3TgRPy+GQ==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "engines": {
         "node": ">=10.0.0"
@@ -18376,7 +19961,6 @@
       "version": "2.5.0",
       "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.5.0.tgz",
       "integrity": "sha512-2wWLbGbYDiSqqIKoPjar3MPgB94ErzCtrNE1FdqGuaO0pi2JGjmE8aW8TDZwzU7vuxcGRdL/4gPQwQ7hD5AMSw==",
-      "dev": true,
       "license": "ISC",
       "bin": {
         "yaml": "bin.mjs"
@@ -18487,6 +20071,24 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/zod": {
+      "version": "3.23.8",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz",
+      "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.23.2",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.2.tgz",
+      "integrity": "sha512-uSt90Gzc/tUfyNqxnjlfBs8W6WSGpNBv0rVsNxP/BVSMHMKGdthPYff4xtCHYloJGM0CFxFsb3NbC0eqPhfImw==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.23.3"
+      }
+    },
     "packages/base91": {
       "name": "@hpcc-js/wasm-base91",
       "version": "1.2.0",
@@ -18498,7 +20100,7 @@
       "version": "1.2.0",
       "license": "Apache-2.0",
       "devDependencies": {
-        "@duckdb/duckdb-wasm": "1.28.1-dev106.0"
+        "@duckdb/duckdb-wasm": "1.28.1-dev99.0"
       }
     },
     "packages/expat": {
@@ -18530,6 +20132,14 @@
       "name": "@hpcc-js/wasm-llama",
       "version": "1.2.0",
       "license": "Apache-2.0",
+      "dependencies": {
+        "@langchain/community": "0.2.31",
+        "@langchain/core": "0.2.31",
+        "@langchain/ollama": "0.0.4",
+        "faiss-node": "0.5.1",
+        "hnswlib-node": "3.0.0",
+        "langchain": "0.2.17"
+      },
       "devDependencies": {}
     },
     "packages/wasm": {
diff --git a/package.json b/package.json
index e759a589..97e40d89 100644
--- a/package.json
+++ b/package.json
@@ -70,22 +70,22 @@
     "update-major": "npm run update-major-root && lerna run update-major"
   },
   "devDependencies": {
-    "@eslint/js": "9.9.0",
-    "@hpcc-js/esbuild-plugins": "1.1.0",
+    "@eslint/js": "9.9.1",
+    "@hpcc-js/esbuild-plugins": "1.1.2",
     "@istanbuljs/nyc-config-typescript": "1.0.2",
-    "@types/chai": "4.3.17",
+    "@types/chai": "4.3.19",
     "@types/emscripten": "1.39.13",
     "@types/mocha": "10.0.7",
-    "@types/node": "22.2.0",
+    "@types/node": "22.5.1",
     "@types/yargs": "17.0.33",
-    "@typescript-eslint/eslint-plugin": "8.1.0",
-    "@typescript-eslint/parser": "8.1.0",
+    "@typescript-eslint/eslint-plugin": "8.3.0",
+    "@typescript-eslint/parser": "8.3.0",
     "assemblyscript": "0.27.29",
     "c8": "10.1.2",
     "chai": "5.1.1",
     "chokidar-cli": "^3.0.0",
     "coveralls": "3.1.1",
-    "eslint": "9.9.0",
+    "eslint": "9.9.1",
     "globals": "15.9.0",
     "karma": "6.4.4",
     "karma-chai": "0.1.0",
@@ -101,12 +101,12 @@
     "release-please": "16.12.0",
     "rimraf": "6.0.1",
     "run-script-os": "1.1.6",
-    "tslib": "2.6.3",
-    "typedoc": "0.26.5",
-    "typedoc-plugin-markdown": "4.2.4",
+    "tslib": "2.7.0",
+    "typedoc": "0.26.6",
+    "typedoc-plugin-markdown": "4.2.6",
     "typescript": "5.5.4",
-    "typescript-eslint": "8.1.0",
-    "vitepress": "1.3.2"
+    "typescript-eslint": "8.3.0",
+    "vitepress": "1.3.4"
   },
   "c8": {
     "exclude-after-remap": []
diff --git a/packages/duckdb/package.json b/packages/duckdb/package.json
index 8c683c8e..559ff534 100644
--- a/packages/duckdb/package.json
+++ b/packages/duckdb/package.json
@@ -40,7 +40,7 @@
   },
   "dependencies": {},
   "devDependencies": {
-    "@duckdb/duckdb-wasm": "1.28.1-dev106.0"
+    "@duckdb/duckdb-wasm": "1.28.1-dev99.0"
   },
   "keywords": [
     "graphviz",
diff --git a/packages/llama/.vscode/launch.json b/packages/llama/.vscode/launch.json
index a5e6e939..0fa7b74a 100644
--- a/packages/llama/.vscode/launch.json
+++ b/packages/llama/.vscode/launch.json
@@ -30,6 +30,15 @@
                 "!**/node_modules/**"
             ],
         },
+        {
+            "name": "index-docs",
+            "type": "node",
+            "program": "${workspaceFolder}/dist-test/index-docs.node.js",
+            "request": "launch",
+            "skipFiles": [
+                "<node_internals>/**"
+            ]
+        },
         {
             "name": "esbuild",
             "type": "node",
diff --git a/packages/llama/esbuild.mjs b/packages/llama/esbuild.mjs
index 163a14d7..cf660942 100644
--- a/packages/llama/esbuild.mjs
+++ b/packages/llama/esbuild.mjs
@@ -1,9 +1,11 @@
-import { browserTpl, neutralTpl, nodeTpl } from "@hpcc-js/esbuild-plugins";
+import { nodeTpl, browserTpl, neutralTpl } from "@hpcc-js/esbuild-plugins";
 
 //  config  ---
 await neutralTpl("src/index.ts", "dist/index");
 await Promise.all([
     browserTpl("test/index-browser.ts", "dist-test/index.browser"),
     nodeTpl("test/index-node.ts", "dist-test/index.node"),
+    nodeTpl("test/index-docs.ts", "dist-test/index-docs.node", "esm"),
+    nodeTpl("test/retrieve-docs.ts", "dist-test/retrieve-docs.node", "esm"),
 ]);
 
diff --git a/packages/llama/package.json b/packages/llama/package.json
index eb891382..31f55119 100644
--- a/packages/llama/package.json
+++ b/packages/llama/package.json
@@ -23,7 +23,7 @@
     "build-types": "tsc --project tsconfig.json --emitDeclarationOnly",
     "build-types-watch": "npm run build-types -- --watch",
     "build-ts": "node esbuild.mjs",
-    "build-ts-dev": "npm run build-ts -- --mode=development",
+    "build-ts-dev": "npm run build-ts -- --development",
     "build-ts-watch": "npm run build-ts-dev -- --watch",
     "build-dev": "run-p build-types build-ts-dev",
     "build": "run-p build-cpp build-types build-ts",
@@ -37,6 +37,14 @@
     "update": "npx -y npm-check-updates -u -t minor",
     "update-major": "npx -y npm-check-updates -u"
   },
+  "dependencies": {
+    "langchain": "0.2.17",
+    "hnswlib-node": "3.0.0",
+    "@langchain/core": "0.2.31",
+    "@langchain/community": "0.2.31",
+    "@langchain/ollama": "0.0.4",
+    "faiss-node": "0.5.1"
+  },
   "devDependencies": {},
   "keywords": [
     "graphviz",
diff --git a/packages/llama/src/llama.ts b/packages/llama/src/llama.ts
index 0af4155d..28a44407 100644
--- a/packages/llama/src/llama.ts
+++ b/packages/llama/src/llama.ts
@@ -66,7 +66,7 @@ export class Llama {
      * 
      * @returns The embedding of the text using the model.
      */
-    embedding(text: string, model: Uint8Array): [number[]?] {
+    embedding(text: string, model: Uint8Array, format: string = "array"): number[][] {
         try {
             this._module.FS_createDataFile("/", "embeddingModel.gguf", model, true, false, false);
         } catch (e) {
@@ -77,9 +77,9 @@ export class Llama {
         args.push_back("--pooling"); args.push_back("mean");
         args.push_back("--log-disable");
         args.push_back("-p"); args.push_back(text);
-        args.push_back("--embd-output-format"); args.push_back("array");
+        args.push_back("--embd-output-format"); args.push_back(format);
         const embeddingResult = new this._module.VectorString();
-        let retVal: [number[]?] = [];
+        let retVal: number[][] = [];
         try {
             this._module.embedding(args, embeddingResult);
             const cout = embeddingResult.get(0);
diff --git a/packages/llama/test/index-docs.ts b/packages/llama/test/index-docs.ts
new file mode 100644
index 00000000..c2390907
--- /dev/null
+++ b/packages/llama/test/index-docs.ts
@@ -0,0 +1,55 @@
+import path from "path";
+import { DirectoryLoader } from "langchain/document_loaders/fs/directory";
+import { TextLoader } from "langchain/document_loaders/fs/text";
+import { RecursiveCharacterTextSplitter } from "@langchain/textsplitters";
+import { FaissStore } from "@langchain/community/vectorstores/faiss";
+import { OllamaEmbeddings } from "@langchain/ollama";
+
+const modelPath = path.join(".", "docs", "models", "bge-base-en-v1.5-q4_k_m.gguf");
+
+class Embeddings extends OllamaEmbeddings {
+
+    constructor(fields?) {
+        super(fields);
+    }
+
+    embedDocuments(documents: string[]): Promise<number[][]> {
+        return super.embedDocuments(documents).then(embeddings => {
+            return embeddings;
+        });
+    }
+
+    embedQuery(document: string): Promise<number[]> {
+        return super.embedQuery(document).then(embedding => {
+            return embedding;
+        });
+    }
+}
+
+async function main(folder: string) {
+    console.log(`Starting ${folder}...`);
+    const loader = new DirectoryLoader(`docs/in/${folder}`, {
+        ".xml": path => new TextLoader(path)
+    });
+    // const loader = new TextLoader("docs/in/PRG_Mods/PrG_Job_Failure.xml");
+    const docs = await loader.load();
+    const splitter = new RecursiveCharacterTextSplitter();
+    const splitDocuments = await splitter.splitDocuments(docs);
+    const vectorstore = await FaissStore.fromDocuments(
+        splitDocuments,
+        new Embeddings({
+            model: "bge-base-en-v1.5-q4_k_m",
+            truncate: true
+        })
+    );
+    console.log(`Saving ${folder}...`);
+    vectorstore.save(`docs/out/${folder}`);
+    console.log(`Finish ${folder}...`);
+}
+
+await Promise.all([
+    main("ECLLanguageReference"),
+    main("ECLLanguageReference2"),
+    main("ECLProgrammersGuide"),
+    main("ECLStandardLibraryReference")
+]);
diff --git a/packages/llama/test/retrieve-docs.ts b/packages/llama/test/retrieve-docs.ts
new file mode 100644
index 00000000..9390052a
--- /dev/null
+++ b/packages/llama/test/retrieve-docs.ts
@@ -0,0 +1,62 @@
+import path from "path";
+import { Llama } from "@hpcc-js/wasm-llama";
+import { FaissStore } from "@langchain/community/vectorstores/faiss";
+import { Embeddings } from "@langchain/core/embeddings";
+import { readFile } from "fs/promises";
+
+const modelPath = path.join(".", "docs", "models", "bge-base-en-v1.5-q4_k_m.gguf");
+
+class MyEmbeddings extends Embeddings {
+
+    private _modelData: Promise<Uint8Array>;
+
+    constructor(fields?) {
+        super(fields);
+        this._modelData = readFile(modelPath).then(modelBin => {
+            return new Uint8Array(modelBin);
+        });
+    }
+
+    embedDocuments(documents: string[]): Promise<number[][]> {
+        return Promise.all([Llama.load(), this._modelData]).then(([llama, modelData]) => {
+            const embeddings: number[][] = [];
+            for (const text of documents) {
+                console.log(text);
+                const vectors = llama.embedding(text, modelData);
+                vectors.forEach(vector => {
+                    embeddings.push(vector);
+                });
+                console.log(vectors);
+                Llama.unload();
+            }
+            return embeddings;
+        });
+    }
+
+    embedQuery(document: string): Promise<number[]> {
+        return Promise.all([Llama.load(), this._modelData]).then(([llama, modelData]) => {
+            const vectors = llama.embedding(document, modelData);
+            return vectors[0];
+        });
+    }
+}
+
+async function load(folder: string) {
+    return FaissStore.load(`docs/out/${folder}`, new MyEmbeddings());
+}
+
+const allStore = await Promise.all([
+    load("ECLLanguageReference"),
+    load("ECLLanguageReference2"),
+    load("ECLProgrammersGuide"),
+    load("ECLStandardLibraryReference")
+]).then(async vectorStores => {
+    await vectorStores[0].mergeFrom(vectorStores[1]);
+    await vectorStores[0].mergeFrom(vectorStores[2]);
+    await vectorStores[0].mergeFrom(vectorStores[3]);
+    return vectorStores[0];
+});
+allStore.save("docs/out/all");
+
+const result = await allStore.similaritySearch("How do I do I output a json file?", 3);
+console.log(result);