diff --git a/workspaces/rag-ai/plugins/rag-ai-backend-embeddings-openai/package.json b/workspaces/rag-ai/plugins/rag-ai-backend-embeddings-openai/package.json
index 2775d94a..ad3f4497 100644
--- a/workspaces/rag-ai/plugins/rag-ai-backend-embeddings-openai/package.json
+++ b/workspaces/rag-ai/plugins/rag-ai-backend-embeddings-openai/package.json
@@ -47,7 +47,7 @@
     "@backstage/backend-plugin-api": "backstage:^",
     "@backstage/catalog-client": "backstage:^",
     "@backstage/config": "backstage:^",
-    "@langchain/community": "^0.3.26",
+    "@langchain/community": "^1.0.0",
     "@langchain/core": "^0.3.32",
     "@langchain/openai": "^0.3.17",
     "langchain": "^0.3.12"
diff --git a/workspaces/rag-ai/plugins/rag-ai-backend-module-bedrock/package.json b/workspaces/rag-ai/plugins/rag-ai-backend-module-bedrock/package.json
index f881c8f2..6b650399 100644
--- a/workspaces/rag-ai/plugins/rag-ai-backend-module-bedrock/package.json
+++ b/workspaces/rag-ai/plugins/rag-ai-backend-module-bedrock/package.json
@@ -38,7 +38,7 @@
     "@backstage/backend-plugin-api": "backstage:^",
     "@backstage/catalog-client": "backstage:^",
     "@backstage/integration-aws-node": "backstage:^",
-    "@langchain/community": "^0.3.26"
+    "@langchain/community": "^1.0.0"
   },
   "devDependencies": {
     "@backstage/backend-test-utils": "backstage:^",
diff --git a/workspaces/rag-ai/yarn.lock b/workspaces/rag-ai/yarn.lock
index 57e01bde..33eb5c98 100644
--- a/workspaces/rag-ai/yarn.lock
+++ b/workspaces/rag-ai/yarn.lock
@@ -47,7 +47,7 @@ __metadata:
     "@backstage/catalog-client": "backstage:^"
     "@backstage/cli": "backstage:^"
     "@backstage/config": "backstage:^"
-    "@langchain/community": "npm:^0.3.26"
+    "@langchain/community": "npm:^1.0.0"
     "@langchain/core": "npm:^0.3.32"
     "@langchain/openai": "npm:^0.3.17"
     esbuild: "npm:^0.25.0"
@@ -70,7 +70,7 @@ __metadata:
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     "@backstage/cli": "backstage:^"
     "@backstage/integration-aws-node": "backstage:^"
-    "@langchain/community": "npm:^0.3.26"
+    "@langchain/community": "npm:^1.0.0"
   languageName: unknown
   linkType: soft
 
@@ -7480,144 +7480,165 @@ __metadata:
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   linkType: hard
 
-"@langchain/community@npm:^0.3.26":
-  version: 0.3.26
-  resolution: "@langchain/community@npm:0.3.26"
+"@langchain/classic@npm:1.0.27":
+  version: 1.0.27
+  resolution: "@langchain/classic@npm:1.0.27"
   dependencies:
-    "@langchain/openai": "npm:>=0.2.0 <0.4.0"
+    "@langchain/openai": "npm:1.4.1"
+    "@langchain/textsplitters": "npm:1.0.1"
+    handlebars: "npm:^4.7.9"
+    js-yaml: "npm:^4.1.1"
+    jsonpointer: "npm:^5.0.1"
+    langsmith: "npm:>=0.4.0 <1.0.0"
+    openapi-types: "npm:^12.1.3"
+    uuid: "npm:^10.0.0"
+    yaml: "npm:^2.8.3"
+    zod: "npm:^3.25.76 || ^4"
+  peerDependencies:
+    "@langchain/core": ^1.0.0
+    cheerio: "*"
+    peggy: ^5.1.0
+    typeorm: "*"
+  dependenciesMeta:
+    langsmith:
+      optional: true
+  peerDependenciesMeta:
+    cheerio:
+      optional: true
+    peggy:
+      optional: true
+    typeorm:
+      optional: true
+  checksum: 10/ff439d551c6cc67f3b99914e9529e3367f8cd7d710e88cbf96f5641a8380a86682a1074bee148fd5f0ce246de2224504c47769a38d21fd94ad8e0cd3c4b6b4f6
+  languageName: node
+  linkType: hard
+
+"@langchain/community@npm:^1.0.0":
+  version: 1.1.27
+  resolution: "@langchain/community@npm:1.1.27"
+  dependencies:
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+    "@langchain/openai": "npm:1.4.1"
     binary-extensions: "npm:^2.2.0"
-    expr-eval: "npm:^2.0.2"
     flat: "npm:^5.0.2"
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-    langchain: "npm:>=0.2.3 <0.3.0 || >=0.3.4 <0.4.0"
-    langsmith: "npm:>=0.2.8 <0.4.0"
+    js-yaml: "npm:^4.1.1"
+    langsmith: "npm:>=0.4.0 <1.0.0"
+    math-expression-evaluator: "npm:^2.0.0"
     uuid: "npm:^10.0.0"
-    zod: "npm:^3.22.3"
-    zod-to-json-schema: "npm:^3.22.5"
+    zod: "npm:^3.25.76 || ^4"
   peerDependencies:
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+    "@arcjet/redact": ^v1.2.0
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-    "@aws-sdk/client-sagemaker-runtime": ^3.310.0
-    "@aws-sdk/client-sfn": ^3.310.0
+    "@aws-sdk/client-dynamodb": ^3.1001.0
+    "@aws-sdk/client-lambda": ^3.1001.0
+    "@aws-sdk/client-s3": ^3.1001.0
+    "@aws-sdk/client-sagemaker-runtime": ^3.1001.0
+    "@aws-sdk/client-sfn": ^3.1001.0
     "@aws-sdk/credential-provider-node": ^3.388.0
-    "@azure/search-documents": ^12.0.0
-    "@azure/storage-blob": ^12.15.0
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     "@browserbasehq/stagehand": ^1.0.0
     "@clickhouse/client": ^0.2.5
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-    "@gomomento/sdk": ^1.51.1
-    "@gomomento/sdk-core": ^1.51.1
-    "@google-ai/generativelanguage": "*"
+    "@getzep/zep-js": ^2.0.2
+    "@gomomento/sdk-core": ^1.117.2
     "@google-cloud/storage": ^6.10.1 || ^7.7.0
     "@gradientai/nodejs-sdk": ^1.2.0
-    "@huggingface/inference": ^2.6.4
-    "@huggingface/transformers": ^3.2.3
+    "@huggingface/inference": ^4.13.14
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     "@layerup/layerup-security": ^1.5.12
-    "@libsql/client": ^0.14.0
-    "@mendable/firecrawl-js": ^1.4.3
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     "@mlc-ai/web-llm": "*"
     "@mozilla/readability": "*"
     "@neondatabase/serverless": "*"
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+    "@notionhq/client": ^5.11.1
     "@opensearch-project/opensearch": "*"
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     "@planetscale/database": ^1.8.0
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     "@vercel/postgres": "*"
-    "@writerai/writer-sdk": ^0.40.2
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-    apify-client: ^2.7.1
-    assemblyai: ^4.6.0
-    better-sqlite3: ">=9.4.0 <12.0.0"
+    apify-client: ^2.22.2
+    assemblyai: ^4.25.1
+    azion: ^3.1.2
+    better-sqlite3: ">=9.4.0 <13.0.0"
     cassandra-driver: ^4.7.2
-    cborg: ^4.1.1
-    cheerio: ^1.0.0-rc.12
+    cborg: ^4.5.8
+    cheerio: ^1.2.0
     chromadb: "*"
     closevector-common: 0.1.3
     closevector-node: 0.1.6
     closevector-web: 0.1.6
-    cohere-ai: "*"
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+    convex: ^1.32.0
+    couchbase: ^4.6.1
     crypto-js: ^4.2.0
-    d3-dsv: ^2.0.0
-    discord.js: ^14.14.1
-    dria: ^0.0.3
+    d3-dsv: ^3.0.1
+    discord.js: ^14.25.1
     duck-duck-scrape: ^2.2.5
     epub2: ^3.0.1
-    faiss-node: ^0.5.1
+    faiss-node: "*"
     fast-xml-parser: "*"
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+    firebase-admin: ^13.6.1
     google-auth-library: "*"
     googleapis: "*"
     hnswlib-node: ^3.0.0
     html-to-text: ^9.0.5
     ibm-cloud-sdk-core: "*"
-    ignore: ^5.2.0
-    interface-datastore: ^8.2.11
+    ignore: ^7.0.5
+    interface-datastore: ^9.0.2
     ioredis: ^5.3.2
     it-all: ^3.0.4
     jsdom: "*"
-    jsonwebtoken: ^9.0.2
-    llmonitor: ^0.5.9
-    lodash: ^4.17.21
+    jsonwebtoken: ^9.0.3
+    lodash: ^4.17.23
     lunary: ^0.7.10
-    mammoth: ^1.6.0
-    mongodb: ">=5.2.0"
-    mysql2: ^3.9.8
+    mammoth: ^1.11.0
+    mariadb: ^3.5.1
+    mem0ai: ^2.2.4
+    mysql2: ^3.19.1
     neo4j-driver: "*"
+    node-llama-cpp: ">=3.0.0"
     notion-to-md: ^3.1.0
-    officeparser: ^4.0.4
+    officeparser: ^6.0.4
     openai: "*"
-    pdf-parse: 1.1.1
+    pdf-parse: 2.4.5
     pg: ^8.11.0
-    pg-copy-streams: ^6.0.5
+    pg-copy-streams: ^7.0.0
     pickleparser: ^0.2.1
-    playwright: ^1.32.1
-    portkey-ai: ^0.1.11
+    playwright: ^1.58.2
+    portkey-ai: ^3.0.3
     puppeteer: "*"
     pyodide: ">=0.24.1 <0.27.0"
-    redis: "*"
-    replicate: ^0.29.4
+    replicate: "*"
     sonix-speech-recognition: ^2.1.1
     srt-parser-2: ^1.2.3
-    typeorm: ^0.3.20
-    typesense: ^1.5.3
+    typeorm: ^0.3.28
+    typesense: ^3.0.1
     usearch: ^1.1.1
-    voy-search: 0.6.2
-    weaviate-ts-client: "*"
-    web-auth-library: ^1.0.3
+    voy-search: 0.6.3
     word-extractor: "*"
     ws: ^8.14.2
     youtubei.js: "*"
@@ -7626,14 +7647,8 @@ __metadata:
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-    "@aws-sdk/client-bedrock-agent-runtime":
-      optional: true
-    "@aws-sdk/client-bedrock-runtime":
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-    "@aws-sdk/client-kendra":
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     "@aws-sdk/client-lambda":
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     "@aws-sdk/client-s3":
@@ -7644,6 +7659,8 @@ __metadata:
       optional: true
     "@aws-sdk/credential-provider-node":
       optional: true
+    "@aws-sdk/dsql-signer":
+      optional: true
     "@azure/search-documents":
       optional: true
     "@azure/storage-blob":
@@ -7652,8 +7669,6 @@ __metadata:
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     "@clickhouse/client":
       optional: true
-    "@cloudflare/ai":
-      optional: true
     "@datastax/astra-db-ts":
       optional: true
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@@ -7664,12 +7679,8 @@ __metadata:
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     "@getzep/zep-js":
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-    "@gomomento/sdk":
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     "@gomomento/sdk-core":
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-    "@google-ai/generativelanguage":
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     "@google-cloud/storage":
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     "@gradientai/nodejs-sdk":
@@ -7722,8 +7733,6 @@ __metadata:
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     "@tensorflow-models/universal-sentence-encoder":
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-    "@tensorflow/tfjs-converter":
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     "@tensorflow/tfjs-core":
       optional: true
     "@upstash/ratelimit":
@@ -7740,12 +7749,16 @@ __metadata:
       optional: true
     "@xata.io/client":
       optional: true
+    "@xenova/transformers":
+      optional: true
     "@zilliz/milvus2-sdk-node":
       optional: true
     apify-client:
       optional: true
     assemblyai:
       optional: true
+    azion:
+      optional: true
     better-sqlite3:
       optional: true
     cassandra-driver:
@@ -7766,14 +7779,14 @@ __metadata:
       optional: true
     convex:
       optional: true
+    couchbase:
+      optional: true
     crypto-js:
       optional: true
     d3-dsv:
       optional: true
     discord.js:
       optional: true
-    dria:
-      optional: true
     duck-duck-scrape:
       optional: true
     epub2:
@@ -7804,20 +7817,24 @@ __metadata:
       optional: true
     jsonwebtoken:
       optional: true
-    llmonitor:
-      optional: true
     lodash:
       optional: true
     lunary:
       optional: true
     mammoth:
       optional: true
+    mariadb:
+      optional: true
+    mem0ai:
+      optional: true
     mongodb:
       optional: true
     mysql2:
       optional: true
     neo4j-driver:
       optional: true
+    node-llama-cpp:
+      optional: true
     notion-to-md:
       optional: true
     officeparser:
@@ -7854,9 +7871,7 @@ __metadata:
       optional: true
     voy-search:
       optional: true
-    weaviate-ts-client:
-      optional: true
-    web-auth-library:
+    weaviate-client:
       optional: true
     word-extractor:
       optional: true
@@ -7864,7 +7879,7 @@ __metadata:
       optional: true
     youtubei.js:
       optional: true
-  checksum: 10/cfc5ab2a2f118a25ebd25f74a8583e1cb09ec8b15a77bb48856fb243fb58abb23abad202f40a2ceaa3c5321323128ed7ab3cea932807cbf6813fc735dca3d677
+  checksum: 10/976bc6b4449c7f25b462f64518ead92273f7786966e721f971ba0bbac1704584da89bf8cd6f8ab62a116ad888982f3dfc37861e678df54323f74820ab28cdecd
   languageName: node
   linkType: hard
 
@@ -7888,6 +7903,19 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@langchain/openai@npm:1.4.1":
+  version: 1.4.1
+  resolution: "@langchain/openai@npm:1.4.1"
+  dependencies:
+    js-tiktoken: "npm:^1.0.12"
+    openai: "npm:^6.32.0"
+    zod: "npm:^3.25.76 || ^4"
+  peerDependencies:
+    "@langchain/core": ^1.1.38
+  checksum: 10/23abeb1baed28cf634016665105dd8e55e1ce6695c285346b74c5a89d3aee764ee786178e5bcc6ebc44b0e0be242c7d27a90f54ff2ab582ff10ae1f6a09c5399
+  languageName: node
+  linkType: hard
+
 "@langchain/openai@npm:>=0.1.0 <0.7.0":
   version: 0.6.17
   resolution: "@langchain/openai@npm:0.6.17"
@@ -7901,7 +7929,7 @@ __metadata:
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-"@langchain/openai@npm:>=0.2.0 <0.4.0, @langchain/openai@npm:^0.3.17":
+"@langchain/openai@npm:^0.3.17":
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   resolution: "@langchain/openai@npm:0.3.17"
   dependencies:
@@ -7915,6 +7943,17 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@langchain/textsplitters@npm:1.0.1":
+  version: 1.0.1
+  resolution: "@langchain/textsplitters@npm:1.0.1"
+  dependencies:
+    js-tiktoken: "npm:^1.0.12"
+  peerDependencies:
+    "@langchain/core": ^1.0.0
+  checksum: 10/0d38c351119b483cb123ceb03094a98ecf65c10285feaf31c9949abbc70591d11990a492090458fa994ee7d569aea53901124ce5754552b93600d4fbae413675
+  languageName: node
+  linkType: hard
+
 "@langchain/textsplitters@npm:>=0.0.0 <0.2.0":
   version: 0.1.0
   resolution: "@langchain/textsplitters@npm:0.1.0"
@@ -20465,13 +20504,6 @@ __metadata:
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   linkType: hard
 
-"expr-eval@npm:^2.0.2":
-  version: 2.0.2
-  resolution: "expr-eval@npm:2.0.2"
-  checksum: 10/b603f1ed2423636d84fd9984ed47af5cf90b42139faf5c535a778a12e916347b1e722364e3946ff3fc59537e01ea2eb3b4c3cc32a47bf80a097d1796e0b56fa6
-  languageName: node
-  linkType: hard
-
 "express-openapi-validator@npm:^5.5.8":
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   resolution: "express-openapi-validator@npm:5.6.2"
@@ -22096,9 +22128,9 @@ __metadata:
   languageName: node
   linkType: hard
 
-"handlebars@npm:^4.7.3, handlebars@npm:^4.7.7":
-  version: 4.7.8
-  resolution: "handlebars@npm:4.7.8"
+"handlebars@npm:^4.7.3, handlebars@npm:^4.7.7, handlebars@npm:^4.7.9":
+  version: 4.7.9
+  resolution: "handlebars@npm:4.7.9"
   dependencies:
     minimist: "npm:^1.2.5"
     neo-async: "npm:^2.6.2"
@@ -22110,7 +22142,7 @@ __metadata:
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   bin:
     handlebars: bin/handlebars
-  checksum: 10/bd528f4dd150adf67f3f857118ef0fa43ff79a153b1d943fa0a770f2599e38b25a7a0dbac1a3611a4ec86970fd2325a81310fb788b5c892308c9f8743bd02e11
+  checksum: 10/e755433d652e8a15fc02f83d7478e652359e7a4d354c4328818853ed4f8a39d4a09e1d22dad3c7213c5240864a65b3c840970b8b181745575dd957dd258f2b8d
   languageName: node
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@@ -24183,7 +24215,7 @@ __metadata:
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-"js-yaml@npm:=4.1.1, js-yaml@npm:^4.0.0, js-yaml@npm:^4.1.0, js-yaml@npm:~4.1.0":
+"js-yaml@npm:=4.1.1, js-yaml@npm:^4.0.0, js-yaml@npm:^4.1.0, js-yaml@npm:^4.1.1, js-yaml@npm:~4.1.0":
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   resolution: "js-yaml@npm:4.1.1"
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@@ -24902,7 +24934,7 @@ __metadata:
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-"langchain@npm:>=0.2.3 <0.3.0 || >=0.3.4 <0.4.0, langchain@npm:^0.3.12":
+"langchain@npm:^0.3.12":
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   resolution: "langchain@npm:0.3.37"
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@@ -24975,7 +25007,33 @@ __metadata:
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   linkType: hard
 
-"langsmith@npm:>=0.2.8 <0.4.0, langsmith@npm:^0.3.67":
+"langsmith@npm:>=0.4.0 <1.0.0":
+  version: 0.5.26
+  resolution: "langsmith@npm:0.5.26"
+  dependencies:
+    p-queue: "npm:6.6.2"
+  peerDependencies:
+    "@opentelemetry/api": "*"
+    "@opentelemetry/exporter-trace-otlp-proto": "*"
+    "@opentelemetry/sdk-trace-base": "*"
+    openai: "*"
+    ws: ">=7"
+  peerDependenciesMeta:
+    "@opentelemetry/api":
+      optional: true
+    "@opentelemetry/exporter-trace-otlp-proto":
+      optional: true
+    "@opentelemetry/sdk-trace-base":
+      optional: true
+    openai:
+      optional: true
+    ws:
+      optional: true
+  checksum: 10/6af2182453e221943e0860f130ddb81795fff42daeac1ab4c33bf5c2992c065429ed2858cbead8cb5151e67f73a232f9c736dd549d48b047eb2cd0057b789e84
+  languageName: node
+  linkType: hard
+
+"langsmith@npm:^0.3.67":
   version: 0.3.87
   resolution: "langsmith@npm:0.3.87"
   dependencies:
@@ -25936,6 +25994,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"math-expression-evaluator@npm:^2.0.0":
+  version: 2.0.7
+  resolution: "math-expression-evaluator@npm:2.0.7"
+  checksum: 10/a7167225abdeb0e0693e50ff024d01fddf1adb9c40430ef5d459d623e3e8ef0cf26e67dc8770e0623765cc2498fb17e14a1261934c9dc14beb966693e67cf5c6
+  languageName: node
+  linkType: hard
+
 "math-intrinsics@npm:^1.1.0":
   version: 1.1.0
   resolution: "math-intrinsics@npm:1.1.0"
@@ -28251,6 +28316,23 @@ __metadata:
   languageName: node
   linkType: hard
 
+"openai@npm:^6.32.0":
+  version: 6.35.0
+  resolution: "openai@npm:6.35.0"
+  peerDependencies:
+    ws: ^8.18.0
+    zod: ^3.25 || ^4.0
+  peerDependenciesMeta:
+    ws:
+      optional: true
+    zod:
+      optional: true
+  bin:
+    openai: bin/cli
+  checksum: 10/f5a9ddfed9113de6f63a7a91c8ba8927d52cf1d19894c44d9159c3f668a8531782cc21c710165f7cf0a2ce93b0d882755bc948986d804cce7679125d4dffa7b0
+  languageName: node
+  linkType: hard
+
 "openapi-merge@npm:^1.3.2":
   version: 1.3.3
   resolution: "openapi-merge@npm:1.3.3"
@@ -36135,12 +36217,12 @@ __metadata:
   languageName: node
   linkType: hard
 
-"yaml@npm:^2.0.0, yaml@npm:^2.0.0-10, yaml@npm:^2.2.1, yaml@npm:^2.2.2":
-  version: 2.5.0
-  resolution: "yaml@npm:2.5.0"
+"yaml@npm:^2.0.0, yaml@npm:^2.0.0-10, yaml@npm:^2.2.1, yaml@npm:^2.2.2, yaml@npm:^2.8.3":
+  version: 2.8.3
+  resolution: "yaml@npm:2.8.3"
   bin:
     yaml: bin.mjs
-  checksum: 10/72e903fdbe3742058885205db4a6c9ff38e5f497f4e05e631264f7756083c05e7d10dfb5e4ce9d7a95de95338f9b20d19dd0b91c60c65f7d7608b6b3929820ad
+  checksum: 10/ecad41d39d34fae5cc17ea2d4b7f7f55faacd45cbce8983ba22d48d1ed1a92ed242ea49ea813a79ac39a69f75f9c5a03e7b5395fd954d55476f25e21a47c141d
   languageName: node
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@@ -36315,14 +36397,14 @@ __metadata:
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-"zod@npm:^3.22.3, zod@npm:^3.22.4, zod@npm:^3.23.8, zod@npm:^3.25.32, zod@npm:^3.25.76":
+"zod@npm:^3.22.4, zod@npm:^3.23.8, zod@npm:^3.25.32, zod@npm:^3.25.76":
   version: 3.25.76
   resolution: "zod@npm:3.25.76"
   checksum: 10/f0c963ec40cd96858451d1690404d603d36507c1fc9682f2dae59ab38b578687d542708a7fdbf645f77926f78c9ed558f57c3d3aa226c285f798df0c4da16995
   languageName: node
   linkType: hard
 
-"zod@npm:^3.25.76 || ^4.0.0, zod@npm:^4.0.0":
+"zod@npm:^3.25.76 || ^4, zod@npm:^3.25.76 || ^4.0.0, zod@npm:^4.0.0":
   version: 4.3.6
   resolution: "zod@npm:4.3.6"
   checksum: 10/25fc0f62e01b557b4644bf0b393bbaf47542ab30877c37837ea8caf314a8713d220c7d7fe51f68ffa72f0e1018ddfa34d96f1973d23033f5a2a5a9b6b9d9da01