diff --git a/apps/backend/.template.env b/apps/backend/.template.env
index 208610ab1..817f69ddc 100644
--- a/apps/backend/.template.env
+++ b/apps/backend/.template.env
@@ -27,4 +27,11 @@ SCHEDULER_URL="http://localhost:8000"
 DIGITALOCEAN_ENDPOINT=""
 DIGITALOCEAN_SPACE=""
 DIGITALOCEAN_KEY=""
-DIGITALOCEAN_SECRET=""
\ No newline at end of file
+DIGITALOCEAN_SECRET=""
+
+# AI provider
+LANGSMITH_TRACING=true
+LANGSMITH_ENDPOINT="https://api.smith.langchain.com"
+LANGSMITH_API_KEY=""
+LANGSMITH_PROJECT="lems"
+OPENAI_API_KEY=""
\ No newline at end of file
diff --git a/apps/backend/src/lib/ai/agents/feedback/agent.ts b/apps/backend/src/lib/ai/agents/feedback/agent.ts
new file mode 100644
index 000000000..d4a9fe586
--- /dev/null
+++ b/apps/backend/src/lib/ai/agents/feedback/agent.ts
@@ -0,0 +1,44 @@
+import { z } from 'zod';
+import { START, StateGraph, END } from '@langchain/langgraph';
+import { GraphAnnotation, RubricSchema } from './types';
+import { checkFeedbackValidity } from './handlers/check-feedback-validity';
+import { improveSpellingAndGrammar } from './handlers/improve-spelling-and-grammar';
+import { improvePhrasing } from './handlers/improve-phrasing';
+
+const graph = new StateGraph(GraphAnnotation)
+  .addNode('checkFeedbackValidity', checkFeedbackValidity)
+  .addNode('improveSpellingAndGrammar', improveSpellingAndGrammar)
+  .addNode('improvePhrasing', improvePhrasing);
+
+const continueIfValid = (state: typeof GraphAnnotation.State) => {
+  return state.isValid ? 'improveSpellingAndGrammar' : END;
+};
+
+graph
+  .addEdge(START, 'checkFeedbackValidity')
+  .addConditionalEdges('checkFeedbackValidity', continueIfValid)
+  .addEdge('improveSpellingAndGrammar', 'improvePhrasing')
+  .addEdge('improvePhrasing', END);
+
+const workflow = graph.compile();
+
+type AgentInput = z.infer<typeof RubricSchema>;
+export async function enhanceFeedback(rubric: AgentInput) {
+  try {
+    const result = await workflow.invoke(
+      {
+        rubric,
+        feedback: rubric.feedback || { greatJob: '', thinkAbout: '' },
+        isValid: true,
+        error: ''
+      },
+      {
+        runName: 'enhance-feedback'
+      }
+    );
+
+    return result;
+  } catch (error) {
+    console.error('Error enhancing feedback:', error);
+  }
+}
diff --git a/apps/backend/src/lib/ai/agents/feedback/handlers/check-feedback-validity.ts b/apps/backend/src/lib/ai/agents/feedback/handlers/check-feedback-validity.ts
new file mode 100644
index 000000000..6d14b11e6
--- /dev/null
+++ b/apps/backend/src/lib/ai/agents/feedback/handlers/check-feedback-validity.ts
@@ -0,0 +1,50 @@
+import { SystemMessage, HumanMessage } from '@langchain/core/messages';
+import { GraphAnnotation } from '../types';
+import { llm } from '../../../llm';
+
+export const checkFeedbackValidity = async (state: typeof GraphAnnotation.State) => {
+  const analysisPrompt = `
+    Analyze the following feedback for a FIRST LEGO League team rubric and determine if it's problematic.
+    Problematic feedback is defined as:
+    1. Empty or extremely short feedback that provides no real insight (fewer than 5 meaningful words)
+    2. Content that is unclear, incoherent, or cannot be meaningfully improved
+    
+    Great Job Feedback: ${state.feedback.greatJob || '(empty)'}
+    Think About Feedback: ${state.feedback.thinkAbout || '(empty)'}
+    
+    First analyze the sentiment and content of each feedback section.
+    Then determine if either section is problematic based on the criteria above.
+    Return a JSON object with { "isProblematic": boolean, "reason": string if problematic }
+    `;
+
+  const response = await llm.invoke([
+    new SystemMessage(
+      'You are a feedback quality analysis assistant. Analyze feedback critically and objectively.'
+    ),
+    new HumanMessage(analysisPrompt),
+    new SystemMessage(
+      "You MUST return a JSON object with the keys 'isProblematic' and 'reason' if applicable. \
+        Do not include any other text or explanations. The value of \"reason\" should be a string explaining the problem."
+    )
+  ]);
+
+  const content = response.content.toString();
+  let result: { isProblematic: boolean; reason?: string };
+
+  try {
+    const jsonMatch = content.match(/{[\s\S]*}/);
+    if (jsonMatch) {
+      result = JSON.parse(jsonMatch[0]);
+    } else {
+      throw new Error('Invalid JSON format in LLM response');
+    }
+  } catch (error) {
+    console.error('Error parsing feedback analysis:', error);
+    result = { isProblematic: true, reason: 'Invalid response format from LLM' };
+  }
+
+  return {
+    isValid: !result.isProblematic,
+    error: result.reason || ''
+  };
+};
diff --git a/apps/backend/src/lib/ai/agents/feedback/handlers/improve-phrasing.ts b/apps/backend/src/lib/ai/agents/feedback/handlers/improve-phrasing.ts
new file mode 100644
index 000000000..31c18d6a0
--- /dev/null
+++ b/apps/backend/src/lib/ai/agents/feedback/handlers/improve-phrasing.ts
@@ -0,0 +1,66 @@
+import { SystemMessage, HumanMessage } from '@langchain/core/messages';
+import { GraphAnnotation } from '../types';
+import { rubricsSchemas } from '@lems/season';
+import { llm } from '../../../llm';
+
+export const improvePhrasing = async (state: typeof GraphAnnotation.State) => {
+  const { rubric, feedback } = state;
+
+  const systemPrompt = `You are an AI assistant designed to help improve feedback on team rubrics for a FIRST LEGO League competition.
+  Your goal is to enhance feedback clarity while preserving the original feedback's intent and emotion.
+
+  The feedback consists of two parts:
+  1. "greatJob" - Positive feedback highlighting what the team did well
+  2. "thinkAbout" - Constructive feedback suggesting areas for improvement
+
+  If the feedback is already good, return it as is without any changes.
+  If the feedback is in Hebrew (עברית), you must maintain it in Hebrew. Do NOT translate to any other language.
+  `;
+
+  const context = `
+    Rubric Category: ${rubric.category}
+    Rubric Scores: ${JSON.stringify(rubric.values, null, 2)}  
+    
+    Localized rubric: ${JSON.stringify(rubricsSchemas[rubric.category], null, 2)}`;
+
+  const greatJobPrompt = `
+    Improve the phrasing of the following "Great Job" feedback to be clearer and more concise, while preserving the original meaning and emotion. 
+    Only enhance phrasing that needs improvement; preserve good parts. 
+    Use rubric terminology and avoid generic phrases.
+    
+    Context:
+    ${context}
+    
+    Original Feedback (with grammar and spelling fixed):
+    ${feedback.greatJob}
+    `;
+
+  const thinkAboutPrompt = `
+    Improve the phrasing of the following "Think About" feedback to be clearer, more constructive, and more concise, 
+    while preserving the original meaning and emotion. Only enhance phrasing that needs improvement; preserve good parts. 
+    Use rubric terminology and avoid generic phrases.
+    
+    Context:
+    ${context}
+    
+    Original Feedback (with grammar and spelling fixed):
+    ${feedback.thinkAbout}
+    `;
+
+  const greatJobResponse = await llm.invoke([
+    new SystemMessage(systemPrompt),
+    new HumanMessage(greatJobPrompt)
+  ]);
+
+  const thinkAboutResponse = await llm.invoke([
+    new SystemMessage(systemPrompt),
+    new HumanMessage(thinkAboutPrompt)
+  ]);
+
+  return {
+    feedback: {
+      greatJob: greatJobResponse.content.toString(),
+      thinkAbout: thinkAboutResponse.content.toString()
+    }
+  };
+};
diff --git a/apps/backend/src/lib/ai/agents/feedback/handlers/improve-spelling-and-grammar.ts b/apps/backend/src/lib/ai/agents/feedback/handlers/improve-spelling-and-grammar.ts
new file mode 100644
index 000000000..72d968a2c
--- /dev/null
+++ b/apps/backend/src/lib/ai/agents/feedback/handlers/improve-spelling-and-grammar.ts
@@ -0,0 +1,43 @@
+import { SystemMessage, HumanMessage } from '@langchain/core/messages';
+import { GraphAnnotation } from '../types';
+import { llm } from '../../../llm';
+
+export const improveSpellingAndGrammar = async (state: typeof GraphAnnotation.State) => {
+  const { feedback } = state;
+
+  const greatJobPrompt = `
+    Fix spelling and grammatical errors in the following text. Only fix errors, don't change the meaning.
+    IMPORTANT: If the text is in Hebrew (עברית), you must maintain it in Hebrew. Do NOT translate to any other language.
+    
+    ${feedback.greatJob}
+    `;
+
+  const thinkAboutPrompt = `
+    Fix spelling and grammatical errors in the following text. Only fix errors, don't change the meaning.
+    IMPORTANT: If the text is in Hebrew (עברית), you must maintain it in Hebrew. Do NOT translate to any other language.
+    
+    ${feedback.thinkAbout}
+    `;
+
+  // Fix both feedback sections independently
+  const greatJobResponse = await llm.invoke([
+    new SystemMessage(
+      'You are a spelling and grammar correction assistant. You MUST preserve the original language of the text (Hebrew/עברית). DO NOT translate text into English or any other language.'
+    ),
+    new HumanMessage(greatJobPrompt)
+  ]);
+
+  const thinkAboutResponse = await llm.invoke([
+    new SystemMessage(
+      'You are a spelling and grammar correction assistant. You MUST preserve the original language of the text (Hebrew/עברית). DO NOT translate text into English or any other language.'
+    ),
+    new HumanMessage(thinkAboutPrompt)
+  ]);
+
+  return {
+    feedback: {
+      greatJob: greatJobResponse.content.toString(),
+      thinkAbout: thinkAboutResponse.content.toString()
+    }
+  };
+};
diff --git a/apps/backend/src/lib/ai/agents/feedback/types.ts b/apps/backend/src/lib/ai/agents/feedback/types.ts
new file mode 100644
index 000000000..198eb2447
--- /dev/null
+++ b/apps/backend/src/lib/ai/agents/feedback/types.ts
@@ -0,0 +1,36 @@
+import { Annotation } from '@langchain/langgraph';
+import { z } from 'zod';
+
+export const GraphAnnotation = Annotation.Root({
+  rubric: Annotation<z.infer<typeof RubricSchema>>(),
+  feedback: Annotation<z.infer<typeof FeedbackSchema>>(),
+
+  isValid: Annotation<boolean>(),
+  error: Annotation<string>()
+});
+
+const FeedbackSchema = z.object({
+  greatJob: z.string().describe('Positive feedback highlighting what the team did well'),
+  thinkAbout: z.string().describe('Constructive feedback suggesting areas for improvement')
+});
+
+// eslint-disable-next-line @typescript-eslint/no-unused-vars
+export const RubricSchema = z.object({
+  category: z.string().describe('The judging category for this rubric'),
+  feedback: FeedbackSchema,
+  values: z
+    .record(
+      z.object({
+        value: z.number().describe("A score between 1 and 4 indicating the team's performance"),
+        notes: z
+          .string()
+          .optional()
+          .describe(
+            'Optional note explaining why the team received the highest score (4) for this value'
+          )
+      })
+    )
+    .optional()
+    .describe('Rubric score values'),
+  awards: z.record(z.boolean()).optional().describe('Optional awards selections')
+});
diff --git a/apps/backend/src/lib/ai/agents/feedback/workflow.png b/apps/backend/src/lib/ai/agents/feedback/workflow.png
new file mode 100644
index 000000000..b1a5e111b
Binary files /dev/null and b/apps/backend/src/lib/ai/agents/feedback/workflow.png differ
diff --git a/apps/backend/src/lib/ai/llm.ts b/apps/backend/src/lib/ai/llm.ts
new file mode 100644
index 000000000..379223678
--- /dev/null
+++ b/apps/backend/src/lib/ai/llm.ts
@@ -0,0 +1,3 @@
+import { ChatOpenAI } from '@langchain/openai';
+
+export const llm = new ChatOpenAI({ model: 'gpt-4o', temperature: 0 });
diff --git a/apps/backend/src/main.ts b/apps/backend/src/main.ts
index a83242089..91cfae435 100644
--- a/apps/backend/src/main.ts
+++ b/apps/backend/src/main.ts
@@ -15,6 +15,7 @@ import dashboardRouter from './routers/dashboard/index';
 import websocket from './websocket/index';
 import wsAuth from './middlewares/websocket/auth';
 import wsValidateDivision from './middlewares/websocket/division-validator';
+import aiRouter from './routers/ai-router';
 
 const app = express();
 const server = http.createServer(app);
@@ -39,6 +40,7 @@ app.use('/auth', authRouter);
 app.use('/public', publicRouter);
 app.use('/dashboard', dashboardRouter);
 app.use('/api', apiRouter);
+app.use('/ai', aiRouter);
 
 app.get('/status', (req, res) => {
   res.status(200).json({ ok: true });
diff --git a/apps/backend/src/routers/ai-router.ts b/apps/backend/src/routers/ai-router.ts
new file mode 100644
index 000000000..20184f224
--- /dev/null
+++ b/apps/backend/src/routers/ai-router.ts
@@ -0,0 +1,44 @@
+import { Router } from 'express';
+import { enhanceFeedback } from '../lib/ai/agents/feedback/agent';
+import asyncHandler from 'express-async-handler';
+import { getRubric } from '@lems/database';
+import { ObjectId } from 'mongodb';
+
+const router = Router();
+
+router.post(
+  '/enhance-feedback',
+  asyncHandler(async (req, res) => {
+    const rubric = await getRubric({ _id: new ObjectId('679a55f199042139ba459aa0') });
+    if (!rubric) {
+      res.status(404).json({ error: 'Rubric not found' });
+      return;
+    }
+    console.log('Enhancing feedback for rubric:', rubric.teamId, rubric.category);
+
+    try {
+      const { category, data } = rubric;
+      const { values, feedback, awards } = data;
+      const agentInput = {
+        category,
+        values,
+        feedback,
+        awards
+      };
+      const result = await enhanceFeedback(agentInput);
+      res.status(200).json({
+        message: 'Feedback enhancement process started successfully',
+        original: rubric.data?.feedback,
+        updated: result.feedback
+      });
+    } catch (error) {
+      console.error('Error enhancing feedback:', error);
+      res.status(500).json({
+        error: 'Failed to enhance feedback',
+        details: error instanceof Error ? error.message : 'Unknown error occurred'
+      });
+    }
+  })
+);
+
+export default router;
diff --git a/package-lock.json b/package-lock.json
index ba2cb2815..f1daac30b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -16,6 +16,9 @@
         "@emotion/styled": "^11.14.1",
         "@hello-pangea/dnd": "^18.0.1",
         "@json2csv/plainjs": "^7.0.6",
+        "@langchain/core": "^0.3.57",
+        "@langchain/langgraph": "^0.2.73",
+        "@langchain/openai": "^0.5.11",
         "@mui/icons-material": "^7.1.2",
         "@mui/material": "^7.2.0",
         "@mui/material-nextjs": "^7.1.1",
@@ -59,7 +62,8 @@
         "swr": "^2.3.4",
         "timesync": "^1.0.11",
         "tslib": "^2.8.1",
-        "winston": "^3.17.0"
+        "winston": "^3.17.0",
+        "zod": "^3.25.28"
       },
       "devDependencies": {
         "@babel/core": "^7.26.10",
@@ -2905,6 +2909,12 @@
       "dev": true,
       "license": "(Apache-2.0 AND BSD-3-Clause)"
     },
+    "node_modules/@cfworker/json-schema": {
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/@cfworker/json-schema/-/json-schema-4.1.1.tgz",
+      "integrity": "sha512-gAmrUZSGtKc3AiBL71iNWxDsyUC5uMaKKGdvzYsBoTW/xi42JQHl7eKV2OYzCUqvc+D2RCcf7EXY2iCyFIk6og==",
+      "license": "MIT"
+    },
     "node_modules/@colors/colors": {
       "version": "1.6.0",
       "resolved": "https://registry.npmjs.org/@colors/colors/-/colors-1.6.0.tgz",
@@ -4830,6 +4840,199 @@
         "tslib": "2"
       }
     },
+    "node_modules/@langchain/core": {
+      "version": "0.3.57",
+      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-0.3.57.tgz",
+      "integrity": "sha512-jz28qCTKJmi47b6jqhQ6vYRTG5jRpqhtPQjriRTB5wR8mgvzo6xKs0fG/kExS3ZvM79ytD1npBvgf8i19xOo9Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@cfworker/json-schema": "^4.0.2",
+        "ansi-styles": "^5.0.0",
+        "camelcase": "6",
+        "decamelize": "1.2.0",
+        "js-tiktoken": "^1.0.12",
+        "langsmith": "^0.3.29",
+        "mustache": "^4.2.0",
+        "p-queue": "^6.6.2",
+        "p-retry": "4",
+        "uuid": "^10.0.0",
+        "zod": "^3.22.4",
+        "zod-to-json-schema": "^3.22.3"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@langchain/core/node_modules/@types/retry": {
+      "version": "0.12.0",
+      "resolved": "https://registry.npmjs.org/@types/retry/-/retry-0.12.0.tgz",
+      "integrity": "sha512-wWKOClTTiizcZhXnPY4wikVAwmdYHp8q6DmC+EJUzAMsycb7HB32Kh9RN4+0gExjmPmZSAQjgURXIGATPegAvA==",
+      "license": "MIT"
+    },
+    "node_modules/@langchain/core/node_modules/ansi-styles": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-5.2.0.tgz",
+      "integrity": "sha512-Cxwpt2SfTzTtXcfOlzGEee8O+c+MmUgGrNiBcXnuWxuFJHe6a5Hz7qwhwe5OgaSYI0IJvkLqWX1ASG+cJOkEiA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/@langchain/core/node_modules/p-retry": {
+      "version": "4.6.2",
+      "resolved": "https://registry.npmjs.org/p-retry/-/p-retry-4.6.2.tgz",
+      "integrity": "sha512-312Id396EbJdvRONlngUx0NydfrIQ5lsYu0znKVUzVvArzEIt08V1qhtyESbGVd1FGX7UKtiFp5uwKZdM8wIuQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/retry": "0.12.0",
+        "retry": "^0.13.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/@langchain/core/node_modules/uuid": {
+      "version": "10.0.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-10.0.0.tgz",
+      "integrity": "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
+    "node_modules/@langchain/langgraph": {
+      "version": "0.2.73",
+      "resolved": "https://registry.npmjs.org/@langchain/langgraph/-/langgraph-0.2.73.tgz",
+      "integrity": "sha512-vw+IXV2Q7x/QaykNj3VE/Ak3aPlst3spkpM6zYtqwGkQlhLZU4Lb8PHHPjqNNYHSdOTDj9x4jIRUPZArGHx9Aw==",
+      "license": "MIT",
+      "dependencies": {
+        "@langchain/langgraph-checkpoint": "~0.0.17",
+        "@langchain/langgraph-sdk": "~0.0.32",
+        "uuid": "^10.0.0",
+        "zod": "^3.23.8"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.2.36 <0.3.0 || >=0.3.40 < 0.4.0",
+        "zod-to-json-schema": "^3.x"
+      },
+      "peerDependenciesMeta": {
+        "zod-to-json-schema": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@langchain/langgraph-checkpoint": {
+      "version": "0.0.17",
+      "resolved": "https://registry.npmjs.org/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-0.0.17.tgz",
+      "integrity": "sha512-6b3CuVVYx+7x0uWLG+7YXz9j2iBa+tn2AXvkLxzEvaAsLE6Sij++8PPbS2BZzC+S/FPJdWsz6I5bsrqL0BYrCA==",
+      "license": "MIT",
+      "dependencies": {
+        "uuid": "^10.0.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.2.31 <0.4.0"
+      }
+    },
+    "node_modules/@langchain/langgraph-checkpoint/node_modules/uuid": {
+      "version": "10.0.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-10.0.0.tgz",
+      "integrity": "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
+    "node_modules/@langchain/langgraph-sdk": {
+      "version": "0.0.78",
+      "resolved": "https://registry.npmjs.org/@langchain/langgraph-sdk/-/langgraph-sdk-0.0.78.tgz",
+      "integrity": "sha512-skkUDmEhClWzlsr8jRaS1VpXVBISm5OFd0MUtS1jKRL5pn08K+IJRvHnlzgum9x7Dste9KXGcIGVoR7cNKJQrw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/json-schema": "^7.0.15",
+        "p-queue": "^6.6.2",
+        "p-retry": "4",
+        "uuid": "^9.0.0"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.2.31 <0.4.0",
+        "react": "^18 || ^19"
+      },
+      "peerDependenciesMeta": {
+        "@langchain/core": {
+          "optional": true
+        },
+        "react": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@langchain/langgraph-sdk/node_modules/@types/retry": {
+      "version": "0.12.0",
+      "resolved": "https://registry.npmjs.org/@types/retry/-/retry-0.12.0.tgz",
+      "integrity": "sha512-wWKOClTTiizcZhXnPY4wikVAwmdYHp8q6DmC+EJUzAMsycb7HB32Kh9RN4+0gExjmPmZSAQjgURXIGATPegAvA==",
+      "license": "MIT"
+    },
+    "node_modules/@langchain/langgraph-sdk/node_modules/p-retry": {
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+      "resolved": "https://registry.npmjs.org/p-retry/-/p-retry-4.6.2.tgz",
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+      "integrity": "sha512-LICb2p9CB7FS+0eR1oqWnHhp0FljGLZCWBE9aix0Uye9W8LTQPwMTYVGWQWIw9RdQiDg4+epXQODwIYJtSJaow==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=4"
+      }
+    },
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       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/p-limit/-/p-limit-3.1.0.tgz",
@@ -23648,6 +24099,22 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/p-queue": {
+      "version": "6.6.2",
+      "resolved": "https://registry.npmjs.org/p-queue/-/p-queue-6.6.2.tgz",
+      "integrity": "sha512-RwFpb72c/BhQLEXIZ5K2e+AhgNVmIejGlTgiB9MzZ0e93GRvqZ7uSi0dvRF7/XIXDeNkra2fNHBxTyPDGySpjQ==",
+      "license": "MIT",
+      "dependencies": {
+        "eventemitter3": "^4.0.4",
+        "p-timeout": "^3.2.0"
+      },
+      "engines": {
+        "node": ">=8"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
     "node_modules/p-retry": {
       "version": "6.2.1",
       "resolved": "https://registry.npmjs.org/p-retry/-/p-retry-6.2.1.tgz",
@@ -23666,6 +24133,18 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/p-timeout": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/p-timeout/-/p-timeout-3.2.0.tgz",
+      "integrity": "sha512-rhIwUycgwwKcP9yTOOFK/AKsAopjjCakVqLHePO3CC6Mir1Z99xT+R63jZxAT5lFZLa2inS5h+ZS2GvR99/FBg==",
+      "license": "MIT",
+      "dependencies": {
+        "p-finally": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/p-try": {
       "version": "2.2.0",
       "resolved": "https://registry.npmjs.org/p-try/-/p-try-2.2.0.tgz",
@@ -25623,7 +26102,6 @@
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-      "dev": true,
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@@ -26780,6 +27258,12 @@
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       "license": "MIT"
     },
+    "node_modules/simple-wcswidth": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/simple-wcswidth/-/simple-wcswidth-1.0.1.tgz",
+      "integrity": "sha512-xMO/8eNREtaROt7tJvWJqHBDTMFN4eiQ5I4JRMuilwfnFcV5W9u7RUkueNkdw0jPqGMX36iCywelS5yilTuOxg==",
+      "license": "MIT"
+    },
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       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/slash/-/slash-3.0.0.tgz",
@@ -29021,6 +29505,15 @@
         "defaults": "^1.0.3"
       }
     },
+    "node_modules/web-streams-polyfill": {
+      "version": "4.0.0-beta.3",
+      "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-4.0.0-beta.3.tgz",
+      "integrity": "sha512-QW95TCTaHmsYfHDybGMwO5IJIM93I/6vTRk+daHTWFPhwh+C8Cg7j7XyKrwrj8Ib6vYXe0ocYNrmzY4xAAN6ug==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/webidl-conversions": {
       "version": "7.0.0",
       "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-7.0.0.tgz",
@@ -29862,7 +30355,7 @@
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-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "engines": {
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@@ -30036,14 +30529,23 @@
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     "node_modules/zod": {
-      "version": "3.24.3",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.24.3.tgz",
-      "integrity": "sha512-HhY1oqzWCQWuUqvBFnsyrtZRhyPeR7SUGv+C4+MsisMuVfSPx8HpwWqH8tRahSlt6M3PiFAcoeFhZAqIXTxoSg==",
+      "version": "3.25.28",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.28.tgz",
+      "integrity": "sha512-/nt/67WYKnr5by3YS7LroZJbtcCBurDKKPBPWWzaxvVCGuG/NOsiKkrjoOhI8mJ+SQUXEbUzeB3S+6XDUEEj7Q==",
       "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
     },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.24.5",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
+      "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.24.1"
+      }
+    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/package.json b/package.json
index 960b6bfdb..82b34a372 100644
--- a/package.json
+++ b/package.json
@@ -19,6 +19,9 @@
     "@emotion/styled": "^11.14.1",
     "@hello-pangea/dnd": "^18.0.1",
     "@json2csv/plainjs": "^7.0.6",
+    "@langchain/core": "^0.3.57",
+    "@langchain/langgraph": "^0.2.73",
+    "@langchain/openai": "^0.5.11",
     "@mui/icons-material": "^7.1.2",
     "@mui/material": "^7.2.0",
     "@mui/material-nextjs": "^7.1.1",
@@ -62,7 +65,8 @@
     "swr": "^2.3.4",
     "timesync": "^1.0.11",
     "tslib": "^2.8.1",
-    "winston": "^3.17.0"
+    "winston": "^3.17.0",
+    "zod": "^3.25.28"
   },
   "devDependencies": {
     "@babel/core": "^7.26.10",