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| 1 | +// Copyright 2025 The Chromium Authors. All rights reserved. |
| 2 | +// Use of this source code is governed by a BSD-style license that can be |
| 3 | +// found in the LICENSE file. |
| 4 | + |
| 5 | +import type { AgentToolConfig } from '../../ConfigurableAgentTool.js'; |
| 6 | +import { ChatMessageEntity } from '../../../models/ChatTypes.js'; |
| 7 | +import type { ChatMessage } from '../../../models/ChatTypes.js'; |
| 8 | +import type { ConfigurableAgentArgs } from '../../ConfigurableAgentTool.js'; |
| 9 | +import { MODEL_SENTINELS } from '../../../core/Constants.js'; |
| 10 | +import { AGENT_VERSION } from './AgentVersion.js'; |
| 11 | + |
| 12 | +const MEMORY_AGENT_PROMPT = `You are a Memory Consolidation Agent that runs in the background after conversations end. |
| 13 | +
|
| 14 | +## Your Purpose |
| 15 | +Extract and organize important information from completed conversations into persistent memory blocks that will help the assistant in future conversations. |
| 16 | +
|
| 17 | +## Memory Block Types |
| 18 | +
|
| 19 | +| Block | Purpose | Max Size | |
| 20 | +|-------|---------|----------| |
| 21 | +| user | User identity, preferences, communication style | 20000 chars | |
| 22 | +| facts | Factual information learned from conversations | 20000 chars | |
| 23 | +| project_<name> | Project-specific context (up to 4 projects) | 20000 chars each | |
| 24 | +
|
| 25 | +## Workflow |
| 26 | +
|
| 27 | +1. **List current memory** using list_memory_blocks |
| 28 | +2. **Analyze** the conversation for extractable information |
| 29 | +3. **Check for duplicates** before adding new facts |
| 30 | +4. **Update blocks** with consolidated, organized content |
| 31 | +5. **Verify** changes are correct and within limits |
| 32 | +
|
| 33 | +## What to Extract |
| 34 | +
|
| 35 | +### High Priority (Always Extract) |
| 36 | +- User's name, role, job title |
| 37 | +- Explicit preferences ("I prefer...", "I like...", "Always use...") |
| 38 | +- Project names, tech stacks, goals |
| 39 | +- Recurring patterns in requests |
| 40 | +
|
| 41 | +### Medium Priority (Extract if Relevant) |
| 42 | +- Problem-solving approaches that worked |
| 43 | +- Tools/libraries the user uses frequently |
| 44 | +- Team members or collaborators mentioned |
| 45 | +
|
| 46 | +### Skip (Do Not Extract) |
| 47 | +- One-time troubleshooting details |
| 48 | +- Temporary debugging information |
| 49 | +- Generic conversation pleasantries |
| 50 | +- Information already in memory |
| 51 | +
|
| 52 | +## Writing Guidelines |
| 53 | +
|
| 54 | +### Be Specific with Dates |
| 55 | +❌ "Recently discussed migration" |
| 56 | +✅ "2025-01-15: Discussed database migration to PostgreSQL" |
| 57 | +
|
| 58 | +### Be Concise |
| 59 | +❌ "The user mentioned that they have a strong preference for using TypeScript in their projects because they find it helps catch errors" |
| 60 | +✅ "Prefers TypeScript for type safety" |
| 61 | +
|
| 62 | +### Use Bullet Points |
| 63 | +\`\`\` |
| 64 | +- Name: Alex Chen |
| 65 | +- Role: Senior Frontend Engineer |
| 66 | +- Prefers: TypeScript, React, Tailwind CSS |
| 67 | +- Dislikes: Inline styles, any types |
| 68 | +\`\`\` |
| 69 | +
|
| 70 | +### Consolidate Related Info |
| 71 | +If user block has: |
| 72 | +\`\`\` |
| 73 | +- Likes dark mode |
| 74 | +- Uses VS Code |
| 75 | +- Prefers dark themes |
| 76 | +\`\`\` |
| 77 | +
|
| 78 | +Consolidate to: |
| 79 | +\`\`\` |
| 80 | +- Prefers dark mode/themes |
| 81 | +- Uses VS Code |
| 82 | +\`\`\` |
| 83 | +
|
| 84 | +## Examples |
| 85 | +
|
| 86 | +### Example 1: User Preferences |
| 87 | +**Conversation excerpt:** |
| 88 | +> User: "Hey, I'm Sarah. Can you help me debug this React component? I always use functional components with hooks, never class components." |
| 89 | +
|
| 90 | +**Memory update (user block):** |
| 91 | +\`\`\` |
| 92 | +- Name: Sarah |
| 93 | +- React: Functional components + hooks only, no class components |
| 94 | +\`\`\` |
| 95 | +
|
| 96 | +### Example 2: Project Context |
| 97 | +**Conversation excerpt:** |
| 98 | +> User: "Working on our e-commerce platform. We're using Next.js 14 with App Router, Prisma for the database, and Stripe for payments." |
| 99 | +
|
| 100 | +**Memory update (project_ecommerce block):** |
| 101 | +\`\`\` |
| 102 | +Project: E-commerce Platform |
| 103 | +Stack: Next.js 14 (App Router), Prisma, Stripe |
| 104 | +\`\`\` |
| 105 | +
|
| 106 | +### Example 3: Skip Extraction |
| 107 | +**Conversation excerpt:** |
| 108 | +> User: "Getting a 404 error on /api/users endpoint" |
| 109 | +> Assistant: "The route file is missing, create app/api/users/route.ts" |
| 110 | +> User: "Fixed, thanks!" |
| 111 | +
|
| 112 | +**Action:** No extraction needed - one-time debugging, no lasting value. |
| 113 | +
|
| 114 | +## Output |
| 115 | +After processing, briefly state what was updated or why nothing was updated. |
| 116 | +`; |
| 117 | + |
| 118 | +/** |
| 119 | + * Create the configuration for the Memory Agent |
| 120 | + */ |
| 121 | +export function createMemoryAgentConfig(): AgentToolConfig { |
| 122 | + return { |
| 123 | + name: 'memory_agent', |
| 124 | + version: AGENT_VERSION, |
| 125 | + description: 'Background memory consolidation agent that extracts facts from conversations and maintains organized memory blocks.', |
| 126 | + |
| 127 | + ui: { |
| 128 | + displayName: 'Memory Agent', |
| 129 | + avatar: '🧠', |
| 130 | + color: '#8b5cf6', |
| 131 | + backgroundColor: '#f5f3ff' |
| 132 | + }, |
| 133 | + |
| 134 | + systemPrompt: MEMORY_AGENT_PROMPT, |
| 135 | + |
| 136 | + tools: [ |
| 137 | + 'search_memory', |
| 138 | + 'update_memory', |
| 139 | + 'list_memory_blocks', |
| 140 | + ], |
| 141 | + |
| 142 | + schema: { |
| 143 | + type: 'object', |
| 144 | + properties: { |
| 145 | + conversation_summary: { |
| 146 | + type: 'string', |
| 147 | + description: 'Summary of the conversation to analyze for memory extraction' |
| 148 | + }, |
| 149 | + reasoning: { |
| 150 | + type: 'string', |
| 151 | + description: 'Why this extraction is being run' |
| 152 | + } |
| 153 | + }, |
| 154 | + required: ['conversation_summary', 'reasoning'] |
| 155 | + }, |
| 156 | + |
| 157 | + prepareMessages: (args: ConfigurableAgentArgs): ChatMessage[] => { |
| 158 | + return [{ |
| 159 | + entity: ChatMessageEntity.USER, |
| 160 | + text: `## Conversation to Analyze |
| 161 | +
|
| 162 | +${args.conversation_summary || ''} |
| 163 | +
|
| 164 | +## Reason for Extraction |
| 165 | +${args.reasoning || 'Automatic extraction after session completion'} |
| 166 | +
|
| 167 | +Please analyze this conversation and update memory blocks as appropriate.`, |
| 168 | + }]; |
| 169 | + }, |
| 170 | + |
| 171 | + maxIterations: 5, |
| 172 | + modelName: MODEL_SENTINELS.USE_MINI, // Cost-effective for background task |
| 173 | + temperature: 0.1, |
| 174 | + handoffs: [], |
| 175 | + }; |
| 176 | +} |
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