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911d362ba2f7382de3b5735e475f03c8cf83840d
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3 Commits

Author SHA1 Message Date
Jordan Ramos
911d362ba2 Optimize for Claude Agent SDK: Memory, context, and model selection 
## Memory & Context Optimizations

### agent.py
- MAX_CONTEXT_MESSAGES: 10 → 20 (better conversation coherence)
- MEMORY_RESPONSE_PREVIEW_LENGTH: 200 → 500 (richer memory storage)
- MAX_CONVERSATION_HISTORY: 50 → 100 (longer session continuity)
- search_hybrid max_results: 2 → 5 (better memory recall)
- System prompt: Now mentions tool count and flat-rate subscription
- Memory format: Changed "User (username)/Agent" to "username/Garvis"

### llm_interface.py
- Added claude_agent_sdk model (Sonnet) to defaults
- Mode-based model selection:
  * Agent SDK → Sonnet (best quality, flat-rate)
  * Direct API → Haiku (cheapest, pay-per-token)
- Updated logging to show active model

## SOUL.md Rewrite

- Added Garvis identity (name, email, role)
- Listed all 17 tools (was missing 12 tools)
- Added "Critical Behaviors" section
- Emphasized flat-rate subscription benefits
- Clear instructions to always check user profiles

## Benefits

With flat-rate Agent SDK:
- ✅ Use Sonnet for better reasoning (was Haiku)
- ✅ 2x context messages (10 → 20)
- ✅ 2.5x memory results (2 → 5)
- ✅ 2.5x richer memory previews (200 → 500 chars)
- ✅ Bot knows its name and all capabilities
- ✅ Zero marginal cost for thoroughness

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
 2026-02-15 10:22:23 -07:00
Jordan Ramos
8afff96bb5 Add API usage tracking and dynamic task reloading 
Features:
- Usage tracking system (usage_tracker.py)
  - Tracks input/output tokens per API call
  - Calculates costs with support for cache pricing
  - Stores data in usage_data.json (gitignored)
  - Integrated into llm_interface.py

- Dynamic task scheduler reloading
  - Auto-detects YAML changes every 60s
  - No restart needed for new tasks
  - reload_tasks() method for manual refresh

- Example cost tracking scheduled task
  - Daily API usage report
  - Budget tracking ($5/month target)
  - Disabled by default in scheduled_tasks.yaml

Improvements:
- Fixed tool_use/tool_result pair splitting bug (CRITICAL)
- Added thread safety to agent.chat()
- Fixed N+1 query problem in hybrid search
- Optimized database batch queries
- Added conversation history pruning (50 messages max)

Updated .gitignore:
- Exclude user profiles (memory_workspace/users/*.md)
- Exclude usage data (usage_data.json)
- Exclude vector index (vectors.usearch)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
 2026-02-13 23:38:44 -07:00
Jordan Ramos
a99799bf3d Initial commit: Ajarbot with optimizations 
Features:
- Multi-platform bot (Slack, Telegram)
- Memory system with SQLite FTS
- Tool use capabilities (file ops, commands)
- Scheduled tasks system
- Dynamic model switching (/sonnet, /haiku)
- Prompt caching for cost optimization

Optimizations:
- Default to Haiku 4.5 (12x cheaper)
- Reduced context: 3 messages, 2 memory results
- Optimized SOUL.md (48% smaller)
- Automatic caching when using Sonnet (90% savings)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
 2026-02-13 19:06:28 -07:00