atlas/tickets/backlog/TICKET-024_llm-logging-metrics.md
ilia 7c633a02ed Initialize project structure with essential files and documentation
- Added .cursorrules for project guidelines and context
- Created README.md for project overview and goals
- Established ARCHITECTURE.md for architectural documentation
- Set up tickets directory with initial ticket management files
- Included .gitignore to manage ignored files and directories

This commit lays the foundation for the Atlas project, ensuring a clear structure for development and collaboration.
2026-01-05 20:09:44 -05:00

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Markdown

# Ticket: LLM Logging & Metrics
## Ticket Information
- **ID**: TICKET-024
- **Title**: LLM Logging & Metrics
- **Type**: Feature
- **Priority**: Medium
- **Status**: Backlog
- **Track**: LLM Infra
- **Milestone**: Milestone 2 - Voice Chat MVP
- **Created**: 2024-01-XX
## Description
Implement logging and metrics for LLM services:
- Structured logs (prompt, tools called, latency, cost estimates)
- GPU usage dashboards
- Request/response logging
- Error tracking
## Acceptance Criteria
- [ ] Structured logging implemented
- [ ] Log format includes: prompt, tools, latency
- [ ] GPU usage monitoring
- [ ] Basic metrics dashboard
- [ ] Error logging and alerting
## Technical Details
Logging format:
- JSON structured logs
- Fields: timestamp, agent, prompt, tools, latency, tokens, errors
- GPU metrics: utilization, memory, temperature
- Storage: local files or time-series DB
## Dependencies
- TICKET-021 (4080 server)
- TICKET-022 (1050 server)
## Related Files
- `home-voice-agent/monitoring/` (to be created)
## Notes
Important for debugging and optimization. Can be enhanced over time.