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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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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.