Full-Stack AI & Systems Roadmap
MLOps, LLMOps & Production Observability
OpenTelemetry tracing, LangSmith, TTFT metrics, continuous evaluation, and canary prompts.
1 week · wk 28Applied pace4 topics12 Interview Questions
Why this pace:You cannot manage what you do not measure. LLMOps provides full distributed trace visibility across chains, token cost breakdowns, latency percentiles, and regression test suites.
SEC FOCUS
Ensure prompt observability traces redact passwords, access tokens, and sensitive customer payloads before persisting logs to third-party dashboards.
Topics & Action Items (4)
01
Distributed Tracing & OpenTelemetry for LLM Systems
4 hrs02
Production LLM Metrics: TTFT, TPS & Latency Percentiles
3 hrs03
CI/CD Automated Prompt Regression Testing
4 hrs04
Deployment Strategies: Canary Prompts & Shadow Traffic
3 hrs