Tag
#mlops
5 posts tagged mlops.
- monitoring
A Lean 4 stability proof for tool-mediated LLM agents, and what it means for your runbook
A new arXiv paper certifies controllability and ISS robustness for an LLM-driven SOC agent using Lean 4. The MLOps takeaway is simpler than the math: monitor the action catalog, not the model.
- deep-dive
The Authority Gap Is an Observability Problem: What MLOps Teams Should Actually Instrument
Orchid Security's framing of agent governance as a delegation problem lands in the lap of ML observability teams. The instrumentation we already own decides whether the authority graph is real or theatre.
- infra
Local Coding Assistants Have Crossed the Quality Bar — Now You Own the Observability
A practitioner's Reddit report on running Qwen3.6-27B locally signals a real inflection point. But moving off managed cloud APIs shifts monitoring responsibilities squarely onto your own infra.
- monitoring
The Authority Gap Is an Observability Problem: What MLOps Teams Should Borrow
A new framing of AI agent risk argues that delegation, not identity, is the missing telemetry. ML platform teams already have the substrate to fix it.
- deep-dive
The Agent Authority Gap Is an Observability Problem in a Security Costume
Security vendors are pitching 'continuous observability' as the answer to ungoverned AI agents. ML platform teams already shipped most of the pipes. The missing piece is identity context inside the trace span — and that is a schema fight, not a tooling fight.