Deep dives on AI infrastructure, MLOps, GPU clusters, and building with agents.
Technical brief: ring promotion control plane, version-verified health, kubectl / GitHub Actions / k8sjob deployers, and AI-powered deployment workfl…
Technical brief: OpenResty hot-path gateway, CDN cache, WAF, POPs/DNS, MCP management, and the Agents Gateway / MCP Gateway roadmap
Technical brief: three-mode incident loop, install (source/Helm/Docker/iOS), AutoPilot safety rails, MCP, runbooks, and production checklist
Workstation deep dive: architecture, Ollama tags/MLX, Meta benchmark matrix vs Gemma4-31B & Qwen3.6-27B, evaluation methodology, and production check…
Enterprise reference: MCP OAuth 2.1 + EMA, VPN integration, Vault dynamic secrets, auto-rotation, lease revoke, and vendor setup matrix
Formal DL definition, layer stack, ML ⊃ DL ⊃ gen AI, task taxonomy with metrics, failure modes, and a deploy decision flow for humans and AI agents
Workstation deep dive: Kimi K3 specs and license caveats, serving reality, MCP 2026-07-28, expanded open-model radar, hybrid routers, and production…
