AI integration engineer building agentic developer workflows, platform systems, and operator-grade automation.https://sandruk.org/https://sandruk.org/blog/ai-code-review-verification-loops/https://sandruk.org/blog/ai-code-review-verification-loops/Why AI code review should end in a check against the real system, not a confident comment thread.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/ai-human-distillation/https://sandruk.org/blog/ai-human-distillation/A short note on using AI to compress human context without sanding off judgment, voice, and uncertainty.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/ai-sdlc-verification-loop/https://sandruk.org/blog/ai-sdlc-verification-loop/An AI agent's claim is useful only after it is tied to a check the real system can pass.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/decision-records-for-agents/https://sandruk.org/blog/decision-records-for-agents/How lightweight decision records keep agent work recoverable without turning every chat into a source of truth.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/gitops-fanout/https://sandruk.org/blog/gitops-fanout/In a multi-machine agent workflow, pushing to origin is only the first half of keeping work recoverable.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/hermes-runtime-flight-recorder/https://sandruk.org/blog/hermes-runtime-flight-recorder/A note on keeping agent runtime inspectable without pretending Git is the whole memory system.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/metaclaw-continuous-adaptation/https://sandruk.org/blog/metaclaw-continuous-adaptation/Why continuous adaptation is an operator problem, not only a model capability.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/openclaw-onboarding-pack/https://sandruk.org/blog/openclaw-onboarding-pack/Long-form context is valuable, but onboarding needs a smaller package people can actually use.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/paperclip-control-plane/https://sandruk.org/blog/paperclip-control-plane/Useful agent systems need routing, state, and operator visibility more than another chat box.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/quota-visibility-runtime-checks/https://sandruk.org/blog/quota-visibility-runtime-checks/Quota limits should be visible product behavior, not a surprise runtime failure.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/symphony-live-tasks/https://sandruk.org/blog/symphony-live-tasks/Live tasks reveal what agent coding tools handle well and where operators still need stronger checks.Sat, 23 May 2026 00:00:00 GMThttps://sandruk.org/blog/task-json-ssot/https://sandruk.org/blog/task-json-ssot/Typed task artifacts give agents a stable source of truth while boards and dashboards stay projection-only.Sat, 23 May 2026 00:00:00 GMT