hsynneva notebook https://hsynneva.com/ AI experiments, automation workflows, FPV atmosphere, and practical systems notes. en A safer lane for AI code triage https://hsynneva.com/blog-clawsweeper-operator-ledger.html https://hsynneva.com/blog-clawsweeper-operator-ledger.html Mon, 27 Apr 2026 00:00:00 +0000 A product note on turning ClawSweeper's useful pattern into a local operator ledger for AI-assisted issue and pull request triage. AI ops on an early-access game server https://hsynneva.com/blog-windrose-game-server-ai-ops.html https://hsynneva.com/blog-windrose-game-server-ai-ops.html Sun, 26 Apr 2026 00:00:00 +0000 A Windrose server went live on a Windows 11 VM the same hour a friend asked, then stabilized through practical AI-assisted operations. The operator control plane is the product https://hsynneva.com/blog-operator-control-plane.html https://hsynneva.com/blog-operator-control-plane.html Fri, 24 Apr 2026 00:00:00 +0000 A practical note on why the useful AI stack is not a model choice but the control surface around delegation, verification, memory, and deployment. AI design tools need an apply boundary https://hsynneva.com/blog-ai-design-apply-boundary.html https://hsynneva.com/blog-ai-design-apply-boundary.html Wed, 22 Apr 2026 00:00:00 +0000 A practical note on using AI for frontend design without letting generated patches silently become production changes. Local-first memory for agents is an operations problem https://hsynneva.com/blog-local-first-agent-memory.html https://hsynneva.com/blog-local-first-agent-memory.html Sun, 19 Apr 2026 00:00:00 +0000 Persistent memory helps only when it reduces repeated steering without becoming a second, fuzzier source of truth. Boring website ops beats heroic redesigns https://hsynneva.com/blog-boring-website-ops.html https://hsynneva.com/blog-boring-website-ops.html Thu, 16 Apr 2026 00:00:00 +0000 The useful web operations loop is small: check live status, crawlability, deployment freshness, screenshots, and the few regressions users actually feel. FPV drone maintenance 101: keeping a fleet airworthy https://hsynneva.com/blog-fpv-drone-maintenance.html https://hsynneva.com/blog-fpv-drone-maintenance.html Sun, 05 Apr 2026 00:00:00 +0000 Essential checks, common repairs, and preventive maintenance to keep an FPV fleet airworthy. I built a multi-agent AI system that actually works https://hsynneva.com/blog-multi-agent-ai.html https://hsynneva.com/blog-multi-agent-ai.html Fri, 20 Mar 2026 00:00:00 +0000 A layered multi-agent system with 8 agents, local LLMs on Ollama, and Claude as orchestrator.