https://ice4legends.com/notes Technical essays on QA testing, distributed systems, autonomous AI multi-agent workflows, and resilient front-end engineering. en-us Fri, 18 Sep 2026 20:26:30 GMT https://ice4legends.com/notes/testing-distributed-state-and-realtime-sockets https://ice4legends.com/notes/testing-distributed-state-and-realtime-sockets Mon, 04 Aug 2025 00:00:00 GMT The war stories of multi-client WebSocket race conditions, optimistic UI desync, and why network latency throttling is mandatory before shipping. QA WebSockets Distributed Systems https://ice4legends.com/notes/orchestrating-multi-agent-workflows https://ice4legends.com/notes/orchestrating-multi-agent-workflows Thu, 12 Jun 2025 00:00:00 GMT Moving past single-prompt chat windows. How I orchestrate a Supervisor-Worker agent hierarchy (Architect -> Builder -> Deployer) to design, audit, and deploy production software. AI Agents Architecture Engineering https://ice4legends.com/notes/deploying-this-site-docker-cloudflare https://ice4legends.com/notes/deploying-this-site-docker-cloudflare Tue, 15 Apr 2025 00:00:00 GMT No fancy hosting. This portfolio runs in Docker on my own computer, exposed to the world through a Cloudflare Tunnel. Here’s the setup and why I like it. DevOps Docker Deployment https://ice4legends.com/notes/building-with-ai-assisted-development https://ice4legends.com/notes/building-with-ai-assisted-development Sat, 08 Mar 2025 00:00:00 GMT A password manager, a chat platform, and an AI marketplace — built with a lot of help from AI tools. No pretending otherwise. Here’s what that actually looked like. AI Web Dev Projects https://ice4legends.com/notes/what-qa-at-ea-taught-me https://ice4legends.com/notes/what-qa-at-ea-taught-me Mon, 20 Jan 2025 00:00:00 GMT Before I built my own stuff, I spent my days breaking other people’s. Here’s what QA at EA and PixelBowl actually taught me. QA Testing Career