Agent hierarchies, hand-off contracts, orchestration
By Sebastian Chedal
When Anthropic released their multi-agent blueprint, we didn’t just read it—we deployed it. Over the last few months, we’ve validated their architectural patterns in production. Here is a look at what actually worked when rubber met the road, and where we had to adapt their reference designs for real-world reliability. Anthropic’s engineering team published one…
By Sebastian Chedal
If you run a website in 2026, you have probably watched three different articles about MCP, A2A, and UCP scroll past in the last two weeks and wondered whether any of it changes what you should be doing this quarter. The short answer is yes, but probably less than the headlines suggest, and not in…
By Sebastian Chedal
(June update: Since our initial test, we’ve spent another three weeks running Codex 5.5 and Claude Code 4.7 head-to-head in our production environment. We’ve gathered hard data on where each agent excels when solving real tickets. Here is our breakdown of how these two coding agents actually perform when harnessed together.) How We Run Claude…
By Sebastian Chedal
The Scheduling Problem Completion-triggered orchestration is an architectural pattern where only the pipeline’s entry point runs on a schedule. Every downstream stage fires automatically when its predecessor completes. We run a multi-stage autonomous content pipeline on fixed schedules — or we did, until the scheduling layer became the bottleneck. This article is about the scheduling…
By Sebastian Chedal
Why We Built an Autonomous Content Pipeline Fountain City is a 27-year-old technology studio. We build autonomous AI systems for clients, and we need a steady stream of research-backed content to support that work. Blog posts, service pages, landing pages, SEO optimization, social distribution. The kind of output that would normally require a content strategist,…
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