Agent hierarchies, hand-off contracts, orchestration
By Sebastian Chedal
Anthropic’s engineering team published one of the cleanest write-ups available on how a multi-agent system actually works in practice. The post is about Claude Research, an orchestrator-subagent pattern built for breadth-first research. The architecture is optimized for a particular task class, and the price of admission is a roughly fifteenfold token cost compared to a…
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
How We Run Claude Code and Codex Together in Production: Claude Code Drives, Codex Executes Most teams treat Codex and Claude Code as a choice to make. The pattern that compounds, as of April 2026, is to run them together: not in parallel, but hierarchically. Claude Code (Opus 4.7) is the driver. It plans, holds…
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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