Multi-Agent Coding: Orchestration Patterns From Production
What multi-agent coding actually looks like in production: pipelines, adversarial review, fan-out, and the failure modes that only show up when it runs daily.
Notes on building with AI — development, agents, and creativity.
What multi-agent coding actually looks like in production: pipelines, adversarial review, fan-out, and the failure modes that only show up when it runs daily.
Agentic coding doesn't just speed up programming — it moves the job. Specification becomes the work, review becomes the bottleneck, judgment stays yours.
Seven small habits that make Claude Code more useful: ask for the plan before the diff, point at real files, and hand over the command that proves the work.
What context engineering actually is, the five layers of a context system that runs a real portfolio daily, and how to build yours — from the first file to unattended agents.
Claude Code vs Cursor from someone whose companies run on one of them daily — where each tool genuinely wins, and the one question that decides which you need.
What Claude Code skills are, when they fire, and how to build ones that actually get used — from someone running eleven production repos on them daily.
What happened when I handed my entire codebase portfolio to an AI agent with a two-phase brief: audit everything, then — with my approval — fix everything.