claude-code.

The difference between one interactive session and ten agents while you sleep isn't model intelligence. It's whether each agent has a contract dense enough to work without you.

Same words, different architectures. When to delegate with subagents, when to collaborate with agent teams, and when tmux background sessions beat both.

A 1M-token window doesn't remove the constraint. It moves it from running out of room to filling the room with the wrong things. Three defenses from a year of fleet operation.

A practical Git workflow for vibe coding with AI: clean branches, atomic commits via git add -p, intent-driven messages, and PR review as the final gate.

From single-prompt user to fleet operator: the eight components of a personal AI OS, and what shipping each one taught me.

Token saturation is the only signal that matters. Wall-clock time, idle time, vibe, all decoys.

Every long-running agent lives in a detached tmux session named after its job. Six months of fleet operation distilled to one rule.