Stop prompting. Start writing loops
The Claude Code team just published how loops actually work. Here is the mental model free, and the 12 ready-to-run loop recipes that hand your busywork to an agent
The head of Claude Code stopped prompting.
“I don’t prompt Claude anymore. I have loops running that prompt Claude and figuring out what to do. My job is to write loops.”
That is Boris Cherny, and the numbers behind the shift are public now. Bun’s team used agent loops to rewrite roughly 750,000 lines from Zig to Rust in 11 days, with 99.8% of tests passing. Stripe compressed a migration inside a 50-million-line codebase into a single day. One dev shipped a $50K contract for $297 in tokens.
A loop is an agent repeating cycles of work until a stop condition is met. The skill is picking the right one, and the Claude Code team defines four:
Turn-based. You prompt, Claude works, you check. Every session you already run. You hand off the check by encoding verification as a skill.
Goal-based (/goal). You define done, and a second model judges every attempt to stop. You hand off the stop condition.
Time-based (/loop, /schedule). The prompt reruns on an interval, locally or in the cloud. You hand off the trigger.
Proactive. Schedule + goal + parallel workflows, running with zero humans in the loop. You hand off the prompt itself.

Read that list again as a ladder. Each rung hands the agent one more piece of your job, and most people stay parked on rung one.
That mental model is yours free. The gap between knowing it and running it is the exact commands, the verification skills, the stop conditions that resist gaming, and the cost guardrails, because the same primitives that shipped Bun’s rewrite have burned teams for $47,000 when left alone.
Behind the paywall:
▫️ The 12 loop recipes, exact copy-paste commands for engineering and non-engineering work
▫️ The /goal evaluator mechanic, why a second model judges “done” and how to write conditions it can verify
▫️ The verification skill template, the single change Boris says 2-3x’s output quality
▫️ The cost math, what a loop beat costs, the $1,000-a-month cadence trap, and the model-routing lever
▫️ The guardrail checklist, turn caps, circuit breakers, and the blowup stories behind each rule
▫️ The failure-mode file, reward hacking, agentic laziness, and the Dumb Zone
▫️ The decision table, which loop for which job, on one screen
▫️ The escalation path, from your first /goal to a proactive loop that runs while you sleep
One subscription unlocks every system
This is one build in a growing library. Premium opens all of them:
▫️ Loop engineering for coding agents
▫️ The Claude managed agents guide
Plus a fresh system every week. One loop that babysits your PRs for a month pays the subscription back in an afternoon.
🔁 The Loop Library
The 12 recipes, the evaluator mechanic, the verification template, the cost math, the guardrails, and the decision table, in one system.
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