// AI.CODING.WITH.JUDGMENT

troels.im

Notes from building Compound Coders, shipping products using AI, and turning agent output into verified software. The work lives where prompts meet repo memory, recovery habits, and production evidence.

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Prompting, repo memory, product judgment

Bring a messy AI coding session, a product bet, or a repo workflow.

How do I ship this without trusting vibes?

We turn it into context, checks, recovery paths, and a small verified release.

Ask about AI-assisted shipping...send

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// OPERATING.SYSTEM

Modern AI work needs a repo-shaped system.

The training connects five levers: mindset, accurate prompting, context engineering, evaluation and recovery, and agent-oriented repository organization.

01Raise the turn success before chasing speed: Frame tasks with role, context, constraints, output shape, examples, and acceptance criteria.
02Build repo memory: Move product, workflow, engineering, and shipping memory out of chat so agents stop starting from zero.
03Ship through verified loops: Prototype when the shape is unclear, turn evidence into product direction, then build small checked issues.

// LATEST.NOTES

Fresh experiments, essays, and videos.

Short, practical pieces from the edge of AI-assisted software work.

EventEnded

Day #1 - Shipping Until $1M

Friday, 17 July 2026 at 11:00–13:00 Europe/Copenhagen

Let's vibe code and ship until we reach $1M. In this daily stream I document my progress towards $1M. You will either learn what to do or what not to do as I cover everything from building with AI to marketing.Come join us 👉 https://discord.gg/mYnecZky6

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