// 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.
Chat with Troels AI
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.
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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.
No public notes are available right now.