Karel Mráz

Karel Mráz Web Dev • AI
co-founder of Atheros Intelligence

Your AI ignores half the rules you write down. A rule in a doc is just a suggestion — and an LLM is non-deterministic, s...
23/07/2026

Your AI ignores half the rules you write down. A rule in a doc is just a suggestion — and an LLM is non-deterministic, so it follows the ones it feels like. The fix: stop instructing, start enforcing.

Swipe for 6 guardrails that make your rules impossible to skip 👇
1) Make the AI fix itself (lint messages it reads and corrects)
2) A deterministic script, not an AI scan (grep = zero tokens)
3) The orchestrator: one chat running a squad of agents
4) Make `rm -rf` impossible (a deny rule, not a warning)
5) Give components a catalog
6) Make code earn its way to prod

Save this for your next setup, and follow for more 🚀

Adresa

Prague

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