jhaizhou-ops / karma
PublicMake AI Agents never violate your rules in long tasks — auto-correct violations before they frustrate you. Pure-engineering zero-LLM hook system for Claude Code / Codex CLI / Gemini CLI. Measured violation rate ≈ 0%.
Karma is a lightweight system that ensures AI coding assistants consistently follow your personal guidelines during extended interactions by injecting reminders and blocking violations in real time.
How It Works
You hear about karma while using your AI coding buddy and struggling with it forgetting your instructions over long chats.
You grab it and set it up in seconds so it works with your AI helper right away.
You describe a few key preferences like 'think long-term' or 'keep things non-blocking' in simple words, and it understands perfectly.
You refresh your AI helper, and now every chat starts with your wishes front and center.
As you work on big projects, it gently reminds or blocks slip-ups before they happen, keeping everything aligned without you repeating yourself.
Your AI buddy follows your style flawlessly through marathon sessions, making coding feel effortless and reliable.
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