Turn every bug fix into a rule your coding agent can't break
He built antibody: each fix becomes a rule, proven against the real fix and checked on every edit, so Claude Code, Cursor and Codex stop repeating mistakes you already fixed.
Source
@hey_akshat on X · 2026-10-19
Written in our own words. Credit to the original author. Link checked 2026-10-20.
What they did
He built antibody: each fix becomes a rule, proven against the real fix and checked on every edit, so Claude Code, Cursor and Codex stop repeating mistakes you already fixed.
Result (as claimed)
48-second demo in the post.
Tools they used
Cost: Claude Code: from $17/mo; Cursor: free plan, paid from $8/mo; OpenAI Codex: free plan, paid from $8/mo.
Set it up
Pick a contained repo or task
Start on a branch or side project where mistakes are cheap.
Install and configure
Set up Claude Code, Cursor, OpenAI Codex. Read what it can run on your machine and limit permissions where possible.
Run it on a real task
Give it a well-scoped issue and let it work. Review the diff like any pull request.
Add guardrails
Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.
Copy the full setup prompt
Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.
You are helping me set up this AI use case end to end in Claude Code. Goal: Turn every bug fix into a rule your coding agent can't break What the original author did: He built antibody: each fix becomes a rule, proven against the real fix and checked on every edit, so Claude Code, Cursor and Codex stop repeating mistakes you already fixed. Reported result (as claimed by the author): 48-second demo in the post. Source: https://x.com/hey_akshat/status/2112267296400089494 Tools they used: Claude Code, Cursor, OpenAI Codex Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Codex. Goal: Turn every bug fix into a rule your coding agent can't break What the original author did: He built antibody: each fix becomes a rule, proven against the real fix and checked on every edit, so Claude Code, Cursor and Codex stop repeating mistakes you already fixed. Reported result (as claimed by the author): 48-second demo in the post. Source: https://x.com/hey_akshat/status/2112267296400089494 Tools they used: Claude Code, Cursor, OpenAI Codex Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Turn every bug fix into a rule your coding agent can't break What the original author did: He built antibody: each fix becomes a rule, proven against the real fix and checked on every edit, so Claude Code, Cursor and Codex stop repeating mistakes you already fixed. Reported result (as claimed by the author): 48-second demo in the post. Source: https://x.com/hey_akshat/status/2112267296400089494 Tools they used: Claude Code, Cursor, OpenAI Codex Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
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Guides for this use case
How to vibe code an app with Claude Code · How to use Claude Code and Codex together · How to use Cursor agents and automations · How to run multiple coding agents together
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