Akash

[Akash @akashbillawa]

@evgheni_D 100%. ADIM treats debugging like a differential diagnosis you formulate competing hypotheses first, then pick the discriminating probe that produces divergent outcomes, effectively cutting the hypothesis tree in half.

[Akash @akashbillawa]

Why do AI coding agents keep failing at complex, non-trivial bugs?

Because they have zero memory of what already failed. They loop through the same guesses until your context window explodes.

Today, I’m open-sourcing Adaptive Debugging Intelligence MCP (ADIM) 🧵👇

[Akash @akashbillawa]

@evgheni_D Yep, exactly. It forces the agent to pre-commit to what output would prove the hypothesis right.

If the result doesn't match, that hypothesis gets killed/weakened and it triggers a pivot to a different branch.

[Akash @akashbillawa]

@evgheni_D Spot on — that’s why ADIM isn't just a memory log, but an Adaptive Engine.

After each failure, `debug_next_experiment_prepare` scores open hypotheses via explainable heuristics (partial wins, info value, research backing) & penalizes duplicate paths to recommend ONE next action.

[Akash @akashbillawa]

6/ 138 hermetic tests passing. 22 MCP tools. Built with Bun, TypeScript, and SQLite.

100% open-source under MIT.

Check it out, star the repo, and let me know your thoughts! ⭐

https://t.co/8nwFLTzq8S

[Akash @akashbillawa]

5/ Features an interactive standalone HTML dashboard (`bun run db:dashboard`) to explore incident timelines, telemetry, and candidate trade-offs.

Works with ANY MCP client:
• Claude Desktop
• Cursor & Windsurf
• Cline & Roo Code
• OpenCode CLI & Antigravity IDE

[Akash @akashbillawa]

@cmfbyNothing Hi, I received a message claiming I can earn ₹200 by filling a survey at a link: https://t.co/COMYoxOfYm. Is this genuine or spam? Please confirm. #CMF #NothingPhone #ScamAlert

[Akash @akashbillawa]

Building a Simple Calculator App using Gemini 2.5 pro
https://t.co/SVCgqJr2SH

[Akash @akashbillawa]

@InterestingSTEM 45

[Akash @akashbillawa]

@wokeflix @grok What is the original source and date of this video?

[Akash @akashbillawa]

Love that #Brave lets me support creators! Just tipped https://t.co/Ks07uoqQmu with #BAT. If they verify at https://t.co/b7GqSORGGd before Jun 20, 2023, the BAT is theirs! #TipWithBrave