Kalu Kode

Evidence systems for software capture, recovery and AI change control. Built for engineers who will not trust a plausible diff.

[Kalu Kode @kalukode]

AI agents can rewrite a codebase before lunch.

What they usually cannot do:
- prove the change is safe
- or tell you what production actually was.

[Kalu Kode @kalukode]

@thsottiaux @thsottiaux has this landed? 6.1 has been painfully slow the whole day and this was posted 7 hours ago.

[Kalu Kode @kalukode]

Codex is an amazing code reviewer, especially Astra. Not only does it often flag the bugs in the other agents' code bases, but also creates the fixtures needed to reproduce it.

[Kalu Kode @kalukode]

@thsottiaux cross harness agent teams (group chat)

[Kalu Kode @kalukode]

Looks like it was doing it on purpose!

[Kalu Kode @kalukode]

@poteto What's happening here? Looks like the bots in the group chat are hallucinating?

[Kalu Kode @kalukode]

It's happening specifically with a couple of bots in the group

[Kalu Kode @kalukode]

A better prompt won't fix a missing evidence workspace.

If the agent starts from a screenshot and a vibe, it will invent a plausible app.

If it starts from what actually shipped — routes, assets, requests, contracts — it has something to disagree with.

That is the whole thesis

[Kalu Kode @kalukode]

Shipped software is not source code.

A working app can outlive its repository — vendor gone, hotfixes never committed, build that doesn't match production.

Ownership recovery starts by admitting those are different surfaces.

https://t.co/5whPP6AZm7

[Kalu Kode @kalukode]

https://t.co/k60w8VWbnP

Follow for engineering notes, not launch theater.

[Kalu Kode @kalukode]

AI agents can rewrite a codebase before lunch.

What they usually cannot do:
- prove the change is safe
- or tell you what production actually was.

[Kalu Kode @kalukode]

Still research-stage (early access / assessments / private alpha).

No public demos yet — on purpose.

Looking for design partners with real ownership or AI-refactor problems.

[Kalu Kode @kalukode]

I heard him say: “al-Ḏahabī exerted a tremendous effort in the field of the men of ḥadīth.”

ʿAbd al-Awwal b. Ḥammād al-Anṣārī, al-Majmūʿ fī Tarjamah al-ʿAllāmah al-Muḥaddith al-Shaykh Ḥammād al-Anṣārī 2/746 #28

[الشيخ حماد الانصاري @fawaidhamad]

قال: إن الذهبي بذل مجهودا جبارا في رجال الحديث ص٧٤٦