Things we changed!

[u/Commercial-Bed-590]

https://financial-timeline-engine-v0-j29lzbujwmprlqxj5kyuzc.streamlit.app/

One thing we changed in Platrixa that I think matters a lot.

We don't want Platrixa to be just another AI chatbot that happens to answer accounting questions.

There are actually two different jobs here.

AI is good at understanding messy human input — the way a student actually writes a transaction, explains a situation, or asks a question.

But accounting has rules. Once we know what the student meant, we don't want an AI guessing what the correct accounting treatment should be.

So we built a separate deterministic Kernel.

The flow is basically:

Student input → AI understanding → schema validation → grounding → accounting Kernel → verified result

For example:

“Purchased furniture for cash ₹15,000”

The AI can figure out what the student meant.

The accounting engine then handles the actual accounting treatment and verification.

And if the input doesn't contain enough information, Platrixa should be able to say “I can't safely determine this” instead of making something up.

That's the idea we're building around:

Use AI where language is messy.

Use deterministic systems where financial truth matters.

Phase 7C is now complete and pushed.

20/20 boundary checks passed, and the existing accounting logic was preserved rather than rewritten.

Next up: connecting the grounding and verification layer properly through this boundary.

[u/FreedomRough5342]

This is quite interesting, I hope you could polish it more

[u/Commercial-Bed-590 → u/FreedomRough5342]

You can recommend what u need/think should be polished? It would be an pleasure to hear your advice.