# Deterministic learning engine

Bhawesh Tibrewal · axiTrust · 2026 · In-house role

Canonical page: <https://bhaweshtibrewal.com/work/axitrust-learning-engine>

Departments: Tech, Product

Swapped an unstable AI runtime on two partner learning platforms for a deterministic engine: the same output, with no inference cost at render time.

## The problem

Two partner learning platforms rendered their lessons through an AI model at run time, and the output was unstable.

## What I did

- Replaced the runtime model with a seeded, deterministic block transform.
- Proved the new engine output-equivalent to the old one before switching over.
- Put the lesson blocks behind one registry, and forked the second platform from the first in a single day.

## The result

- Zero inference cost at render time.
- Every module renders the same way, every time.
- The lesson I keep: AI is not the answer to a formatting problem.

## Contact

- Book a free call: <https://cal.com/bhaweshtibrewal/discovery>
- WhatsApp: [+91 82965 25914](https://wa.me/918296525914)
- Email: [hello@bhaweshtibrewal.com](mailto:hello@bhaweshtibrewal.com)
- Contact form: <https://bhaweshtibrewal.com/contact>
- Location: Based in India · working remotely with teams worldwide
- Pricing: Monthly retainers start from $499/month
- LinkedIn: <https://www.linkedin.com/in/bhaweshtibrewal/>
- GitHub: <https://github.com/Starvolate>