Victor Hugo A senior engineer for the decisions that are expensive to undo.

12+ years building production systems. Independent research on efficient inference and quantization.

Fixed-scope work, done by me end to end. You get written deliverables you can keep, not hours on a timesheet.

Email me about a project

Architecture review & code audit

A close read of an existing system: the risks, what's worth changing, and the smallest changes with the biggest effect.

Deliverable: written report + walkthrough call

Self-hosted LLMs

Running open models on your own hardware: sizing, quantization, serving, and an evaluation on your own tasks before you commit.

Deliverable: working deployment + eval results

LLM classification & routing

Using LLMs to make decisions rather than write text: routing, classification, scoring and guardrails, with a test set to measure them.

Deliverable: pipeline + test set + accuracy report

Advisory retainer

A few hours a month of async reviews and second opinions, for teams that want an outside senior engineer to check their thinking.

Deliverable: reviews on your schedule

How it works

  1. Email a few lines about the problem.
  2. Short call to check it's a good fit.
  3. Written proposal with fixed scope, timeline and price.
  4. Delivery with check-ins along the way and a handover at the end.

Track record

Get in touch

[email protected]