AI Engineer & Builder
BENHIMA Mohamed-Amine
I build AI-powered platforms you can trust: scalable, secure, and production-ready.
- AI agents
- RAG
- Real-time voice
- OCR
- Evals
- Guardrails
- Observability
- Self-hosted or managed
Featured Projects
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Constat OCR
A pipeline that reads photos of handwritten Moroccan accident reports, built in 10 measured versions: the character error rate fell from 89% to 2.5% (about 36 times lower) and critical fields right rose from 0.8% to 82.9%, on one open 27B vision model with no LLM API.
Meridian Academy Voice Assistant
A real-time voice assistant that books training demos through natural conversation, staying usable in noisy, real-world conditions.
Dictation Tool
A multi-provider dictation tool for Ubuntu, built because Claude Code's built-in speech-to-text wasn't good enough.
Latest Post
All posts →Open Source LLMs Aren't Free: The Break-Even Math of Self-Hosting
The reasons to self-host an LLM, the break-even formula step by step, and the hidden costs that move it.