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Achievements

Achievement: Pull SharkAchievement: Pair Extraordinaire

Achievements

Achievement: Pull SharkAchievement: Pair Extraordinaire

Highlights

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Vitalcheffe/README.md

VitalCheffe

Casablanca, Morocco — autonomous systems, sensor fusion, engineering simulation

repos contributions tests site ramai tests Aegis tests

Projects

Aegis

Multi-agent estimation under uncertainty — UKF (Merwe sigma points), IMM (4 models), BFT consensus, chi-square gating. 149 tests. Research only.

ramai

First AI that plays Moroccan Rami by looking at real cards with a camera. Vision + voice + zones. Configurable rules: Moroccan classic, Rami 51, no jokers.

ClearPath AI

USAII Global AI Hackathon 2026 winner (#1 of 320). Community resource navigator with calibrated confidence — 6-layer pipeline, BART-large-MNLI, crisis regex.

Over Engineer

12 mundane phenomena modeled with disproportionate mathematical rigor — shower temperature, traffic jams, penalty kicks, raindrops. One per month, all of 2026.

PRISM

Non-linear macroeconomic simulator — 47 real policy levers, 3,008-weight neural network, causal graph extracted from institutional reports.

flow

Open-source engineering simulation in the browser — FEA, thermal, CFD solvers with AI-assisted mesh generation. Python backend, React frontend.

Open source

6 PRs merged across 6 projects:

Also contributed to (PRs closed, not merged): microsoft/playwright, openai/openai-python, anthropics/anthropic-sdk-python, BerriAI/litellm, mem0ai/mem0, pydantic/pydantic-ai, agno-agi/agno, ionic-team/ionic-framework.

Python · TypeScript · React/Next.js · YOLOv8 · OpenCV

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  1. Aegis Aegis Public

    Multi-agent aerial coordination framework — UKF estimation, BFT sensor fusion, real-time trajectory prediction. Research testbed, not a deployable system.

    TypeScript 3 2

  2. PRISM PRISM Public

    Non-linear macroeconomic simulator — 47 real policy levers, 3,008-weight neural network, 10,000 autonomous agents, World Bank NLP-derived causal graph.

    TypeScript 1

  3. clearpath-ai-prod clearpath-ai-prod Public

    Winner — USAII Global AI Hackathon 2026 (Community Track). Community resource navigator with calibrated confidence — honest AI routing for people in crisis. 6-layer pipeline, BART-large-MNLI, no au…

    TypeScript 1

  4. over-engineer over-engineer Public

    Over Engineer — 12 projects modeling mundane phenomena with disproportionate mathematical rigor.

    HTML 1

  5. ramai ramai Public

    The first system that plays Moroccan Rami against a human by looking at the cards on the table with a camera. YOLOv8 vision + 3 AI levels (Discovery, Strategy, Champion RL).

    Python 1