VitalCheffe

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

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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.

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Open source

6 PRs merged across 6 projects:

• openclaw/openclaw — wired memorySearch.extraPaths to QMD indexing (core, +201 lines, merged with maintainer)
• openclaw/openclaw — fixed Telegram polling stall threshold (adapted by maintainer, merged)
• inertiajs/inertia — fixed undefined values overwriting visit defaults
• module-federation/vite — fixed custom cacheDir in dev transform
• apexcharts/apexcharts.js — fixed legend staying grayed out after re-enabling series
• vas3k/TaxHacker — patched path traversal vulnerability in deleteFile

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.

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_{Python · TypeScript · React/Next.js · YOLOv8 · OpenCV}