MOGUL Logistics - RL Environment for Real-world Indian Supply-Chain Optimization (Meta PyTorch OpenEnv Hackathon)
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Updated
Apr 12, 2026 - Python
MOGUL Logistics - RL Environment for Real-world Indian Supply-Chain Optimization (Meta PyTorch OpenEnv Hackathon)
Autonomous Visual Architecture Governance & PR Boundary Audit Agent. Couples Meta SAM 3.1 visual diagram perception with Meta Model API (Muse Spark) semantic code reasoning to eliminate architectural drift across microservices.
Synthetic market-data benchmark for Meta's Muse Spark: messy CSVs, hidden data problems, deterministic scoring. Built for the Meta AI Developer Hackathon.
Prompt → CAD that actually assembles: Meta Muse Spark writes the part, the OpenCascade kernel measures bolt holes, interference, thread engagement and printability, and sends failures back for repair. STEP/STL/3MF/DXF/BOM. Meta Global AI Developer Hackathon 2026.
AI pathology pre-reads for Kenyan pathologists, and outbreak alerts from confirmed results. A Flutter app for patients, doctors and pathologists powered by Firebase, Meta, Cerebral Valley, Baseten, Modal, and Fireworks; every AI draft is approved by a qualified person before it reaches anyone. Piloting across 1,447 Nairobi facilities.
Sandbox-verified automated repair and browser pre-flight deployment gate for web applications. Built for the Meta Global AI Developer Hackathon.
A agentic cybersecurity system built around Meta's Muse models
OpenEnv Framework based Multi-Agent Planning RL Environment - For Meta Pytorch OpenEnv Hackathon
Evidence-grounded, human-gated multi-agent AI that turns biomedical questions into reviewable plans
Hygge — Work you like, without the boring parts
Hindi/English enquiry assistant for small Indian businesses — answers only from approved, cited policy; deterministic seat checks; human-approved handoffs. Meta Global AI Developer Hackathon 2026, Indie track.
🏦 BankSupportEnv: A multi-turn RL environment for banking customer support. Built on OpenEnv for the OpenEnv × Meta Hackathon. Features 3 task scenarios (Dispute, Card Block, Loan Enquiry), hybrid grading (gpt-5.4), and strict compliance testing. 🚀 Live on HF Spaces!
A safety-critical Reinforcement Learning environment for Industrial Power Grid management, built with FastAPI and OpenEnv.
CERES: built with Meta's models for the Meta Global AI Developer Hackathon (Oct 2026)
Synthetic event demo explaining deterministic quote-gate audits with Meta Muse Spark Open on Baseten (Meta Global AI Developer Hackathon)
Vybe is a high-performance, production-grade URL shortener built to handle the unexpected. Designed for the MLH Production Engineering Hackathon 2026, it combines a resilient microservices architecture with deep observability and proactive incident response, ensuring that even when the pressure is on, your links stay live and your devs stay sleep
Every phone is a physics lab: phone videos of experiments → verified measurements with Meta SAM 3.1, Muse Spark & Muse Wonder
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