Optical visual referee for AI coding agents. Dual-instrument verification (Meta SAM 3.1 + Pixel NCC) calibrated to a 3σ noise floor. CLI, MCP & Workbench.
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Nov 3, 2026 - TypeScript
Optical visual referee for AI coding agents. Dual-instrument verification (Meta SAM 3.1 + Pixel NCC) calibrated to a 3σ noise floor. CLI, MCP & Workbench.
O-jarvis Shell: Jarvis in your terminal, your Chrome and your desktop, on Meta models. Built during the Meta AI Developer Hackathon.
Agent Beans: an always-on AI growth team for Meta ads, for small businesses and indie developers. Built on Meta's Muse models.
Agentic robot cell: a Muse Spark agent drives a reBot Arm B601-DM that picks injection molded parts, SAM 3.1 counts their levers in a close-up, and each part goes into the good or bad box. Real hardware, safety rules in code. Meta Global AI Developer Hackathon 2026.
AI Social Media Commercial Studio (BYOK) - 10s, 20s, 30s, 60s commercials for social media platforms. No subscription. Built during the Meta Global AI Developer Hackathon 2026
Photo → visual, prioritized plan to fix fall hazards in an older adult's home. Muse Spark finds and explains each hazard; SAM 3.1 outlines it and measures how much of the walkway it blocks. Spanish, Portuguese & English. Photos are never stored. Meta AI Hackathon 2026.
Take a photo of any Japanese letter, machine, form or sign and understand it in Nepali, English, Vietnamese or Burmese. Built with Meta AI (muse-spark) for the Meta Global AI Developer Hackathon.
TakeState turns product photography briefs into visual acceptance tests. Built in Python, it uses Muse Spark 1.3 to parse spatial instructions and Meta SAM 3.1 to segment objects, then applies deterministic mask centroid geometry to verify placement, providing visual evidence, correction hints & PASS / FAIL / UNABLE TO VERIFY verdicts.
Staging software for real estate and brokers. A phone walkthrough video in, a staged, broker-approved listing out. Built with Meta Muse Spark, Wonder, Image, and SAM 3.1.
RoboWitness — independent verification for AI robotics fixes, powered by Meta AI. Meta AI proposes, deterministic PyBullet sim executes, oracle decides. Sealed SHA-256 evidence.
A Food exploration and Restaurant exploration application
The common friend of Muse, Claude, GPT and more.
JYNTRA AI - Your AI. Your Edge. An AI-powered financial intelligence platform combining Meta AI models, real-time market data, and a six-agent analytical system to deliver structured market insights, risk assessment, and trading decision support 📈.
DannaEdu AI is a next-generation multilingual educational platform designed to break language barriers and democratize global learning. It automatically adapts course content, tone, and complexity to any user's native language and exact proficiency level through advanced AI integration.
OneSaaS: the one SaaS app to rule them all. Built for solopreneurs and small businesses: say what you want automated, watch it get built step by step, and approve before anything goes out. Runs on your computer, powered by Meta’s Muse models. Built for the Meta AI Developer Hackathon.
AI-assisted property maintenance built on Meta's Muse Spark: tenant triage, itemized quote and invoice review, and Iris, a landlord assistant. AI advises, the backend validates, people decide. Meta hackathon 2026.
Meta Developer Hackathon Project: Meridian AI is an AI-assisted software debugging and reliability platform. It turns bug reports into structured, evidence-backed investigations (reproduce → evidence → hypotheses → tests → patch → verify) with a human approving every step. Rule: the UI never presents unbuilt stages as real.
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