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Lumesh organizes AI inference, private deployment, distributed compute, and usage-based billing into a verifiable hybrid workflow for resilient agents.
A live incident lab for AI agents that explains LLM and MCP failures, recovers through fallback policies, and keeps users informed.
The self-healing SRE agent that survives infrastructure "Black Swans" and LLM brownouts via TrueFoundry AI Gateway—built to keep enterprise AI orchestration online 24/7
Calibration-weighted multi-agent truth verification for prediction markets
AI-powered career roadmaps, built just for you.
Product intelligence for teams that build from customer evidence.
AI-powered scam detection web app that analyzes suspicious messages, assigns risk scores, and educates user with real-world cyber safety guidance.
A resilience workbench that shows users how an AI agent recovers when models, tools, and infrastructure fail.
LLMs guess. Unravel knows.
Production-grade LLM resilience, demonstrated through AI skin analysis. Three fallback layers. Zero downtime
Resilient Agents Lab shows how AI agents survive outages with fallbacks, circuit breakers, degraded-mode UX, confidence scores, and incident traces.
QuestXP: Gamified university using AI to turn YouTube into structured courses. Features: AI roadmaps, leaderboards, GPT-4 summaries. 80+ users. React/Node stack. Elite learning, free. (187 chars)
AI-powered YouTube learning agent that turns any lecture video into summaries, flashcards, and an exam-ready tutor chat.
Multi-agent clinical decision support for emergency department triage. Listens to the nurse–patient interview, builds a structured handoff for the receiving doctor, and flags warning signs.
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![DevNetwork [AI + ML] Hackathon 2026](https://d112y698adiu2z.cloudfront.net/photos/production/challenge_photos/004/474/091/datas/full_width.jpg)