🤝 Top Collaborators
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🤓 Latest Submissions
DayOne
Day One transforms startup validation through adversarial AI collaboration. Submit any business idea and watch six specialized AI agents debate it in real-time via WebSocket streaming. Our Research, Product, Finance, Legal, Marketing, and CEO agents don't just agree - Finance and Legal actively challenge proposals while the CEO resolves conflicts, simulating authentic boardroom dynamics. What makes Day One unique is its adversarial pattern: agents debate, disagree, and ultimately synthesize perspectives into actionable insights. In minutes, founders receive a comprehensive company dossier including market analysis, MVP scope, revenue model, legal structure, marketing strategy, and investor-ready elevator pitch. Built with FastAPI backend and native.builder frontend, Day One solves a global problem: startup validation is expensive (€5,000-€50,000+ for consultants) and time-consuming (weeks to months). We deliver the same quality analysis during a coffee break, democratizing access to expert startup validation for aspiring founders, entrepreneurs, accelerators, and students worldwide. The platform uses AI/ML API with gpt-4o-mini for fast, cost-effective inference across all six agents. Real-time WebSocket updates create an engaging experience where users watch agents think, challenge assumptions, and build consensus. The result is not generic advice but tailored, multi-perspective validation that identifies blind spots and strengthens business foundations before founders invest significant time or capital.
10 Aug 2026
ReproForge Sentinel — Claim-to-Evidence AI
AI systems can generate benchmark claims, model promises, and technical demonstrations faster than teams can verify them. ReproForge Sentinel closes that trust gap by turning an AI/ML claim into structured, inspectable evidence. A user submits a repository URL, the exact claim, a runtime target, and declared security policies. ReproForge evaluates the available claim metadata and policy signals, applies deterministic ShadowGuard risk and reproducibility scoring, records a trace of the evaluation, and produces a Reproducibility Passport. The Passport contains the verdict, evidence chain, missing proof, blocked actions, integrity hashes, security notes, and exportable JSON/PDF results. The hackathon build combines a premium React and TanStack interface with a FastAPI backend, Docker packaging, tests, proof schemas, and AMD/Gemma integration adapters. It also includes an AMD ROCm capture workflow that accepts hardware evidence only when device identity, HIP/ROCm, AMD SMI telemetry, workload metrics, and artifact hashes are successfully captured. Our guided sample is clearly labeled and designed for a reliable judge walkthrough. The current public MVP evaluates submitted claim metadata and declared policies; it does not yet clone or execute arbitrary repositories. Real Fireworks/Gemma inference and direct AMD ROCm telemetry remain explicitly marked pending when verified runtime provenance is unavailable. ReproForge never replaces missing measurements with invented proof. ReproForge is not a “truth machine.” It is an evidence machine: a verification layer for AI teams, security reviewers, researchers, investors, and judges who need to understand what was checked, what passed, what failed, and what still cannot be proven.
13 Jul 2026
