“We had OpenAI, Scale, Hugging Face, about 10 other AI companies sponsor it.”
Hugging Face
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“French companies at the Forefront of this with like M Ai and hugging face”
Related frameworks
Adaptive Evaluation Over Static Benchmarks
Measure AI robustness with attackers that learn, not with a frozen dataset of yesterday's attacks
CaMeL Permission Pre-Restriction
Grant an agent only the permissions its stated task needs, decided before it runs
Guardrails Before Control
Set the quality bar, coach to it, then buy control only for the gaps that remain.
Hardest-Side-First (One-Player Mode)
Pre-PMF, ignore marketplace dynamics: own the hardest side and hack the other one.
Manufacture Your Own Supply
Find the asset blocking non-suppliers from supplying, then rent it to them with strings attached.
Rank, Don't Filter
Every user-facing filter silently carves out your supply — turn preferences into ranking signals.
The AI Deployment Risk Triage
Classify any AI deployment into one of three risk tiers before spending a dollar on defense
The AI Security Vendor Due-Diligence Test
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The Angry-God Containment Lens
Assume the AI is a malicious agent trying to hurt you, then engineer so it structurally can't
The Market Health Metric
Find the leading proxy that predicts liquidity, then find the threshold where it plateaus.
The Peer Supply Engine
Pay your best suppliers to onboard and recruit the next ones, at a tenth of the cost.
The Three-Signal Marketplace Screen
Fragmentation, uniform needs, high matchmaking barrier — no marketplace works without all three.
Two Product-Market Fits
A marketplace must pass the disappointment test independently on each side.
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