Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile
Raphael Doukhan ✨

@raphael_dkhn

Building the intelligence of autonomous systems @gizatechxyz #ZKML

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calendar_today17-07-2019 12:11:18

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Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

Watch this video to better understand Luminal graphs. The same concepts apply to LuminAIR, since LuminAIR is a compiler built on top of Luminal that adds cryptographic proofs to computation graphs

Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

LuminAIR can prove not only ML, but any computation expressed as a compute graph. Here’s the compute graph of a simple risk assessment example proving VaR & CVaR metrics, that may help protocol governance justify parameter updates in a trustless way. github.com/gizatechxyz/Lu…

LuminAIR can prove not only ML, but any computation expressed as a compute graph.

Here’s the compute graph of a simple risk assessment example proving VaR & CVaR metrics, that may help protocol governance justify parameter updates in a trustless way.

github.com/gizatechxyz/Lu…
brother eni 🍞 (@eniwhere_) 's Twitter Profile Photo

Nutritionist: “Your diet is bad.” Dentist: “Your brushing is wrong.” Friends: “Your life is a mess.” Claude: “You're absolutely right!”

Eli Ben-Sasson (@elibensasson) 's Twitter Profile Photo

Stone and S-two -- what's the leap we're talking about? Stone is StarkWare's first production grade prover. Some numbers: - It has been running in production for over 5 years - It has settled over $1T - It saved over $1B in fees for users It's a beast. S-two is the second time

Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

Just a reminder that for two months now, Giza has been proving Rekt News's recommendation system with S-two prover (cc StarkWare (BTCFi arc)) And you can verify the proofs from your browser on Rekt. Why does it matter? We believe that no news site or social platform should bias

Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

New LuminAIR example: A zkML implementation that uses Physics-Informed Neural Networks to solve the Black-Scholes partial differential equation for option pricing. The proof of inference is generated via Giza LuminAIR with StarkWare (BTCFi arc) S-two prover. PINNs are neural

Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

This is how the compute graph being proven looks like. ✅ Trace generated in 5.063625ms ✅ Proof generated in 499.265167ms ✅ Proof verified in 514.208µs Note that LuminAIR is still in development. In the next phase we will fuse operators to reduce the graph size and improve

This is how the compute graph being proven looks like.

✅ Trace generated in 5.063625ms
✅ Proof generated in 499.265167ms
✅ Proof verified in 514.208µs

Note that LuminAIR is still in development. In the next phase we will fuse operators to reduce the graph size and improve
A₿del ∞/21M (@dimahledba) 's Twitter Profile Photo

Seeing some of the comments, I realize there might be some confusion or misunderstanding about what this means. I confirm and re-iterate that this is an incredible performance and that no other proving system in the world today can achieve such feats with this level of

clemlaflemme.stark 🥕 (@clementwalter) 's Twitter Profile Photo

SHA256 benchmarks for Cairo M are here Check the notebook, run locally, make your mind about the perf of Kakarot new zkVM for client side proving dedicated precompile coming soon github.com/kkrt-labs/zkvm…

SHA256 benchmarks for Cairo M are here

Check the notebook, run locally, make your mind about the perf of <a href="/KakarotZkEvm/">Kakarot</a> new zkVM for client side proving

dedicated precompile coming soon

github.com/kkrt-labs/zkvm…
Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

Pendle is complex. We make it easy to use. Our new agent, Pulse, autonomously allocates your deposits across PT markets. usepulse.xyz

Michael 🐺🐱 (@monsieur_kus) 's Twitter Profile Photo

New milestone unlocked! We've implemented a STARK verifier for StarkWare (BTCFi arc) 's Stwo prover in Simplicity by Blockstream Research This is not a toy exercise anymore – it's a real modern proving system. More about the results and challenges 🧵👇

Raphael Doukhan ✨ (@raphael_dkhn) 's Twitter Profile Photo

With our zk-ML work and LuminAIR framework, we’ve built: - Trustless content recommendation systems - Provable algorithm for climate claim protocol - Intelligent AMM solvers As you look to bring verifiable intelligence into your agents, oracles, or protocols, build with us.

A₿del ∞/21M (@dimahledba) 's Twitter Profile Photo

In case this was not clear (surprisingly): ZK and FHE >>>> TEE. Pure math >>>> manufactured hardware. Trust the math. If you want to see the integrity web becoming a reality, it will be with ZK. Prove the world, one STARK proof at a time.