
Exploration labs team lead @StarkWareLtd quantum researcher
Joined March 2022
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Cairo-lint is here (not yet but we're building it) the best tool for cairo ever. This will help migrating your codebase to new cairo versions and make sure that you follow best practices ! So come help and build it with us
t.me/cairolint
github.com/keep-starknet-str…
lucqs retweeted
Introducing WorldForge: testable world-model workflows for physical AI systems.
You can think of it, loosely, as “LangChain for world models”.
The problem is that “world model” has become an overloaded label. Depending on context, it can mean a video generator, a cost model, a robot policy, a JEPA-style latent predictor, etc.
They share almost nothing, different inputs, runtimes, failure modes.
I built WorldForge to stop pretending they're interchangeable.
Front-door demo: a real @huggingface LeRobot (@LeRobotHF) diffusion_pusht policy combined with LeWorldModel by @lucasmaes_ checkpoint for scoring.
Both run locally on my MacBook in the demo video. LeWM is extremely efficient (~15M params), can plan up to 48× faster, and runs on commodity hardware.
WorldForge wires the loop:
policy → candidates → score → select
Replay happens in a local TUI today, but the same loop could drive a real robot in the world.
Would love feedback from people working on world models, physical AI, robotics, ML infra, and adjacent tooling.
Fully open source. Contributions very welcome.
Plan in the dream, replay in real world.
github.com/AbdelStark/worldf…
lucqs retweeted
1/ Bitcoin doesn’t change. But what you can do with it just did.
From the June 2024 announcement that Starknet would scale Bitcoin, to the product rollouts of March 2025, the path has been clear.
BTCFi on Starknet is where that momentum now leads 🧵
lucqs retweeted
Personal Update (🧵)
1/ I’m starting up again. All in.
I am a co-founder of @GnomicaBio.
We will develop novel drugs for treating cancer by targeting bacterial functions in our body.
We believe we’re going to change the world.
My co-founders are Prof. Ravid Straussman from the Weizmann Institute (@WeizmannScience) and Dr. Yuval Raviv.
We will commercialize world-class research from Ravid’s lab (@StraussmanR), which has been at the vanguard of tumor microbiome research.
How did I get involved in this?
lucqs retweeted
1/ S-two is live.
The fastest prover in the world, and the first to make client-side proving actually possible on everyday devices.
Now open to all, and coming soon to Starknet 🧵
It was a fun experiment don’t read the code too deeply plz
Vitalik asked this question in 2022: Could we replace KZG with arithmetic hashes for Data Availability Sampling ? The answer back then was no.
But I think it could be a different answer today.
I was very upset by the introduction of a trusted setup on Ethereum for proto danksharding. Even if arguably it was the most successful and well executed ceremony ever (Over 141,000 participants contributed randomness, making it the largest trusted setup in history), I don't like this precedent.
I was hoping that we would let more time to explore possible alternatives. I am happy that Vitalik did some research after I suggested we explore FRI based alternatives to KZG, and he took time to think about potential alternatives, unfortunately back at this time in 2022 the consensus was that those alternatives would not be practical and they were not considered seriously.
2 years later, a research paper has been published: FRIDA: Data Availability Sampling from FRI
(Mathias Hall-Andersen, ZkSecurity - Mark Simkin, Ethereum Foundation - Benedikt Wagner, Ethereum Foundation) eprint.iacr.org/2024/248
Recently, I spent more time thinking about DA and especially in the context of Bitcoin, as part of our plans for Starknet expansion to Bitcoin.
It's clear that rollups will be extremely limited by Bitcoin DA.
So the natural following thinking is what kind of alt DA could make sense while facing those limitations.
And surprisingly I think there is no obvious answer.
I came to the exact same conclusion as described in the FRIDA paper:
While their work thoroughly lays the formal foundations for data availability sampling, the constructions are either prohibitively expensive, use a trusted setup, or have a download complexity for light clients scales with a square root of the data size.
It's true!
None of the existing alt DAs has all at the same time:
- no trusted setup
- zk friendly for verifying equivalence of commitments
- no fraud proof system
As usual, I like to demonstrate ideas with an exploration project. So we started building FRIEDA (github.com/keep-starknet-str…): A Rust implementation of data availability sampling using Fast Reed-Solomon Interactive Oracle Proofs (FRI), inspired by the FRIDA paper (s/o @0xLucqs for the implementation of FRIEDA in Rust, and thanks @UHaboeck for the help on the moon math).
Specifically it uses the Mersenne M31 prime field (2³¹ - 1), the one used in STWO prover for Circle STARKs.
It's working and has basic functions to sample and reconstruct data.
Ok, having this library is cool, but I wanted to go further and start thinking on how to build a DA layer that would be optimised for ZK rollups and that would offer those properties:
- No Trusted Setup
- ZK friendly commitments
- Optimised bandwidth requirements for light client
So we started another exploration project, Mikan, a ZK friendly DA layer using FRIDA for Data Availability Sampling.
Mikan repo: github.com/keep-starknet-str…
Mikan is a ZK-Rollup friendly data availability layer built on the Malachite consensus framework (s/o @AdiSeredinschi and Informal System team for this great piece of software). It provides strong data availability guarantees using STARK-friendly cryptographic primitives without requiring a trusted setup.
The current MVP status has consensus engine using Malachite, block creation with blobs, data sampling, basic mempool.
Here is a demo showing data retrieval, sampling, blob creation.
Right now it's an exploration project, but I would love to check interest from different rollups teams (especially Bitcoin ones cc @AlpenLabs @citrea_xyz) to explore this further together.
@VitalikButerin do you think it would make sense to restart discussions on removing the need for KZG for DAS ?
Generally, I really like purity and simplicity of hash based commitment schemes for everything, it became more or less the norm now for proving schemes but maybe it's time to also consider it for other things like DA.
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lucqs retweeted
1/ Integrating Proof of Liabilities into Cashu with Merkle Sum Sparse Merkle Trees (MSSMTs).
How a Rust implementation of MSSMTs adds transparency and strengthens the security model of the Cashu protocol.
TLDW: what’s Cashu, Proof of Liabilities, and why MSSMTs matter 🧵
lucqs retweeted
Proof of Liabilities into @CashuBTC with Merkle Sum Sparse Merkle Trees (MSSMTs).
Public good contribution by StarkWare for the Cashu ecosystem (s/o @0xLucqs).
lucqs retweeted
1/ Bold new narrative: Scaling Bitcoin + Ethereum together
Starknet will become the first L2 to settle on both Bitcoin & Ethereum, bringing the two largest blockchain ecosystems on a single layer, unlocking new DeFi opportunities and greater liquidity.
Read our vision & plan 👇
lucqs retweeted
Yo, another public good library built by StarkWare exploration team: a Merkle-Sum Sparse Merkle Tree library, written in Rust (shout out to @0xLucqs).
96% test coverage. Working next on full compatibility with the Go implementation of Taproot Assets from @lightning.
@callebtc @CashuBTC here you go, you know what can be done with this!
A Proof of Liabilities Scheme for Ecash Mints!
Lib source: github.com/keep-starknet-str…
Crate: crates.io/crates/mssmt
lucqs retweeted
To be honest, I truly appreciate the efforts of Solana and Base in concentrating liquidity and preparing it to be integrated into @Starknet by AI agents that recognize scalable, decentralized on-chain computation is only achievable on SN.
lucqs retweeted
5 months ago: Solana so lame. Memecoins are scam. Solana will die with memecoins.
Now: yooooo fellow degens, how would you like to launch your shitters on my L2s? pls
Where are you @0xChqrles ?
xitter.gq/0xchqrles/status/18492…
🚨 BREAKING app.zkube.xyz NEWS 🚨
✅ @0xLucqs hasn't just been cooked, he's been flame-broiled, deep-fried, slow-roasted, pressure-cooked, wok-fried, clay-pot baked.
✅ @shadowfax_m has been absolutely obliterated, the roasting is out of control, she's literally evaporated, she's not even on the leaderboard. If found, call 911 and tell them to bring ice.
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lucqs retweeted
OPstack got zkps before optimism got fraud proofs
Starting today, @Optimism OP Stack chains on Conduit can have fast finality and ZK proofs. You can withdraw to Ethereum in minutes – no more 7-day delay.
This is possible thanks to our new partnership with @SuccinctLabs using their OP Succinct technology.
Who would have thought ?
Optimism Foundation disables permissionless fraud proofs, plans hard fork following security audits theblock.co/post/311702/opti…





















