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Freedom Tech
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AbdelStark/README.md

Abdel

Head of Applied AI & Verifiable Intelligence

Building at the intersection of world models, AI safety, and verifiable computation.

StarkWare EIP-1559

AI Safety World Models STARKs Verifiable AI ML Engineering Open Source


What I do

  • 15+ years shipping production software in payments, banking, cryptography, blockchain, and now AI.
  • Current focus: AI safety infrastructure, world models, agent systems, and verifiable computation.
  • Current role: Head of Applied AI & Verifiable Intelligence at StarkWare.
  • Previously: Ethereum core developer, co-author of EIP-1559.
  • Grew Starknet ecosystem to thousands of developers.
  • Started and spearheaded Kakarot and Madara from zero. Both now run with independent teams and communities.

The question I keep coming back to is simple:

How do you verify what an autonomous system actually did?


Selected work

AI safety

Deployment is moving faster than the verification layer. That is the gap I work on.

Project What it is
claude-md-compiler Compiles CLAUDE.md into a versioned policy lockfile and enforces it against diffs, hooks, and CI.
awesome-ai-safety Curated map of AI safety tools and resources: alignment, interpretability, red teaming, formal verification, zkML, governance.
eu-ai-act-toolkit Open-source toolkit for EU AI Act compliance.
llm-provable-computer Exploring verifiable inference with STARKs.

Machine learning / world models

I implement frontier ML papers in Rust. If you can build it from scratch, you understand it.

Project What it is
latent-inspector Compare DINOv2, I-JEPA, V-JEPA 2, and EUPE representation geometry on the same image. Rust + ONNX.
jepa-rs Rust implementation of JEPA primitives: I-JEPA, V-JEPA, C-JEPA, VICReg, EMA.
gpc_rs Generative robot policies in Rust: diffusion policy + world model + evaluator.
mosaicmem Geometry-aware spatial memory for camera-controlled video generation.
attnres Attention residual stream experiments inspired by Kimi / MoonshotAI.
turboquant Rust implementation of Google's TurboQuant for KV-cache quantization.
jepa-notebooks Interactive notebooks for JEPA architectures.

AI tooling / apps

Project What it is
parler Multilingual voice intelligence built on Mistral Voxtral, focused on structured decision logs from French/English meetings.

Starknet / zero-knowledge infrastructure

Project What it is
Kakarot EVM interpreter written in Cairo. Ethereum compatibility on Starknet via ZK proofs.
Madara Starknet sequencer for sovereign appchains.
Raito Bitcoin ZK client in Cairo. Verifies Bitcoin consensus inside a STARK proof.
Askeladd Verifiable computation for Nostr Data Vending Machines via STARKs.
Cashu ZK Engine Blind Diffie-Hellman key exchange in Cairo for Cashu ecash.

Bitcoin / freedom tech

Project What it is
bitcoin-mcp Bitcoin and Lightning MCP server.
nostringer-rs Ring signatures for Nostr, in Rust.
nostr-mcp Nostr MCP server.
bitcoin-honeybadger Bitcoin Honeybadger.

Writing

Title What it is
The Half-Life of Trust Why verifiable AI needs post-quantum foundations.
Math Is Humanity's Last Bastion Against Skynet Why ZK proofs are the foundation for AI safety at scale.
Can LLMs Be Provable Computers? Verifiable AI inference via STARKs.
Before Fighting Banks, Let's Understand How They Actually Work A cypherpunk's guide to the financial system.
Time to Take the Nostr Pill Why Nostr matters for freedom of speech.
Nostr DVMs Meet Verifiable Computation STARKs for trustless Nostr services.
Cashu Meets STARKs Zero-knowledge proofs for the Cashu protocol.

Earlier work

Hellhound — applied cryptography / blind computation (2018)

I co-founded Hellhound inside ConsenSys R&D: a decentralized blind-computation platform for running programs over homomorphically encrypted inputs without exposing the data to the network.

I built the HHVM register-based bytecode VM, the Paillier homomorphic encryption pipeline, the Kubernetes/GKE infrastructure, the Ethereum smart contracts for on-chain computation proofs, and the consensus logic for detecting malicious nodes. I was also first author of the Red Paper.

We shipped a live demo at DevCon4 Prague.


Principle

The thread across all of this is simple:

Close the gap between what systems claim and what can actually be verified.

Math scales. Goodwill doesn't.


X Nostr Writing

Pinned Loading

  1. attnres attnres Public

    Rust implementation of Attention Residuals from MoonshotAI/Kimi

    Rust 53 5

  2. jepa-rs jepa-rs Public

    Joint Embedding Predictive Architecture for World Models, written in Rust.

    Rust 18 2

  3. llm-provable-computer llm-provable-computer Public

    Can LLMs be provable computers?

    Rust 61 14

  4. awesome-ai-safety awesome-ai-safety Public

    A curated list of AI safety resources: alignment, interpretability, governance, verification, and responsible deployment of frontier AI systems.

    25 3

  5. anthropic-rs anthropic-rs Public

    Anthropic Rust SDK 🦀 with async support.

    Rust 74 15

  6. claude-md-compiler claude-md-compiler Public

    Compile CLAUDE.md into a lockfile, then enforce repo changes against it in local runs, staged diffs, or CI.

    Python 9 2