Projets (études de cas)
Heureka (2026)
An AI co-scientist: 7 agents that generate, refute and rank hypotheses.
Problème : Research is bottlenecked by how many hypotheses a team can generate and seriously test. How do you surface testable ideas you wouldn't have had?
Approche : 7 specialised agents in an adversarial loop: generation (expert debate) → critique → falsification (red-team) → safety → Elo tournament ranking → evolution. Claim-level verification: each hypothesis is broken into atomic claims checked against open-access literature (OpenAlex, Europe PMC, arXiv); conjunctive scoring — a single contradicted premise collapses the score.
Impact : Ranked hypotheses with claim graphs, calibrated novelty scores, falsification verdicts and proposed experiments. Budget-driven orchestrator, per-role model routing, reproducible runs with provenance. Unit + integration tests, CI.
Rôle : Sole author — architecture, agents, evals.
Stack : Python, Pydantic, multi-agent
FendForItself — 🏆 Agentic Economy on Arc 2026 (2026)
Autonomous AI-run companies spun up in ~30 seconds.
Problème : Launching a micro-business takes dozens of manual steps. What if agents could own and operate a business end-to-end?
Approche : Each generated company gets its own wallet, USDC funding and a priced API (x402-protected). Agents spawn, pay and coordinate on Arc.
Impact : Winner, Agentic Economy on Arc 2026 (Circle + Arc + Lablab.ai). Demo: 60 buyer agents settling on-chain over real-time SSE. $0.005/call at ~98% margin — viable because USDC is Arc's native gas.
Rôle : Solo build — agents, on-chain integration, frontend.
Stack : Next.js, Gemini, x402, Arc
PACT (2026)
Identity & reputation for autonomous agents.
Problème : Agents that transact need to prove who they are and decide who to trust, with no human in the loop.
Approche : Three phases: cryptographic handshake (capabilities + Ed25519-signed bonds), discovery (need/capability matching), and a Web of Trust (referrals via bonded peers).
Impact : 20+ REST endpoints, network visualization dashboard, two demos (one fully LLM-driven, one scripted). Infra brick for trustworthy agent economies.
Rôle : Protocol design + backend + interface.
Stack : FastAPI, React, Ed25519
onchain-lie-detector (2026)
Automated crypto due diligence via fund-flow graphs.
Problème : Evaluating an on-chain protocol is slow, manual and easy to fake (inflated TVL, Sybils).
Approche : Ingests 4 heterogeneous sources (Alchemy RPC, Dune, Etherscan, DefiLlama), builds a fund-flow graph, runs Louvain clustering + Johnson's cycle detection to spot circular flows and Sybil networks.
Impact : 0–98 trust score across 5 weighted dimensions. 108+ tests. Replaces hundreds of hours of manual investigation per protocol.
Rôle : Design + implementation.
Stack : Python, graphs
zkrust (2026)
A Groth16 zk-SNARK built from scratch, zero crypto deps.
Problème : Truly understand zero-knowledge proofs — not just call a library.
Approche : Full Groth16 over BN254: hand-rolled Montgomery field arithmetic (Fp/Fp2/Fp6/Fp12), optimal Ate pairing, Pippenger MSM, KZG commitments, radix-2 NTT. CLI setup → prove → verify.
Impact : ~6,500 lines of Rust, 159 tests, 6-crate workspace. ~1 ms to generate a proof, ~13.5 ms to verify (Apple Silicon).
Rôle : Sole author — maths, implementation, tests.
Stack : Rust
LiquidVest (2026)
Tradeable token vesting on Solana.
Problème : Vesting tokens are locked and illiquid until the cliff ends.
Approche : Each vesting schedule is a transferable Receipt NFT — selling the NFT sells the future token stream. Linear / cliff / step curves.
Impact : Anchor 0.30.1 program, Node.js + better-sqlite3 indexer, Next.js frontend. Property-based tests (Proptest) + 13 integration tests (Bankrun).
Rôle : On-chain program + indexer + frontend.
Stack : Anchor, Solana, Next.js
HyperVest — 🏆 Hack'inDauphine 2026 — Tokenization track (2026)
On-chain equity vesting with Soulbound Tokens.
Problème : Equity vesting stays opaque, off-chain and hard to verify.
Approche : Vesting anchored on non-transferable Soulbound Tokens, with performance-based unlocks (MRR targets, GitHub commits, KPIs) instead of pure time.
Impact : Winner, Tokenization track at Hack'inDauphine 2026 (Kryptosphere). Solidity + OpenZeppelin v5, Foundry, deployed on HyperEVM Testnet.
Rôle : Smart contracts + frontend (with Ariles Hireche).
Stack : Solidity, HyperEVM
truth-stamped (2025)
Cryptographic anti-deepfake timestamping.
Problème : Prove a piece of media existed at time T, in the age of AI deepfakes.
Approche : On-chain timestamping: SHA-256 + ECDSA signatures + immutable record on Base.
Impact : Live on Base Sepolia, 12 tests, ~$0.001 per stamp. Defensive content-authentication infrastructure.
Rôle : Design + implementation.
Stack : TypeScript, Solidity, Base
Compétences
- Python — 92/100
- TypeScript / JS — 90/100
- AI / LLM agents — 90/100
- Blockchain / on-chain — 85/100
- Rust — 82/100
- Solidity — 78/100
Outils & technos : Next.js, React, FastAPI, Anchor, Foundry, viem / wagmi, Claude Code, Anthropic API, Gemini API, LangChain, MCP, Solana, EVM, zk-SNARKs, x402, Ed25519
Aussi : Postgres · SQLite · Linux · SQL · Pytest · Proptest / Bankrun · self-hosted LLMs (Qwen, Gemma)
- Projects shipped : 35+
- Hackathons won : 4
- Public repos : 24