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TheOnma/README.md

Building deterministic AI agent architectures and formal verification systems.
Designing software where autonomous agents have to be right and smart contracts have to be safe.

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⚡ Focus

I design systems at the intersection of AI agents that have to be right and smart contracts that have to be safe.

  • Jurisa — Founder (AI engineering & operations orchestration)
  • Alma Labs — Co-Founder (Blockchain security research & autonomous verification)
  • Uniswap Foundation Incubator — Alum, Cohort 7

🛠️ Featured Systems

🧠 AI Systems & Autonomous Agents

  • Lexica Research Agent Local-first autonomous literature retrieval & multi-step synthesis.

    • Hybrid dense + BM25 retrieval fused via Reciprocal Rank Fusion (RRF), HyDE query expansion, and a CRAG-style corrective judge.
    • Features a closed SimRAG-style self-eval loop to iteratively evaluate and optimize hit rates.
    • Python · LangGraph · FastAPI · ChromaDB · Claude API
  • Smart Contract Audit Agent
    Automated vulnerability discovery via hybrid RAG, property-based fuzzing, and formal verification.

    • Milestone: Placed 29/773 (top 4%) in a live Cantina contest; independently surfaced a verified Medium-severity vulnerability in Revert Finance production code.
    • Benchmarks: 1.0 Recall@10 and 0.95 end-to-end detection rate across 20 confirmed production vulnerabilities.
    • Python · Halmos · Foundry · Certora · Formal Verification
  • Argos Scribe (by Jurisa · Closed Source / Enterprise)
    Polymorphic Proposal-Ops engine automating B2B SOW generation from discovery call transcripts and raw RFPs.

    • Built on a 7-stage deterministic LangGraph architecture featuring bounded self-critique loops, dynamic service tier mapping, strict in-scope/out-of-scope bounding, and Pydantic structured output validation.
    • Python · LangGraph · FastAPI · Supabase (PostgreSQL/RLS) · Claude API · Next.js
  • Ask Your Documents
    Production-ready local document intelligence platform with verifiable source citations.

    • Hybrid retrieval engine combining ChromaDB dense vectors and BM25 via RRF, featuring HyDE expansion, strict confidence thresholding against hallucinations, and automated multi-format ingestion (PDF/DOCX/TXT).
    • Python · FastAPI · ChromaDB · BM25 · React · Tailwind CSS · OpenAI API

⛓️ Blockchain & Cryptographic Infrastructure

  • AsyncSwap (Uniswap Foundation Incubator, Cohort 7)
    Production DEX protocol mitigating sandwich attacks via non-custodial asynchronous execution and permissionless settlement networks.
    Solidity · Foundry · Invariant Testing

  • Solana Instruction Extractor (SIE)
    Binary analysis and reverse-engineering CLI for Solana sBPF program binaries.

    • Automates binary fetching, opcode disassembly via Ghidra/sBPF tools, instruction pattern matching, and account permission privilege analysis (signer/writable state).
      Python · Ghidra · sBPF · Binary Analysis · Solana CLI
  • TrackFlow Decentralized verifiable task orchestration system.
    SP1 zkVM · Rust


🏆 Validated Track Record

  • 🥈 Top 4% (29/773) — Cantina Revert Finance StableSwap Hooks Audit Contest (automated finding).
  • 🦄 Uniswap Foundation Incubator — Selected for Cohort 7.
  • 🎯 1.0 Recall@10 / 0.95 Detection — Benchmarked custom hybrid-retrieval and auditing agent against 20 confirmed production vulnerabilities.

🧰 Technical Stack

  • AI & Orchestration: LangGraph · RAG Pipelines · CRAG · HyDE · ChromaDB · Evaluation Loops

  • Languages: Python · TypeScript · Solidity · Rust · SQL

  • Security & Testing: Halmos · Certora · Foundry · Property Fuzzing · Invariant Testing · SP1 zkVM

  • Backend & Infra: FastAPI · Next.js · PostgreSQL · AWS

    Currently building agent systems that require deterministic correctness — open to mission-critical engineering teams.

Pinned Loading

  1. lexica-research-agent lexica-research-agent Public

    Python 3 2

  2. smart-contract-audit-agent smart-contract-audit-agent Public

    Python 2 2

  3. ask-your-documents ask-your-documents Public

    Python 2 2

  4. async-swap-hook async-swap-hook Public

    A UniswapV4 Hook for MEV Protection through Randomized Execution

    Solidity 2 2

  5. reward-guard reward-guard Public

    Python

  6. solana-instruction-extractor solana-instruction-extractor Public

    Python 2 3