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ojasarora77/README.md

Ojas Arora

Smart Contract Developer | Python & AI Engineer | DeFi Infrastructure

LinkedIn Twitter Email Lyneth Labs


About

Software engineer with three years of production experience across smart contract development, Python data pipelines, and AI-powered automation. Previously build institutional vault infrastructure at Orion Finance and trust infrastructure for autonomous agents at Lyneth Labs.

Current Focus: ERC4626/ERC7540 vault architecture, on-chain quantitative analysis, agentic AI systems, and decentralised trust infrastructure for autonomous agent economies.


Projects & Startups

Co-Founder | Lyneth Labs

May 2025 - Present | Backed by $20K from Venice AI

Building the trust infrastructure layer for autonomous AI agent economies on ERC-8004 registries.

  • Designed a Beta-Dirichlet reputation system that models every agent as a probability distribution rather than a static score, with a Global Mixture Model that dynamically clusters agents into behavioural archetypes
  • Built a discrete-time dynamical trust engine treating agent interactions as asymmetric virtual games with logarithmic economic weighting and a Zero-Trust Sybil-Filter
  • Implemented wallet clustering and anomaly detection using on-chain metrics (balance history, wallet age, gas spend) to classify behavioural archetypes and detect coordinated attack signatures
  • Deployed an EigenTrust-inspired graph layer for detecting Sybil cliques and collusion rings with formal security analysis proving manipulation resistance

docs.lyneth.ai | lyneth.ai


Experience

Smart Contract Developer | Orion Finance

November 2025 - June 2025

Building ERC4626/ERC7540 vault infrastructure for institutional DeFi portfolio management.

  • Developed modular vault factory with strategy adapters connecting to Uniswap, Morpho, Aave, Lido, and Yearn with UUPS proxy and upgradeable patterns
  • Built Python pipelines using web3.py, pandas, and numpy to trace on-chain capital flows across Morpho Blue markets, identifying loan/collateral pairs, supply caps, and per-market liquidity depth
  • Computed Spearman correlation, Sharpe ratios, VaR, and maximum drawdown across multi-protocol vault positions to surface hidden concentration risk
  • Wrote Dune Analytics SQL to track vault activity, token flows, and stablecoin settlement patterns (dune.com/orionfinance/sepolia)
  • Optimised gas costs across deployment scenarios with comprehensive Foundry and Hardhat fuzz and invariant test suites

Full Stack Developer | Bond.credit

August 2025 - November 2025

Built crypto-native credit infrastructure for autonomous agents.

  • Developed Python credit scoring algorithms processing agent transaction histories and wallet behaviour datasets via iExec TEE for privacy-preserving computation
  • Built Solidity contracts for credit vaults and agUSD stablecoin minting against agent reputation scores anchored to ERC-8004 registries

Full Stack Developer | 0em Labs

June 2025 - September 2025

Built stablecoin payment gateways and MCP marketplaces using Node.js, Cloudflare Workers, and WalletConnect, handling cross-chain token flows and automated payment pipelines.

Full Stack Developer | Tokunize

March 2025 - June 2025

Built React.js/TypeScript frontend and Django/PostgreSQL backend for fractional real estate tokenisation with ERC3643 security token standards for regulatory compliance.


Research

Smart Contract Vulnerability Detection | University of Southampton

Final Year Project, 2025-2026

End-to-end Python ML pipeline for automated smart contract security analysis.

  • Fine-tuned BERT classifier on 6,700+ Solidity contracts achieving F1=0.996; benchmarked CodeBERT QA span extractor against Qwen2.5-Coder 480B (zero-shot) and 7B LoRA fine-tuning
  • Built full Python training pipeline using HuggingFace, PyTorch, and scikit-learn on Iridis HPC cluster (A100/L4 via SLURM) with LOTO cross-validation across 27 vulnerability categories
  • Designed three-stage automated audit pipeline: BERT triage β†’ CodeBERT span extraction β†’ LLM root cause explanation via REST API, reducing manual review scope by ~80%
  • Discovered two genuine vulnerabilities in Orion Finance production contracts: unguarded setVault (DoS vector) and missing Chainlink answeredInRound check β€” both disclosed and fixed

Hackathons & Awards

CodeGene | Encode AI Hackathon 2025 πŸ₯‡ 1st Place Nethermind Bounty | AI-powered smart contract security platform that automatically generates and executes exploits to prove vulnerabilities. Evolved into Lyneth Labs. Live Demo | GitHub

GuardFi | Encode London AIxWeb3 2024 πŸ† $3,500 in Bounties | Decentralised insurance using AI risk assessment and Flare cross-chain verification Live Demo | GitHub

AssetXchange | ETH Oxford 2024 πŸ… Main Track Winner | No-code platform for real-world asset tokenisation Live Demo | GitHub


Technical Skills

Languages: Python, Solidity, TypeScript, SQL, Java, Haskell

AI & ML: HuggingFace, PyTorch, scikit-learn, BERT, LLM API integration, Claude Code, Cursor

Python & Data: pandas, numpy, web3.py, scipy, data pipelines, REST APIs, Dune Analytics SQL

Blockchain & DeFi: Hardhat, Foundry, Ethers.js, OpenZeppelin, ERC20/ERC3643/ERC4626/ERC7540/ERC8004

Backend & Web: Django, Node.js, Next.js, React.js, Cloudflare Workers, PostgreSQL, Docker

Infrastructure: Git, Linux, Azure, SLURM/HPC, TEEs


Education

BSc Computer Science | University of Southampton 2023 - 2026

Key modules: Algorithms, Machine Learning, Distributed Systems, Cyber Security, Databases

Final Year Project: End-to-end Python ML pipeline for smart contract vulnerability detection β€” fine-tuned BERT achieving F1=0.996 on 6,700+ contracts, with automated LLM API integration for root cause analysis on Iridis HPC infrastructure. Discovered two genuine production vulnerabilities.


GitHub Stats

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Connect

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  1. Dawe000/codegene Dawe000/codegene Public

    AI powered smart contract auditor with integrated AI-led pentesting

    TypeScript 1 1

  2. manukj/GuardFi manukj/GuardFi Public

    Solidity

  3. soulcertify_ soulcertify_ Public

    TypeScript

  4. AssetXchange AssetXchange Public

    Simplifying Asset Management

    TypeScript

  5. Archie818/hypetribe Archie818/hypetribe Public

    TypeScript 1

  6. ChainCommerece ChainCommerece Public

    TypeScript 1