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Head of AI @ Xerberus · AI × DeFi risk infrastructure


⚡ Currently shipping

Cairn Protocol

Standardized checkpoint & recovery for AI agents.

Six-state machine · three-class failure taxonomy · ERC proposal sketch. Tackles the silent-failure problem in production multi-agent systems at scale.

Python Agent infra ERC

FinVerifyAI

AI-powered financial misinformation detection.

Six-stage Marathon Agent pipeline with transparent reasoning traces. Verified against SEC, FINRA, IRS, FTC. Creator credibility scoring + live stream monitoring.

TypeScript Next.js 15 Gemini tRPC

eXpress402 / Sentifi

Paid MCP server infra for AI agents.

Dual payment rails: Yellow Network + Arc & Circle Gateway. Sentifi is the demo autonomous trading agent on x402 v2.

MCP x402 v2 Yellow Network Circle


🏆 Proof of work

🥇 Hackathons & competitions
  • ETHGlobal — winner × multiple · San Francisco · Prague · Cannes · Bangkok · Buenos Aires + Virtual
  • WorldBuild Hackathon 1 — winner
  • HEC Business Game 2025 — winner
⚙️ Production AI systems

Xerberus — DeFi risk rating · live in prod

  • Production RAG: ChromaDB on GCP Cloud Run · BGE cross-encoder reranking
  • MCP Server/Client implementation
  • Agentic systems architecture

Stealth Power — solar energy AI · ML & Data Engineer

  • Multi-output deep learning model for energy production forecasting
  • Deployed ML pipeline as REST API with SDK for production integration
  • AI agents + RAG on solar data enabling natural language queries
🗄️ Production data engineering

LCL Bank — regulated fintech · Data Engineer

  • Automated data access review workflows (Dataiku · SAS · Teradata)
  • Compliance, risk & audit data pipelines for regulatory reporting
  • Migrated legacy SAS workflows to modern Dataiku pipelines


🧠 Stack

AI · Agents · RAG

Python LangChain LangGraph Claude Code MCP LiteLLM OpenAI

ML · Data Engineering

TensorFlow XGBoost Scikit-Learn Pandas MLflow Dataiku Streamlit

Web3 · DeFi · Blockchain

Ethereum Base Hedera Flow Solidity TypeScript

Infra · Cloud

AWS GCP Azure Docker PostgreSQL Redis ChromaDB

Full RAG taxonomy — shipped in production
Type Where I've used it
Naive RAG Baseline systems, fast prototyping
HyDE Query expansion for sparse retrieval
Agentic RAG Xerberus DeFi system
Corrective RAG Self-healing pipelines with BGE reranker
Adaptive RAG Confidence-based routing at Xerberus
Hybrid RAG Dense + sparse combined retrieval
Graph RAG Knowledge graph integration

📌 Selected projects

🔬 FinVerifyAI — AI-powered financial misinformation detection

Real-time trust layer for social media financial content. Six-stage Marathon Agent pipeline (Perception → Extraction → Reasoning → Grounding → Synthesis → Verification) with transparent reasoning traces. Verified against SEC, FINRA, IRS, FTC. Creator credibility scoring, coordinated pattern detection, live stream monitoring.

Stack: TypeScript Next.js 15 tRPC Gemini 3 Flash PostgreSQL Redis (Upstash) Plasmo Railway

Live demo Repo

✅ Aphasia — Verified reviews protocol on Hedera (ETHGlobal)

Web3 trust layer for verified product reviews. Three-tier verification system (email → social → biometric via Self Protocol). Merkle tree batching achieves 99% cost reduction on-chain. Immutable review ordering via Hedera Consensus Service, decentralized content on IPFS.

Stack: TypeScript Node.js Express Hedera HCS Solidity IPFS (Pinata) Prisma PostgreSQL

Org Backend Frontend

📈 Beavii v2 — AI-powered multi-chain ETF manager on Flow

Decentralized ETF creation and management on Flow EVM. AI autonomous agent powered by Gemini handles portfolio rebalancing, cross-chain bridging, and market analysis. Cross-chain swaps via 1inch Fusion+. Smart contract suite deployed on Flow EVM Testnet.

Stack: TypeScript Next.js 15 Flow EVM Solidity 1inch Fusion+ Gemini AI Privy Ethers.js Bun

Repo

🎮 RexDeus — AI agent orchestration inside Unreal Engine 5

MotherAI orchestration layer driving real-time in-game agent decision-making. Custom AI agent with live game state awareness, JS/C++ hybrid architecture, GitHub Actions CI.

Stack: JavaScript C++ C# Unreal Engine 5

Repo


🔭 On the frontier

↳ Agentic AI systems with persistent memory and cross-agent coordination
↳ Real-time ML pipelines for DeFi risk and liquidity management
↳ Zero-knowledge proofs (ZKPs) for privacy-preserving on-chain analytics
↳ AI × Web3 payment rails — autonomous agents that pay for their own compute

📊 GitHub stats

GitHub Streak

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🌍 On the ground

In person — conferences & residencies

Event Location Type
ETHGlobal San Francisco 🇺🇸 San Francisco Hackathon
Edge City Esmeralda 🇺🇸 San Francisco Residency — World Fellow
ETHGlobal Prague 🇨🇿 Prague Hackathon + Conference
ETHGlobal Cannes 🇫🇷 Cannes Hackathon
EthCC Cannes 🇫🇷 Cannes Conference
ETHGlobal + Devconnect Buenos Aires 🇦🇷 Buenos Aires Hackathon + Conference
Edge City Patagonia 🇦🇷 Argentina Residency

Virtually

Event Result
ETHGlobal Virtual Hackathons Multiple participations
WorldBuild 1 🏆 Winner

🔗 Connect

LinkedIn Email GitHub


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