TraceIntel

On-Chain Permission Risk Agent

Python · FastAPI · NVIDIA NOOA · OpenRouter · PostgreSQL · React · Docker · GitHub Actions

• Engineered a bounded LLM investigation agent with 3 read-only tools, a fixed call budget, and deterministic evidence validation; invalid output gets one repair attempt, then falls back to rule-based analysis.
• Built a pipeline that decodes ERC-20 approvals on Ethereum and Monad, comparing original allowances with current allowances, token balances, and spender contract code.
• Wrote 24 offline agent eval scenarios that run in CI, including 5 adversarial cases (prompt injection, out-of-scope tool calls, fabricated claims), separate from ~95 unit and browser tests.
• Implemented per-client rate limiting, daily LLM cost controls, and persistent agent execution traces for debugging.

Agon

Guardrailed Agentic Trading on Solana

TypeScript · MCP · Solana · Jupiter · Swig smart wallets

• Co-designed an agent-agnostic MCP trading server: AI clients research and paper-trade Solana tokens at live Jupiter prices through typed tools, with signing and execution kept outside the model.
• Designed agent-safety controls around a deterministic trade guard outside the LLM: per-trade spending caps, slippage validation, and signing only guard-cleared trades, never agent-written parameters.
• Defined fail-closed handling for uncertain trade outcomes: no blind retries, idempotency tracking, and explicit owner approval before trading permissions activate.

ARIS

Software Adoption Research Workflow

Python · Heym · NVIDIA NIM · Tavily (MCP) · Docker · DigitalOcean · Cloudflare

• Designed a hybrid AI workflow: 7 parallel research branches gather evidence (GitHub, OSV advisories, PyPI/npm, Stack Exchange, web search), LLMs extract structured findings, and the result is emailed as an adopt / trial / hold / avoid brief.
• Separated LLM research from deterministic decision-making, using Python to compute weighted scores, apply security vetoes, and calculate confidence scores.
• Built a Python execution node for the Heym workflow engine (7 tests, proposed upstream) and self-hosted it with Docker.

Study Buddy

MCP Server for Studying

Python · MCP SDK (FastMCP) · SQLite · Pydantic

• Built an MCP server for Claude Desktop with 13 tools, 3 resources, and 4 prompts over local notes, PDFs, and past papers, with SQLite mastery tracking and path-traversal protection.

More projects

• Remote FastMCP ranking server, multi-agent research workflow, and a Telegram DevOps agent (team).