Building at the intersection of AI agent infrastructure, verifiable reasoning systems, and onchain finance.
The quality layer for agents that ship code. Point it at a public repo and get
evidence-backed findings (every claim carries a path:line:reason pointer) and
rule-based reproducible scoring — plus a fix plan per finding: ordered steps,
tests to add, acceptance criteria, and an agentInstructions block you can hand
straight to Codex or Claude Code.
Re-audit and see what actually changed: score movement attributed rule by rule, findings split into resolved / new / still-open. The loop is audit → fix plan → fix → re-audit → compare, over HTTP or MCP.
Static analysis only — it never executes the audited repository's code.
TypeScript Fastify MCP x402
Verifiable Chinese astrology reasoning system. Separates deterministic chart computation from multi-agent reasoning, using a rule engine for classical texts and an Evidence Layer to trace every conclusion back to classical sources without LLM hallucinations. Evaluated continuously against MingLi-Bench and fate-bench.
Python Multi-Agent Evidence Layer Rule Engine Deterministic Computing
Dynamic risk-fee Uniswap v4 Hook for new-asset,
meme, and low-cap pools on X Layer. LP fees scale with swap impact — Normal 0.30%,
Warning 1.00%, Protected 3.00% — and the pool's risk state is verifiable onchain, so
traders and LPs price the same risk the contract does.
Ships with a demo router, a live frontend, and a Foundry test suite covering the fee override, risk decay, and hard-threshold blocking paths.
Solidity Foundry Uniswap v4 X Layer — live demo
- AI Agent Infrastructure & DevTools — release quality gates, audit-fix loops, MCP tooling
- Verifiable AI & Reasoning Systems — evidence layers, rule engines, deterministic execution
- DeFi Primitives — Uniswap v4 Hooks, onchain dynamic risk pricing, X Layer
中文：深耕 AI Agent 基础设施、可验证推理系统与链上金融的交叉领域。
- RepoPilot：面向代码生成 Agent 的发布把关层与审计修复闭环（HTTP / MCP 静态分析）；
- MingLi Agent：融合确定性排盘、典籍规则引擎与证据链追踪的可验证命理推理智能体；
- XGuard Hook：部署于 X Layer 的 Uniswap v4 动态风险费率 Hook。