High-performance code · Finance & quant · Blockchain · AI agents · Protocols
CUHK (computer engineering) · Founder of directwire — a Rust organization building public-key-native networking for autonomous agents · Founder of NeuralZoo
I write high-performance infrastructure at the seams of protocols, agents, and money — transport that beats TCP, portable AI identity, institutional-finance codecs, ZK-enabled machine learning, and the settlement layer for machine commerce.
Public-key native networking for autonomous agents — dial by public key, not by IP.
| Repo | What it is |
|---|---|
| agent-transport | Message-oriented agent transport: single-packet round-trip, 8-level QoS, loss-resilient GRANT/SRPT scheduling over UDP. 5.2× lower P99 than TCP on short messages. |
| directwire | Rust workspace: p2p-mesh (iroh-style mesh) + gm-pq-stack (SM2 + ML-KEM-768 hybrid transport) |
| messaggero | A2A-compatible high-performance multi-agent transport: bincode fast path over Unix sockets + A2A HTTP |
| culmen | persona/v1 — a portable format for AI personas that remember, grow, and relate; runs on Claude Code · OpenClaw · Hermes · dsh |
| fixfast | High-performance Rust FIX/FAST reference implementation for institutional finance |
I deliberately place first bricks into young ecosystems — work that yields deterministic recognition and compounding value, regardless of any single project's fate.
确定性认可 ｜ 绝对收获 ｜ 长期价值投资 ＋ 攀附初始生态添砖加瓦
| Upstream | PR | Contribution |
|---|---|---|
| nautilus_trader (26k★) | #4799 | Fixed the silent no-op in custom-data stream conversion — regression-tested, CLA signed |
| barter-rs (2.2k★) | #284 | FIX protocol framing, parser & TCP/TLS transports — built on my own fix-codec |
| semantica-agi | #1084 | SHACL #-terminated namespace handling |
| AntigmaLabs/ante | #156 | Effort rounding contract + OpenAI reasoning_effort mapping |
| zkonduit/ezkl | #1023 / #1021 | Custom PWL lookup for nonlinear ops — 40× MAE improvement at zero proof overhead |
| akitaonrails/ai-memory | #413 | MCP strip_root_combinators — ✅ merged |
| EmilLindfors/a2a-rs | #50 | De-flaked ConnectRPC auth tests |
| agentclientprotocol/rust-sdk | #328 | ACP session load/resume |
| zkonduit/LatentExchange | #1 | First external PR — Phase-1 benchmark harness for the AI-mediated barter protocol (match rate, completion, cold-start) |
| Dominic789654/awesome-deepseek-harness | #159 | Listed culmen (dsh-plugin-persona) on the official dsh plugin list — cross-runtime personality memory |
| Project | What it is |
|---|---|
| meridian | Agent economy infrastructure — settlement and trust rails for machine commerce (DSA authorization + settlement aggregation) |
| AI-Decentralized-Autonomous-Economy | AIDE — an AI decentralized autonomous economy (research) |
| ANAI | Native Android AI assistant (Kotlin, Jetpack Compose, Room) |
| STIP-MLX | Private LLM inference on Apple Silicon — the server only ever sees permuted tensors |
| ezkl-custom-lookup-experiment | Quantile-based PWL breakpoints with a full prove/verify pipeline |
| Systems | Zero-Knowledge | AI / ML |
|---|---|---|
| Rust · Python · Kotlin · TypeScript · C# | Halo2 · ezkl · zk-SNARKs · custom PWL lookup | PyTorch · ONNX · MLX |
GitHub · directwire · NeuralZoo
Wabi-sabi, Tengen — Between Verifiability and Unsayability