I build trading systems, agentic infrastructure, and the routing layers that decide who should do the work — a model, a machine, or a person.

🥇 Top 5 of 53 — GenAI Fund Agentic AI Build Week 2026, Founder Mode track, built solo

An operating system for a workforce of humans and AI agents. It decides who should do each piece of work — an AI agent, a human, or an agent that proposes and a human who approves. Every task is routed through an interpretable score, every irreversible action is gated behind a signed human approval, and the system learns which workers to trust from judged, human-confirmed outcomes.

Reputation buys autonomy on reversible work, and buys nothing on irreversible work.

Next.js 16 · TypeScript · Supabase · OpenAI · Langfuse · 60 tests passing

A meta-router for Claude Code. It sits above every workflow system in the stack and decides, per task, which system, which specialist, and which effort tier — then logs the decision and learns from the outcome.

A friendly response to Karpathy's LLM Council: multi-model voting is one useful tool, but routing is the harder problem.

Python · Shell · Markdown

A modular backtesting engine in Rust, built on Polars. Strategies are swappable behind a Strategy trait, execution is realistic (next-bar fills, commission, slippage), and it ships with Kelly position sizing, grid-search parameter optimisation, and walk-forward validation to catch overfitting. Includes a Rust-versus-pandas benchmark.

Rust · Polars · clap

A live Bitcoin trading simulator. Streams real-time price from the Binance WebSocket API, computes SMA, EMA and RSI on the client, and simulates market and limit orders with full portfolio and P&L tracking.

Node.js · Express · vanilla JS · Chart.js

Five PRs merged in three weeks, all into tools I use daily. Each one started as a bug I hit myself, was reproduced before it was fixed, and shipped with regression tests.

In review: two PRs into mcp-atlassian (★5.7k) closing a space-filter bypass across the Confluence tools. The allowlist was checked against the space you named, but not against the parent page the write actually landed under — so the page was created in a filtered space and the error only surfaced afterwards.

Top 5 of 53 · Founder Mode track · Problem P4, "Human-AgentOS" · built solo

Shipped warrant in a single build day: a closed loop for human/AI workforce allocation. A task arrives with capability requirements and a reversibility flag; a router scores every registered worker on capability match, cost, latency and evidenced reliability; irreversible actions structurally require human authority regardless of reputation; work executes for real, outcomes are judged, and the next identical task routes differently.

Simulated workload, real executions — every execution, score and posterior update is recorded in an append-only evidence log.

CS @ Durham University — going into second year, deep in quant systems, algorithmic trading and agent infrastructure. Building real products alongside the degree, not after it.

Before Durham: 3rd Sergeant, Singapore Army (Military Police) — commanded a 10-man team in high-pressure, compliance-driven environments. Learned to think in systems and manage risk before I knew what those words meant in trading.

I write about crypto, tokenomics, quant and emerging tech on Substack.

Latest: Crypto-Currencies & Tokenomics: Their Relevance in the Next Decade

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