Work
Each write-up covers the problem, how it is built, its stack and what it measured. Three run live: LLM-Digest, RootData and the WestTelecom demo. Longer posts are on the Blog, and my 2023–2024 research, VC and coding notes are in the Notebook.
LLM-Digest
2026An AI analyst I run myself: every hour it reads 127 sources, runs a nine-stage LLM pipeline with a fallback model behind every stage, and writes one page of market conclusions that trace back to their posts.
- 9LLM stages a run
- 127sources an hour
- 4,100+reports written
- Next.js 16
- React 19
- TypeScript
- Vercel AI SDK v6
- SQLite FTS5
- Live demo
KV-cache LLM serving
2026Graduate capstone on serving latency: I owned the KV-cache layer under a learned vLLM scheduler, where 4-bit KV fit 2.83 times the tokens and cut time to first token 6.8 times under load.
- 2.83×token capacity
- 6.8×faster first token
- −47%P99 time per token
- Python
- vLLM
- Triton
- PyTorch
- Llama-3.1-8B
Solana MEV and Jito relay
2025–2026A bundle relay built for 30,000 to 60,000 requests a second across eight block-engine regions, and the market research that decided what to build on top of it.
- 4,000+egress IPs
- 8block-engine regions
- <0.5 msproxy wait, from 13–28
- Go
- gRPC
- Rust (tokio, axum)
- Solana Go SDK
- Jito
Polymarket BTC bot
2025–2026A Rust trading system for Polymarket's 5- and 15-minute BTC Up/Down markets: it reads Binance over SBE ahead of the market's own feeds, prices each market as a binary option, and trades only when the book sits far enough from fair to pay for the fee and the hedge.
- 720 / 894commits mine
- ~1.65 sahead of the settlement feed
- 17,549markets in the backtest corpus
- Rust (tokio)
- Binance SBE
- Polymarket CLOB
- Gnosis Safe, CTF
- Python
RootData
2022–2026I co-founded a crypto asset database and designed and collected its data from zero; it grew to 428K users and 200+ API partners, and I later opened the data to AI agents through MCP.
- 428Kusers
- 200+API partners
- ~14×organic growth in a year
- Product management
- MCP (TypeScript, Python)
- Cloudflare Workers
- XGBoost
- Streamlit
- Live demo
Payment indexer
2026Rebuilds stablecoin card-payment volume from self-indexed chain data, issuer by issuer, with an evidence trail behind each figure.
- 22 of 24card programs traced
- 413registered addresses
- ±0.6%on EVM mainnets
- TypeScript
- ClickHouse
- Postgres
- EVM adapters
- Solana adapters
WestTelecom
2024, hardened 2026A bilingual plan catalogue for a telecom reseller: staff edit plans in an embedded studio and the site updates without a redeploy. The live demo runs on fictional data.
- 5product lines
- 2languages
- 9content schemas
- Next.js App Router
- TypeScript
- Sanity v3
- GROQ
- next-intl
- Live demo