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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.

  1. LLM-Digest

    2026

    An 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
  2. KV-cache LLM serving

    2026

    Graduate 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
  3. Solana MEV and Jito relay

    2025–2026

    A 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
  4. Polymarket BTC bot

    2025–2026

    A 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
  5. RootData

    2022–2026

    I 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
  6. Payment indexer

    2026

    Rebuilds 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
  7. WestTelecom

    2024, hardened 2026

    A 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