Mike Hukiewitz

Data engineering and AI/ML — with FinML research on noisy markets.

Mike Hukiewitz builds pipelines, viz, and orchestration for products that learn from messy real-world data. Markets are a research lab, not a personality.

Selected work

Projects from the field

Production systems with measurable outcomes — matchmaking, risk, portfolio optimization, market infrastructure, and decentralized compute.

  1. 2026 – Present

    Lead · AI matchmaking ATS

    Built the full candidate↔job matchmaking system for Solana hiring: LLM profile/job normalization, pgvector embeddings, and a hybrid ranking model (role, domain, skills, seniority, prestige + GitHub signals) that shortlists into the ATS via Dagster.

    Candidate sourcing: days → ~10 minutes Python · Postgres/pgvector · Dagster · LLMs
  2. 2025 – 2026

    Backend · Trading risk infrastructure

    Owned mission-critical risk backends: TimescaleDB/Postgres market-data sync, Redis caching, ActiveMQ alerting, and durable storage for thousands of portfolios and orders. Built MCP tools for technical analysis.

    Production risk systems at scale Python · NestJS · TimescaleDB · Redis · MCP
  3. 2025

    Lead · Portfolio optimization

    Led a team of five shipping an MPT-style crypto portfolio product: market-data ingestion on Postgres, React/Next.js with wallet adapters, and LLM chat for live users.

    1,200+ users · +19.2% vs benchmark TypeScript · Python · Next.js · Postgres
  4. 2024

    CTO · Hummingbot market making

    Led an international team building Hummingbot trading systems and exchange connectors. Operated Dockerized AWS fleets for Bitcoin Runes MM and co-authored Gateway-v2 CLOB interfaces.

    $500k+ client funds · $20M+ volume Python · FastAPI · Docker · AWS

    Also robotter.ai

  5. 2024

    Bitcoin Runes Trading Wallet

    Builder · On-chain DEX product

    Shipped a Telegram trading bot for Magic Eden and OKX Bitcoin Runes DEX — swaps, multi-buys, orderbooks, and open orders. Ran a Bitcoin node and reverse-engineered incomplete DEX transaction formats for production integrations.

    Hundreds of Bitdog users TypeScript · Postgres · Grammy
  6. 2023 – 2024

    Fishnet Hackathon winner

    Builder · Privacy-preserving compute

    Privacy-preserving compute-over-data for financial time series on Aleph Cloud — Pandas workloads, client-side aggregation, Solana metadata. Shipped wallet auth and the Active Record ODM storage layer.

    Solana Superteam Berlin DeFi prize Python · FastAPI · TypeScript · React
  7. 2022 – 2024

    Contributor · Core node & developer platform

    Contributed to pyaleph core channel node (RabbitMQ job queues / P2P pub/sub): OpenAPI auto-generation, message-query endpoints, upload fixes, SDK verification-on-fetch. Hardened aleph-vm-scheduler and helped ship aleph-sdk-ts v1.

    Core platform & SDK contributions Python · TypeScript · RabbitMQ · OpenAPI
  8. 2022 – 2023

    Builder · High-throughput DeFi indexing

    Integrated Solana DeFi protocols into Aleph’s indexer framework with an automatic IDL parser and TypeScript code generator for program accounts/events. Fixed memory leaks in backpressure-prone sync pipelines.

    Stable indexed financial state under load TypeScript · Solana