building HumanPlane — prediction market trading terminal. longer term goal is building reality infrastructure. thoughts and projects at SCULPT.
sold two startups: RealmPlay (character AI but running fine-tuned llama on consumer GPUs) and SoulBazaar (autonomous social agents for web3).
3+ years at Instacart, ended as senior SWE / tech lead for enterprise ads. scaled ad measurement and experimentation platforms, led 10+ engineers. before that interned at Coinbase (data platform), SeatGeek (data infra), PagerDuty (ML platform), Deliverr (fulfillment). CS at Waterloo.
i work at the intersection of applied AI and crypto. goal is to compound — keep building, keep learning, play bigger games over time.
been in AI for a while. for RealmPlay i productionized a fine-tuned llama on rented 3090s via vast.ai, built a serving API on exllama, used a DO droplet with nginx as a load balancer. this was before vLLM. extended context from 4K to 16K using SuperHOT right when RoPE scaling was discovered.
more recently been getting into ML/RL. built an RL agent (LACUNA) that trades polymarket 15-min crypto markets using binance order flow.
same with crypto — mining ETH at $35 in 2016, did dev for a token that hit $50M+ marketcap, been around through every cycle since.
recent projects: prediction market monitors, claude code leaderboards, multi-agent swarms on solana, real-time interactive video, LoRA marketplaces, youtube thumbnail copilot that got paying customers. earlier: hackathon wins, 10M-view automated youtube channel, lots of other side quests.