Selected Projects

A mix of research, infrastructure, and product work. Most of it goes from paper to running code to real users or real hardware.

RoboEval

Cybernetic · Eval Infra

Evaluation platform for embodied / VLA manipulation policies. VLM-as-Judge scoring with dual-judge agreement, typed metrics, and a live dashboard.

  • VLM-as-Judge evaluation with dual-judge mode + Cohen's kappa agreement (86/86 tests)
  • FastAPI/SQLAlchemy backend + Vite/React evaluation dashboard
  • Sim-to-real eval loop across SO-101 and dual-robot task mappings

PackingBench

Cybernetic · Benchmark

A RoboEval-native simulation benchmark for warehouse packing: manipulation policies scored on partial-completion across tasks and robots in Isaac.

  • Manifest-driven tasks with a partial-completion scoring rubric
  • Dual-robot (SO-101 / YAM) task mappings and staged assets
  • Built to turn benchmark claims into real, reproducible numbers

SmolVLA on SO-101

Cybernetic · Sim-to-Real

Fine-tuned a SmolVLA vision-language-action policy and deployed it to the SO-101 arm, with mechanistic-interpretability probes into what the policy learns.

  • Fine-tuned + evaluated SmolVLA for pick-and-place and cube-stacking
  • 2-camera deployment, joint-space policy transfer, batch sim episode generator
  • Mechanistic interpretability on VLA internals

Connectome-Driven Locomotion

Research · Neuro-Robotics

Biologically-inspired locomotion controller: simulates the full 13,101-neuron Drosophila ventral nerve cord in Brian2 + FlyGym, then deploys to a physical hexapod.

  • Minimal 1,000-neuron circuit preserves tripod gait and causal ablation results
  • Emergent odor avoidance from connectome wiring alone (no engineered navigation)
  • Sim-to-real on a Waveshare HexArth 18-DOF Dynamixel hexapod

Crypto Safety Wallet

Agents · Safety

LLM-native crypto wallet with a 4-check safety engine on Base. Natural-language intents across send, swap, batch, chain, streaming, and bridging.

  • 4-check safety pipeline: simulation, approval scope, reputation, semantic review
  • 170-case eval suite including 32 adversarial tests across 6 attack categories
  • NEAR Intents Skills API with policy layer and bridge adapter

Prediction Market Agent

Forecasting · LLM

Local-first prediction market forecasting agent with LLM-driven sub-question decomposition, devil's advocate debate, and automated Kalshi trading.

  • Backtested across 229 markets with Qwen 14B: 80% directional accuracy
  • Brier score 0.0033; dynamic ECE thresholds for position sizing
  • LightGBM calibration layer + automated position management

Physical.AI

Co-Founder · 2025

Data-driven marketplace for physical ads. Zillow-style discovery on a map, top 6 at YC W25 hackathon finals out of 100+ teams.

  • Live attention score derived from Caltrans PeMS traffic data (OTS volume, dwell time)
  • Backend ingests placements, maps to nearby sensors, computes scores against baselines

Sympli

Technical Co-Founder · On-Hold

Voice-first health companion. Voice intake → clinician-style note pipeline (ASR + summarisation) with latency under 1 minute.

  • HIPAA-aware AWS stack: TypeScript, Postgres, self-hosted LLM
  • Shipped alpha to 20 users (100+ sessions)

HVAC Assembly Part Counter

Computer Vision · Contract

Freelance CV project to count small parts in 1:72 HVAC assembly kits from video and image data. Delivered an iOS app for real-time part counting.

  • Trained object detector across 14 part classes; 95% accuracy on a 1,200-image test set
  • Optimised latency to under 5s on iPhone 16 Pro

Crypto Signal Dashboard

AI x Crypto · Sentient Labs

Real-time dashboard for whale movements, volume anomalies, and notable trader activity using Nansen on-chain data. Built at Sentient Labs.

  • 2–3k lines backend TypeScript, ~1k lines frontend React
  • Streaming aggregation with sub-2s latency on exchange data
View all repositories on GitHub