hazel.gg 2

limelight social 5

midsphere ai 13

  • mac-cua
  • exo
  • AWorld

alma inc 7

point at a startap a star

played 23

watched 7

read 3

point at a startap a star

Work

Alma Inc, now

Founding engineer. Computer-use agents that run on their own.

  • 5–8× faster: Computer use made 5 to 8 times faster, still state of the art.
  • 10× cheaper: 10 times cheaper to run: about 26 to 33 cents a Mac task.
  • cua: Official contributor to trycua. A faster macOS driver. The pull requests
  • open-codex-computer-use: Official contributor. Background control of macOS, in Swift. The pull requests
  • pi_agent_rust: Found why prompt caching failed through LiteLLM. Fixed upstream. The pull request
  • optical-read-mcp: Code handed to a model as images: about 7× more per token. github.com/hyprcat/optical-read-mcp

Midsphere AI, 2025 to 2026

Founded it. General agents and everything they run on.

  • Razorpay Rize: Officially part of Razorpay Rize.
  • T-Hub: Officially part of T-Hub.
  • Manus, rebuilt: Reverse-engineered Manus’s agents, end to end.
  • Days-long agents: Agents that keep working, unattended, for days.
  • 800+ connectors: Over 800 tools and services an agent could reach.
  • Linux computer use: Agents driving full XFCE desktops in Linux sandboxes.
  • mac-cua: Computer use on macOS that never takes over your screen. github.com/hyprcat/mac-cua
  • exo: An agent framework for distributed systems. github.com/midsphere-ai/exo
  • AWorld: Contributor to inclusionAI’s multi-agent framework. github.com/inclusionAI/AWorld
  • Terminal-Bench #22: 22nd on Terminal-Bench.
  • GAIA 70.76%: 70.76% on the GAIA test split.
  • IMO 5.5 / 6: 5.5 of 6 at IMO 2025, from a multi-agent network.

Limelight Social, 2023 to 2024

Founded it. A video platform for creators, built by hand.

  • 100K+ lines by hand: Backend and frontend, across Limelight and Hazel.gg, without AI.
  • 40M model: A 40M-parameter custom model, trained in-house.
  • 1,200 users: 1,200 people, before I wound it down in October 2024.
  • 2TB streamed: 2TB of video through its own pipelines.

Hazel.gg, 2023

A gamified social platform, on my own.

  • 5M model: A 5M-parameter custom model sorting every post by topic.