Companies, hackathon systems, and products with a person still accountable for the outcome.
Company · 2026
Crawn
Autonomous software teams. Previously AutonomLayer. Six specialist groups, Research, Product, Design, Marketing, Security, and Engineering, take a product from brief to review.
- SuperPlan is an editable product brief. The system turns it into ordered build steps.
- Engineering takes one accepted step at a time. Critics check the diff against source, missing states, and security.
- Low-risk edits can proceed. Schema, billing, credentials, and deploy wait for a person.
- Runs on the desktop or in a hosted Cloud Studio.
crawn.ai · Launch note
MARA · First place · 2025
Panoptic
One dashboard for a Bitcoin miner’s data centers and treasury. Energy, inference demand, and compute become a single operating picture.
- Live portfolio of sites, with satellite context for where to expand.
- Agent tools for energy strategy, site scouting, and hedging.
- Battery storage treated as a treasury, not a sidecar.
MARA on the win
Humanitarian systems · 2026
Life Agent OS
An operating picture for a city under stress. Maps, news, climate, and field imagery in one place, with the agent as a careful operator, not an unchecked author.
- Search any location. Read recent reporting next to the map.
- Upload drone imagery to pick out buildings, roads, water, vegetation, and risk.
- Every conclusion stays tied to a source, and a person can overrule it.
Project note
Swiss AI Weeks · 2025
CertusAI
Citizens should be able to read the law in their own language. CertusAI searches and summarizes Swiss law on Apertus, in the open.
- Best real-world use of Switzerland’s open sovereign model.
- Built with Luca Saur in Zurich.
Enterprise onboarding · 2025
CodeSage
The wiki is stale and the mentor is busy. CodeSage learns the codebase you actually run and walks a new engineer through it.
- Patterns and violations come from the repository, not a generic style guide.
Judging signal · 2025
Talent Scout AI
A live ranking of builders. Code, writing, and interface craft scored in the open, so hiring and mentorship start from the work.
- GitHub, LinkedIn, and optional writing. Sortable. Contact stays behind an intentional reveal.
City infrastructure · 2025
MrDroneAi
Drones notice what crews find late: cracked pavement, dark streets, water where it should not be. The map tells you what to fix first.
- Video and audio in. Priority alerts out.
Self-improving agents · 2025
EvolutionOS
An operating system for agents that measure, critique, and revise their own plans, prompts, and tools after every task.
Devpost
First company · 2012 to 2018
WhyAsk.Us
A social network organized around questions. Product, interface, and backend, from an empty repo to a public launch.
- Bay Area. Built and led as founder.