Turning literature, experiments, evaluation protocols, or specialist workflows into coherent software.
Contact · Founder-led
New work
Product support
Research collaboration
Bring the difficult part first.
The best first note explains the decision, constraint, or failure that makes the work matter—not a list of features already chosen.
A useful first message
- 01
What are you trying to change, and for whom?
- 02
What evidence, data, system, or existing work already exists?
- 03
Which constraints are real: privacy, safety, language, deadline, budget, or infrastructure?
- 04
What would a successful first phase make possible?
Good fit
Problems that cross a boundary.
Evaluating models, designing review states, choosing local versus hosted inference, and making failures recoverable.
Completing product architecture, accessibility, privacy, commerce, Cloudflare deployment, tests, and documentation.
Focused training on applied AI, evidence-aware research workflows, model evaluation, or privacy-conscious product architecture.
Existing products
Send sensitive matters to the right channel.
Do not send passwords, API keys, card details, medical records, or other sensitive personal data by email. For a security disclosure, provide reproduction steps but no real user data.