AI full-stack development
Full-stack development at AI-native speed.
We build web apps, mobile apps, and everything behind them.
── Pods deployed with ──






What we do
Web applications
SaaS products, customer portals, and dashboards, built to carry production load.
Mobile apps
Shipped to the stores, sharing one backend with the web.
APIs and integrations
The connections between your product and the systems around it.
AI inside the product
LLM features, agents, and automation where they earn their place.
How we do it
- 1
Discovery call
A 20 minute call defines the first week of work.
- 2
Build in weeks
A working product against real data, early.
- 3
Harden
Testing, evaluation, and the boring production parts.
- 4
Ship and stay
Live, maintained, and iterated on your roadmap.
The typing is done by frontier coding agents. The engineering is done by engineers.
Claude and Codex
Frontier coding agents drive implementation while engineers direct and verify.
Cauldron, our framework
Our proprietary harness: a knowledge graph of the codebase, multi-agent coordination, and evaluation templates.
Agent duels
Competing implementations argued against each other, and judged, before the winner ships.
/goal and /loop
Autonomous loops that keep long work moving and recurring jobs running without a person driving.
What you'll achieve
Direct access
You talk to the engineers building the system.
One set of heads
Judgment and implementation held by the same people.
Production bias
Systems that carry load beat systems that demo well.
Honest tradeoffs
We say so when AI is the wrong tool for the job.

Case studies
We have done this before.
4 weeks from a signed agreement to a handed-over product
Learn by Mentoring, a leadership-skills gym built for Tangent
Read the case study

2h 55m → 48m median standard quote
Unifying inventory visibility across a multi-supplier distribution network
Read the case study
80% reduction in registration-process time
A bilingual regulatory workspace for clinical instruments entering China
Read the case study
Automotive retail
24/7 every call answered, including out of hours
Hey, we built Aria, the future of agentic telephony
Read the case study
Common questions
Do you build mobile apps as well as web?
Yes. Most products ship web first and add mobile when the audience demands it, sharing one backend. We advise on that order rather than defaulting to both.
What does AI-native development actually change?
The pace and the shape of the work. Coding agents do the typing, one engineer directs several streams at once, and the team's time goes on judgment and verification.
Which stacks do you work in?
TypeScript, React, Node, Python, and modern cloud infrastructure most often, chosen per project. The stack is a decision, not the point; implementation is where the work and the risk sit.
Tell us what you need built.
A 20 minute call is enough to work out whether a pod fits. The first week of work is defined on that call.



