Knowledge copilot
A retrieval copilot over a 40k-document corpus.
Answers cite their sources, and an eval harness keeps the wrong-answer rate from creeping back up as the data grows.
40k docsindexed & searchable
都市猫 / Design + Engineering Studio
Digital products, designed and built end to end.
Urban Cats is a studio for teams who need the whole stack handled — interface, product, the infrastructure underneath, and the AI running through it. One team, from first sketch to what's live in production.
- Websites
- SaaS
- Mobile
- Desktop
- Infrastructure
- AI Agents
What we do
Five disciplines,
one team that ships
Most work touches more than one of these. We keep them under one roof so the seams don't show — and nothing gets lost in a handoff.
- Web
Websites & marketing
Sites that load fast, rank well, and look like nobody else built them.
- Design + build
- SEO & performance
- CMS when you need it
- Product
SaaS platforms
Multi-tenant products, dashboards, and the design systems that keep them coherent.
- Design systems
- Dashboards
- Billing & auth
- Apps
Desktop & mobile
Native-feeling apps for iOS, Android, and the desktop from one product vision.
- iOS / Android
- Electron / Tauri
- Offline-first
- Infra
Infrastructure & automation
Pipelines, deploys, and the glue that makes shipping boring — in the best way.
- CI/CD & IaC
- Observability
- Cost & scale
- AI
AI agents & RAG
Retrieval systems and agents wired into your real data and the workflows around it.
- RAG pipelines
- Tool-using agents
- Evals & guardrails
How we work
From brief to in production
- 01
Discover
We map the problem, the users, and the constraints before anyone touches a pixel or a repo.
- 02
Design
Interface and architecture move in parallel, so the thing you see and the thing underneath actually fit.
- 03
Build
Typed, tested, reviewed, shipped in small increments. You see it working long before launch.
- 04
Operate
We stay for the unglamorous part — monitoring, iteration, and scaling it as real usage arrives.
Capability in practice
The shape of what we take on
// Representative engagements — the kinds of problems we're built for.
Realtime operations
An ops dashboard streaming live events at scale.
Tens of thousands of events a second, rendered without dropping frames, on infrastructure that scales down when nobody is watching.
<100msrender under load
One product, every screen
A single product across web, mobile, and desktop.
A shared core with native shells per platform, so the team ships one feature once and it lands everywhere on the same release train.
3 platformsone release train
The toolkit
Boringly reliable, where it counts
We're not religious about tools — we pick what fits the problem and what you can maintain after we hand it over. This is where we tend to land.
- Design
- FigmaDesign systemsMotionPrototyping
- Frontend
- VueReactTypeScriptVite
- Backend
- PythonGoNodePostgreSQL
- Data & AI
- LLMsRAGVector DBsEvals
- Infra
- DockerKubernetesTerraformCI/CD
Start a project
Got something that needs building?
Tell us what you're trying to ship — the rough idea is enough. We'll come back with how we'd approach it, what it takes, and where we'd start.
Currently taking on new work