Engineering intelligence for the real world.

We build AI agents, production-ready applications, and intelligent dashboards that turn complex ideas into working systems.

Elevate what exists

See our workGet in touch
What we have shippedAI applicationSemantic search over a whole corpusResearch paperPeer-reviewed on IEEE XploreAn app in production500+ installs, real reviewsDataset bundles for LLMsHigh-quality RLHF and SFT training data
500+
Play Store
downloads
4
Projects
delivered
2
Projects
ongoing
1
Research
published
6
Clients
served
Our work

Built to solve what annoyed us.

Products first, contracts second. Each one started as something we wanted to exist.

Android app · Live500+ downloadsProduct

BrieflyTube

Listed on Google Play as Online Video Summarizer. Turns a long video into a clean, readable summary in seconds, and explains its own value the moment you open it.

Get it on Google Play
Travel · Reels to routesHigh potentialService

WayFinder

A reel makes you want to go somewhere. WayFinder names the place, works out how to reach it, and hands back an itinerary you can walk.

Open WayFinder
See all six projects

Models we have helped train

Contract engineering across 4 frontier model programmes, 1.5 years+ and counting.

Fabel5
Mythos
Gemini
OpenAI
CLI tools
ClineOpenClaw
Languages
PythonTypeScriptJavaScript
How we work with model teams
About us

A small team that works for clients and ships its own products.

R&D, intelligent systems, dashboards and contract engineering. Built by the people who use them.

Read the whole story

Services we offer

  • AI-ML applications & model building
  • Data analysis
  • Web development
  • App development
  • Applied research
  • Dataset development for models
  • Contract engineering
Achievements

Shipped, published, paid for.

Live on Google Play

BrieflyTube crossed 500+ downloads

Listed on Google Play as Online Video Summarizer. Our first public app, built and shipped end to end: listing, releases, updates and user reviews. It is still on the store and still getting installs.

Rated by real users on the Play Store
View on Google Play
The trailer from the Play Store listing.
Research · IEEE

An Integrated Usage of Bidirectional LSTM and Computer-based Cognitive Attention to Categorize Speech Stutters

Peer-reviewed and published on IEEE Xplore. A second paper is being written now, on the same applied side of the field.

1 published, 1 in progressRead the paper
Service · In progress

Libify library dashboard

Circulation, stock and member activity on one screen. Built for a real library workflow rather than a generic admin panel.

Nearing completion
Contract engineering4

Frontier models we have helped train

Training, evaluation and dataset work delivered under contract across 4 model programmes, 1.5 years+ and counting.

Fabel5MythosGeminiOpenAI
How we work with model teams
Contact us

Tell us what you want built.

Send a short note about the problem. If we are not the right team for it, we will say so and point you somewhere better.

Taking on new work

We reply within a day.