The custom app
The software people open every day. It fits staff, customers, systems and data — the unique shape of the business.
UX design for AI brains
The custom app fits the way you work. The company brain holds how you think, decide and deliver. One without the other is a chatbot, or software that never gets smarter.
The work
You are designing four things that have to fit.
The software people open every day. It fits staff, customers, systems and data — the unique shape of the business.
A ticket, a proposal, a month-end, an onboarding. Each job has a start, a finish, and a record of what happened.
Skills, memory and DNA. What the brain is allowed to know, at which scope, and what must never leak between clients.
Approve, assign, correct, roll back. If these are not designed, the brain guesses — or the team stops trusting it.
Principles
These come from how Telos brains are organised — skills, tools, memory and budgets.
Structure is as important as content. When you add knowledge, decide what to split, what to remove, and where it belongs. A tidy brain answers. A pile of documents waits to be searched.
Skills live in categories and load on demand. Do not pour the whole company into one screen or one prompt. Progressive disclosure is how a brain stays fast and cheap.
A tool’s name, parameters and error text are UX. Fix the tool definition before writing a longer skill that tries to explain a confusing one.
Workflows run again tomorrow. Take the lesson from a bad run, but do not rebuild the product around a single example.
The category description is the lens. If it is vague, knowledge lands in the wrong place — or is missed. Skills hold practices. Memory holds scoped facts. Do not mix them.
Turns, tokens and spend are design constraints, not afterthoughts. Raise a limit when the work needs it. Never because the model asked.
Vocabulary
If these names are wrong, the interface will be wrong.
The people or companies the brain must keep separate.
The unit of work: scoped, resumable, completable.
Skills — versioned practices the whole organisation can use.
Tools the app exposes. Tight, sufficient, named in the user’s language.
A workflow that loads the right context and starts the work.
Purpose, edge, voice, doctrine, customers — the DNA that shapes every answer.
Human control
A brain that cannot be seen, stopped or corrected will not be used for real work.
People need to see that work is running, waiting, blocked or done — in time to act.
Tickets, clients, jobs. Not agents, payloads or sessions, unless that is how this company already talks.
The important actions wait in a place someone owns. Uncertainty should escalate, not guess.
Learnings land with checkpoints. A person can review a change and roll it back.
Daily memory can be automatic. Strategy can be a meeting. The craft loop — turning what worked into a skill — needs a designed surface, or the brain drifts.
Information architecture
Every document, lesson and brain-dump is read through your categories. A weak description means knowledge is misplaced, or never captured.
Aim for a small set of distinct dimensions — enough to cover the business, not so many that two buckets fight. Write what belongs, and what does not. Use the company’s words.
If two categories overlap, merge them. If one covers everything, split it.Start here
Get the job and the domain right first. Screens come last — that is when they are cheapest to change.
What is the user hiring this for? Write it without naming a feature.
Map staff, customers, systems and data. The app wraps that shape.
Purpose, edge, model, voice, doctrine, customers. Get this wrong and the brain learns the wrong company faster.
Which skills, memory and tools does this run need? Leave the rest out.
Who approves, who is assigned, what gets graded, what becomes a skill.
Go deeper
Drop these into an LLM, or read them yourself.
Organise knowledge, disclose it progressively, and keep the model on a budget.
BRA102DNA first. Memory, craft and compass — knowledge up, alignment down.
BRA208How to design categories so the AI can place knowledge correctly.
ProductWorkflows, skills, memory, learning and the infrastructure to run it.
Telos Brain
A custom app plus company brain — designed around the way you work.