The tacit knowledge layer
We can know more than we can tell.
Michael Polanyi · The Tacit Dimension · 1966
Knowledge that never got written down cannot be given to an agent. And writing it down doesn't work most of the time.
Athena makes the knowledge in your head usable for your AI agents. It captures how you actually work, from the work itself, and serves it to any agent before it acts.
Any agent · any model · local-first · your data stays yours
When drafting a financial model, count only cost-bearing, committed personnel in headcount.
What it is
Athena, in plain words.
The most valuable knowledge in any company is how the work is actually done. It was never written down, because nobody can write it down. Athena captures it where it shows: in the moments you correct your agents.
It watches the difference
What your agent produced, and what you actually sent. That difference is knowledge: your procedure, your trade-off, your judgment.
It turns it into a rule
Athena infers the rule behind the correction and cites the evidence it came from. You see every rule it holds, and you can edit or delete any of them.
It briefs your agents
Before any agent you run acts, it gets the rules that apply. It works the way you would have, so you stop re-checking every move.
No forms · no interviews · nobody writes a document
Why it matters
You hired an agent. You got a trainee who never learns.
Every deployment plays out the same way, and every correction you make is thrown away. Toggle the loop to see what changes.
30%
Task completion on real office workThe best agent finishes under a third of realistic multi-step office tasks. Not for lack of intelligence: nobody told it how your team actually works.
95%
Of GenAI pilots show no P&L impactMIT's root cause: the tools cannot retain feedback, adapt to context, or improve.
70%
Of expert know-how never gets written downAsk people to document their job and most of the real steps stay in their head. It cannot be typed into a wiki.
TheAgentCompany, NeurIPS 2025 · MIT NANDA 2025 · Tofel-Grehl and Feldon 2013
What's missing
The missing ingredient is not more intelligence.
It is tacit operating knowledge: learned by doing the work, never written down. Six things every experienced operator carries, and an agent has none of them.
The steps that work, not the paper ones.
This account looks like the one we lost.
What should happen next, and what if it does not.
What to do once it has gone wrong.
Where to stop, and when to hand back.
The call itself, when the rules run out.
The gap
Everyone is building the company's brain. Nobody captures how you work.
Two layers are crowded and well funded. The third has no complete offer: capture used to mean asking, and asking fails. Agents inside the work can now observe it as it happens.
That third layer is Athena
Ownership
Yours stays yours. The company's stays the company's.
Capture runs locally, consent-first, and you see everything it holds. We never ask anyone to explain their own job.
The personal layer: how you decide, write, and judge. It lives on your machine and moves with you to any agent, any tool, any company you work for.
Company-work rules live in the company dock: attributed to roles, never persons. Nothing goes company-wide without human approval, and the company keeps its copy when people move on.
People adopt because they finally own something. Companies pay because what is theirs stays theirs.
Get Athena
Free for every person. Companies dock in together.
One free install per person, source available, forever. When a team wants one shared layer, that is the company dock, and that is a conversation.
One person's layer
Every call you make, seen where you make it. Your own knowledge layer: on your machine, yours, and it moves when you do.
Join the betaThe company dock
One shared layer: team rules, scoped authority, every correction settled once for everyone. Every agent the company runs inherits how the company works on day one. Hosted or self-hosted: nothing is sent to us.
Contact us · info@athena.workWe run Athena on our own work, every day · honest about what is not there yet
Private beta
Run it on your own work.
Athena is in private beta with design partners. Leave your work email and we will get you set up, usually within a day. Or write to us directly: info@athena.work