One loop, the size of a company.
An agent has a goal, a context, actions and a reward, and it runs a loop. A company has all of these too, spread across hundreds of agent sessions that never see each other. Agmia connects the sessions and closes the loop.
- goal
- the objectives the company sets
- context
- every agent session in the company, shared
- actions
- sessions on every machine, started by people or by the company
- reward
- progress per unit of human attention
- learning
- lessons distilled into the next session's context
- humans
- set the direction, and step in when asked
Self-improvement moves up a level.
WeightsA model improves between training runs.months · a few labs
PartsAn agent rewrites its own prompts, skills and plugins.hours · one agent
OrganizationEvery session becomes context for the next one.minutes · the whole company
We call the third level Org RSI: recursive self-improvement, at the scale of an organization.
An open protocol. Three verbs.
announceEach machine sends its whole list of sessions. The hub replaces the old list, so a lost message heals itself.
readContent stays on the machine that owns it, read when someone or something opens the session.
sayA message into a session travels to the machine that owns it, signed by whoever sent it.
One writer per session. Hidden wins, and the machine decides.
Claude CodeCodexOpenCodeDSHany harness that speaks Agmia
Spec v0 and the reference hub, AGImy, are coming under Apache-2.0.
Who decides the next step?
Most tools put agents to work when a person asks. Agmia sits where the company reads its own objectives and decides the next step itself, with the agents you already use.
Team workspacesPeople and agents share rooms. A person asks, an agent does it.
AgmiaThe company reads its objectives and starts the next session itself.
Coding agentsOne person, one agent, one task at a time.
Self-improving agentsOne agent rewrites its own parts and keeps going.
left to right: a person asks → the company decides · bottom to top: one agent → the whole company
We're running the experiment on ourselves.
Vizzy Labs runs on Agmia. For eight weeks we watch one number: the human attention it takes to move an objective forward.
illustrative data
100w1
78w2
61w3
w4
w5
w6
w7
w8