AAIM: the old way is rereading the driving manual every morning. A habit layer attaches to a frozen Llama, Qwen, or Dolphin so driving is already second nature.

AAIM — habit layer and trend layer for open models

A skilled driver does not read the manual before every trip. Today’s agents do — every reboot. AAIM puts a clerk in front of any model — local or paid. Standing orders live in a habit table (one agent) and a trend table (the crew). A small meaning matcher pulls only the cards that match this job. The rest of the novel never enters the window. Skills and project memory stay for facts.

Two layers. One frozen model.

Keep the model you already run — local or paid. The clerk searches the crew catalog, then that agent’s catalog. Both layers are optional.

Trend

The crew

Hard hats, steel toes, walkie-talkies. Site rules everyone already follows. A human can write these once for the group.

Habit

The trade

Bricklayer, roofer, crane, tile, concrete. Each agent grows second nature for the seat they actually sit in.

Gate

How a habit becomes a trend

Enough of the crew independently succeed. A gatekeeper checks it is a real win. Then the whole site already leans that way.

What you get

01

Cheaper mornings

Once a rule is a habit or a trend, it leaves the everyday notes pile. The clerk attaches it only when this job matches. The window keeps the task, not the whole handbook.

02

Real second nature

Same meaning, different wording, still matches. “Grab this file” still finds “put downloads here.” The heavy model never reads the whole table.

03

Safe walls

One agent’s habit rows stay theirs. A trend only spreads past a threshold and a gate. Remove a row or an id. The frozen model never changed.

The plan

1

Habit table first

One agent id. Write a standing order once. The clerk attaches it only when this job matches — even if you word the ask differently.

2

Trend table second

Crew-wide cards in front. Human-seeded site rules — the hard hats — shared by every agent on that crew.

3

Promotion with a lock

A card that keeps getting picked, across agents, can become a trend. A gatekeeper still says yes. Then the whole crew already has it.