ABF System
Learning Loop
Layer 04 — Learning & Memory

The organization
remembers everything.

Every autonomous action is written as a decision record, measured against a hypothesis, then either promoted to policy or reverted. Nothing is a black box — you can trace any outcome back to the decision that caused it.

Memory model

4 layers
Identity memoryPermanent until owner edits

Mission, brand voice, ICP definition, non-negotiables

Operational memoryVersioned, every change diffed

Playbooks, sequences, pricing rules, SLA commitments

Outcome memoryFull history, exportable

Every decision with measured result and confidence

Relationship memoryLifetime of the account

Per-account context, promises made, sentiment history

Trace explorer

Decision → outcome → policy
Hypothesis

Buyers stall on seat math, not price level

Measured outcome

Trial starts +11.4% over 9 days, n=2,140

Policy update

Default all pricing copy to usage framing

adopted

Audit export

Compliance

Export the full decision ledger for any period — every action, actor, input, approval state and outcome — as signed JSON or CSV for your auditors, board or regulator.

Ledger entries48,219
Owner approvals recorded312
Reverted policies27
Coverage100% of autonomous action