Accounting workspace / Learning

Policy learning

Review how bookkeeping policies learn from approved evidence.

Learning never grants posting or payment authority.
Every policy remains subject to bookkeeper review and the configured evidence gate.

Checking rule counter audit…

Learning loop health

Read-only evidence of proposals, human decisions, and unresolved work.

—

Checking learning health…

Shadow application review

Record a human judgment on an AI policy suggestion. This is append-only learning telemetry; it never applies the suggestion or changes books.

Loading shadow applications…

Select a shadow applicationReview the proposed action and record a human outcome. No operational action is available here.

Human-reviewed learning evidence

Only explicit human accepted, corrected, rejected, or overridden decisions can prepare an immutable policy proposal. A proposal never activates automation or changes the books.

Loading human-reviewed evidence…

Prepare a policy proposal from selected evidence

Start with a conservative template, then replace every REPLACE_WITH_… value with facts supported by the selected evidence. This creates a proposed, append-only policy version for later evaluation and review. It cannot activate automation or change the books.

Policy kind

Stable identity

Templates are review-only and never auto-post.

TitleTrigger JSONAction JSONConstraints JSON (optional)

Policy register

Loading entity policies…

—

Loading policies…