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Version: MVP

Learning receipts

2 min readReferenceUpdated 2026-05-19

What you'll find here

The capability-receipt subtype used for self-improvement decisions — which actions it covers, the linked context, and the redaction floor.

Records decisions, doesn't make them.

Learning receipts record decisions. They do not approve promotion, rewrite skills, write memory facts, or export trajectories by themselves.

Supported actions

proposal

review

eval_replay

promotion

rollback

export

Linked context

LearningReceiptContext links receipts to:

Task

Policy

Skill package

Proposal

Telemetry

Replay fixture

Preference

Memory fact

Evidence

Prior receipt context

Redaction

Ids and summaries, not raw training examples.

Learning receipts redact trajectories, raw trajectories, prompts, responses, conversation payloads, export payloads, preference evidence, credentials, and secret-like metadata keys.

What's next