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Overview

correction-events is the raw learning log for Receiptor AI. It is not long-term memory by itself. It is the evidence stream that later promotion logic can turn into typed ai-memories.

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What is implemented today

The backend currently logs:
  • single-document manual edits
  • bulk edits
  • validation-error dismisses
  • approval approve/reject outcomes
  • rule execution
  • explicit memory submissions
These records are stored in Mongo collection correction-events.

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Current event types

  • manual_patch
  • bulk_edit
  • validation_error_dismiss
  • capability_approval_approve
  • capability_approval_reject
  • agent_approval_approve
  • agent_approval_reject
  • rule_execute
  • memory_submission

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Why it exists

  • it gives the system an auditable learning log
  • it separates evidence from policy
  • it lets promotion logic look for repeated patterns
  • it creates a future base for review flows and evals

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What uses it today

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Memory promotion

The current consumer is memory promotion. Repeated patterns in correction-events can produce candidate ai-memories. Implemented promotion patterns today:
  • repeated merchant rename -> canonical_mapping
  • repeated category correction -> canonical_mapping
  • repeated approved integration target -> integration_preference
  • repeated approval rejection like preview first or show original -> workflow_hint

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Rule execution events

Rule execution is currently logged as evidence, not treated as memory by itself. This matters because it shows when a workspace has moved from repeated correction into actual automation. That makes it useful for future workflow learning and evals even if it does not directly create a memory record today.

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Scope behavior

The learning log is workspace-aware.
  • events require orgId
  • promotion signatures are now org-level, not personal
  • repeated corrections by different users in the same workspace can reinforce the same candidate memory

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Important constraint

correction-events should stay broader than the current memory system. Not every event needs to become memory immediately, and that is intentional.