---
id: capability.agents.performance-learning
owner: agentic-resources
status: draft
domain: infotech
maturity:
  discovery:
    current: D3
    target: D5
    confidence: medium
    rationale: Owner scope, neighboring responsibilities, concrete use cases and limitations
      are documented; no exhaustive or generalized maturity claim.
  availability:
    current: A2
    target: A2
    confidence: medium
    rationale: 'Source interface assessed 2026-10-14: Capture sessions, curate patterns,
      distribute lessons and measure outcomes. Availability describes the delivery
      form, not production acceptance. Workforce assignments and broader authority
      contracts remain proposed.'
external_evidence:
  completeness:
    level: C1
    confidence: low
    basis: Source artifacts establish a bounded capability; no independent consumer-completeness
      assessment in this review.
  reliability:
    level: R0
    confidence: low
    basis: No longitudinal consumer reliability measurement established by this review.
name: Agent performance learning
summary: Capture sessions, curate patterns, distribute lessons and measure outcomes.
tags:
- security
- netkingdom
- framework-reuse
discovery:
  intent: Capture sessions, curate patterns, distribute lessons and measure outcomes
  includes:
  - Capture sessions, curate patterns, distribute lessons and measure outcomes
  excludes:
  - Workforce assignments and broader authority contracts remain proposed
  use_cases:
  - 'U09: Maintainer observes posture, prioritizes findings, coordinates work and
    verifies outcomes'
  - 'U11: Agent executes an attributable bounded task and supplies supervision evidence'
availability:
  current_level: A2
  target_level: A2
  current_artifacts:
  - SCOPE.md
  consumption_modes:
  - CLI
  - source
relations:
  related_to:
  - capability.execution.profile-harness
  - capability.activity.event-coordinate
  - capability.finance.security-budget-evidence
evidence:
  documentation:
  - SCOPE.md
consumer_guidance:
  recommended_for:
  - Maintainer observes posture, prioritizes findings, coordinates work and verifies
    outcomes
  - Agent executes an attributable bounded task and supplies supervision evidence
  not_recommended_for:
  - Workforce assignments and broader authority contracts remain proposed
  known_limitations:
  - Workforce assignments and broader authority contracts remain proposed
  - 2026-10-14 architecture review estimates operational maturity separately; a registry
    entry does not authorize execution or establish deployment.
---

# Agent performance learning

Capture sessions, curate patterns, distribute lessons and measure outcomes.

## Reuse boundary

Workforce assignments and broader authority contracts remain proposed.

## Supported use cases

- U09: Maintainer observes posture, prioritizes findings, coordinates work and verifies outcomes
- U11: Agent executes an attributable bounded task and supplies supervision evidence

## Evidence and integration

- [SCOPE.md](../../SCOPE.md)

Assessment: CUST-WP-0081, 2026-10-14. Relations identify interfaces to compose; they do not certify native integration. Existing external evidence levels are retained where present. New entries use conservative C1/R0 until consumer assessment exists.