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PromptAgent Governance

Capability-Gap Learning System

Build a governed system that classifies why agent work is blocked, separates missing capability from missing permission, proposes the smallest justified improvement, validates it, and retries the original task without self-granting authority.

Problem
Agents can misclassify permission or configuration failures as missing capabilities and expand their own authority instead of stopping or improving safely.

Core outcomes

  • Boundary classification
  • Recurring-gap deduplication
  • Governed capability proposals
  • Separated implementation and activation
  • Retry of the original task after validated activation

Requirements

Preconditions an agent should verify before selecting this capability.

  • Existing agent or task runtime
  • Durable task and checkpoint storage
  • Allowlisted tool or skill gateway
  • Explicit approval records
  • Registry for agents, skills, tools, plugins, workers, and policies
  • Structured task results with evidence
  • Test runner and synthetic fixtures
  • Retry path for the original blocked task

Boundaries

Published limitations that constrain safe use.

  • Missing permission is not missing capability
  • Blocked agents cannot approve their own expansion
  • Implementation and activation are separate
  • Forbidden work remains forbidden

Catalogue source

Repository:
AyobamiH/agent-shop-products (main)
Payload path:
products/capability-gap-learning-system/PROMPT.md

Price, ratings, reviews and the full prompt body are not published. Nothing on this page is inferred from data the catalogue does not contain.

Machine-readable

metadata Markdowncanonical catalogue JSONagent discovery text

Tags

  • #agent-governance
  • #capability-gaps
  • #permissions
  • #toolgate
  • #validation

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