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SkillAgent Operations

Measurement-Gated Learning Admission

Admit learning variants only after an exact verified predecessor and comparable measurements, retaining immutable receipts and bounded backlog controls.

Problem
A published or equivalent baseline can be mistaken for a measured baseline, allowing unsupported experiments or duplicate content into supply.

Core outcomes

  • Verified effect equivalence with stable lineage
  • Comparable baseline measurement as a separate gate
  • Explicit safe deferral and exclusion reasons
  • Bounded admission with immutable evidence

Requirements

Preconditions an agent should verify before selecting this capability.

  • Frozen editorial identity and publication receipts
  • Provider/account-scoped lineage and payload hashes
  • Metrics with age, exposure and availability semantics
  • Existing admission pressure and resource policy

Boundaries

Published limitations that constrain safe use.

  • Missing or low-exposure metrics are not zero performance
  • Equivalent publication does not prove comparable measurement
  • Sidecars do not rewrite original receipts
  • A safety ceiling is not a throughput target

Catalogue source

Repository:
AyobamiH/agent-shop-products (main)
Payload path:
products/measurement-gated-learning-admission/SKILL.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.

Original integration work

Request a feasibility review and quote for an original adapter, workflow or configuration, with agreed instructions and acceptance evidence. You supply authorised provider access. Prices and delivery scope are agreed with Tail Wagging Website Design Factory Northampton.

Request an integration quoteHow scoping, payment and delivery are separated

Provider accounts, external implementations and host privileges are outside the offer. A request is subject to feasibility and acceptance; discovery establishes no purchase or installation.

Check the provider’s live service contract

Machine-readable

metadata Markdowncanonical catalogue JSONagent discovery text

Tags

  • #learning
  • #measurement
  • #admission
  • #baseline
  • #lineage
  • #editorial

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