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This is one pack in the Operator Agent Skills catalog: portable context packs and agent skills for Codex, Claude Code / cowork, OpenClaw, Hermes, and similar operator-agent runtimes.

Source series

Building AI Products

Who it is for

Operators, founders, executives, managers, chiefs of staff, BizOps leads, product leaders, revenue leaders, and AI agents helping them make decisions from live operating context.

When to use it

Use this pack to convert building ai products material into operator-grade decisions and reusable artifacts. The four skills are deliberately sequenced so diagnosis, mapping, planning, and review do not collapse into one vague prompt.

Included skills

  • AI Use Case Qualification — Use this workflow when you are working on building ai products and need to handle the qualification step without overlapping the other skills in the pack. Its distinct job inside the AI Product Pack is to produce the ai use case qualification; use the neighboring skills for Model Behavior Evaluation Plan, AI Product Risk Review, AI Feature Launch Plan.
  • Model Behavior Evaluation Plan — Use this workflow when you are working on building ai products and need to turn the decision into sequenced work with gates and owners. Its distinct job inside the AI Product Pack is to produce the sequenced operating plan; use the neighboring skills for AI Use Case Qualification, AI Product Risk Review, AI Feature Launch Plan.
  • AI Product Risk Review — Use this workflow when you are working on building ai products and need to diagnose the current state and name the operating risk. Its distinct job inside the AI Product Pack is to produce the risk-and-evidence audit; use the neighboring skills for AI Use Case Qualification, Model Behavior Evaluation Plan, AI Feature Launch Plan.
  • AI Feature Launch Plan — Use this workflow when you are working on building ai products and need to turn the decision into sequenced work with gates and owners. Its distinct job inside the AI Product Pack is to produce the sequenced operating plan; use the neighboring skills for AI Use Case Qualification, Model Behavior Evaluation Plan, AI Product Risk Review.

How to load in Codex / Claude Code / OpenClaw / Hermes

  1. Start from START_HERE.md, manifest.json, or the main catalog.
  2. Select this pack, then select one skill for the immediate job.
  3. Load only the pack README.md, the selected skill file, and the matching example if a concrete prompt pattern helps.
  4. Preserve the selected skill's output schema, assumptions, failure modes, and human review gates.
  5. Do not treat a skill as permission for autonomous external action; keep external, personnel, financial, legal, security, and high-impact decisions behind explicit human review.

packs/15-building-ai-products