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* feat: add AI operating economics skill Add an evidence-led methodology for evaluating AI workflow value, cost, worker effects, quality guardrails, and authority expansion. Includes research references, durable decision templates, and six eval cases. AI assistance: Jasper, on behalf of Magnus Hedemark. Signed-off-by: Magnus Hedemark <magnus919@pm.me> * fix: resolve AI economics review findings Align section numbering, evidence-language examples, and intervention-mode terminology identified by the exact-head review. Signed-off-by: Magnus Hedemark <magnus919@pm.me> --------- Signed-off-by: Magnus Hedemark <magnus919@pm.me>
62 lines
1.6 KiB
Markdown
62 lines
1.6 KiB
Markdown
# AI Economics Review
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Use this template for an executive, portfolio, experiment, launch, or lifecycle review that consumes one or more AI initiative evidence records.
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## Review header
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- Review purpose:
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- Review date:
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- Operating mode: lightweight / high-assurance
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- Accountable decision-maker:
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- Records reviewed:
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- Decision deadline or trigger:
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## Executive decision
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- Disposition: scale / constrain / redesign / hold / retire / exception
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- Decision in one sentence:
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- Approved population and workflow:
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- Approved authority:
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- Budget or cost boundary:
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- Review trigger:
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## Evidence summary
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| Dimension | What was observed | Confidence/class | Material caveat | Owner |
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| Workflow outcome | | | | |
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| Quality and safety | | | | |
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| Worker/user/customer effect | | | | |
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| Adoption and substitution | | | | |
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| Marginal economics | | | | |
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| Fully loaded economics | | | | |
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| Reliability and operations | | | | |
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| Governance and authority | | | | |
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## Slices that change the decision
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| Slice | Result | Why it matters | Required response |
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|---|---|---|---|
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## Evidence gaps and exceptions
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| Gap or exception | Consequence if wrong | Owner | Control or containment | Revisit date/trigger |
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|---|---|---|---|---|
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## Options and trade-offs
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| Option | Value evidence | Cost | Quality/worker/user effects | Authority and reversibility | Recommendation |
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|---|---|---|---|---|---|
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## Decision record
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- Why this disposition is justified:
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- What would falsify or reverse it:
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- What will not be claimed:
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- Next action:
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- Named owner:
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- Verification evidence required before the next authority or investment step:
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