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magnus919_agent-skills/ai-operating-economics/templates/ai-economics-review.md
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Magnus HedemarkandGitHub 1291f9576e fix: SkillOpt optimize AI operating economics (#369)
* fix: SkillOpt epoch 1 for AI operating economics

Promote cold-load entry points, quick-start reference routing, the minimum decision-record contract, and trigger-oriented progressive disclosure.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: SkillOpt epoch 2 for AI operating economics

Add review-depth selection, evidence-to-disposition guidance, and scenario-led routing across adjacent skills.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: SkillOpt epoch 3 for AI operating economics

Expose a minimum claim ledger and explicit closure conditions for every bounded disposition.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: resolve SkillOpt review consistency findings

Align entry-point paths, canonical step routing, claim-ledger fields, and triage disposition wording.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: resolve final SkillOpt disposition wording

Keep review-depth outputs inside the canonical disposition set and distinguish supported claims from permitted language.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: complete SkillOpt routing correction

Route triage through the outcome-map step and identify the evidence-classification step explicitly.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: complete AI economics review template

Add the minimum decision-record fields required by the optimized skill routing contract.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

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Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 16:21:23 -04:00

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1.9 KiB
Markdown

# AI Economics Review
Use this template for an executive, portfolio, experiment, launch, or lifecycle review that consumes one or more AI initiative evidence records.
## Review header
- Review purpose:
- Review date:
- Operating mode: lightweight / high-assurance
- Accountable decision-maker:
- Records reviewed:
- Decision deadline or trigger:
## Minimum decision record
- Intervention and population:
- Value hypothesis:
- Primary outcome:
- Countermetrics:
- Comparison and limitations:
- Cost boundary:
- Relevant slices:
- Evidence classes:
- Missing evidence, owner, and next trigger:
- Authority limit:
- Reversal path:
## Executive decision
- Disposition: scale / constrain / redesign / hold / retire / exception
- Decision in one sentence:
- Approved population and workflow:
- Approved authority:
- Budget or cost boundary:
- Review trigger:
## Evidence summary
| Dimension | What was observed | Confidence/class | Material caveat | Owner |
|---|---|---|---|---|
| Workflow outcome | | | | |
| Quality and safety | | | | |
| Worker/user/customer effect | | | | |
| Adoption and substitution | | | | |
| Marginal economics | | | | |
| Fully loaded economics | | | | |
| Reliability and operations | | | | |
| Governance and authority | | | | |
## Slices that change the decision
| Slice | Result | Why it matters | Required response |
|---|---|---|---|
| | | | |
## Evidence gaps and exceptions
| Gap or exception | Consequence if wrong | Owner | Control or containment | Revisit date/trigger |
|---|---|---|---|---|
| | | | | |
## Options and trade-offs
| Option | Value evidence | Cost | Quality/worker/user effects | Authority and reversibility | Recommendation |
|---|---|---|---|---|---|
| | | | | | |
## Decision record
- Why this disposition is justified:
- What would falsify or reverse it:
- What will not be claimed:
- Next action:
- Named owner:
- Verification evidence required before the next authority or investment step: