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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

1.9 KiB

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: