Structure source-grounded consulting-style analysis for strategy, market, product, operations, or decision memos. Use for MECE problem framing, hypotheses, options, tradeoffs, executive recommendations, or "consulting analysis" requests; do not use for legal/financial advice, implementation, data computation, chart rendering, or unsourced business claims.
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Convert an ambiguous business or product question into a clear, evidence-backed recommendation with assumptions, options, risks, and next decisions.
Use for:
Do not use for:
data-analysischart-visualizationSTATUS: ANALYZED | PARTIAL | BLOCKED
DECISION QUESTION:
- <question, owner, timing, constraints>
EVIDENCE LIMITS:
- <assumptions, missing sources, or conditions that would change the recommendation>
ISSUE TREE / HYPOTHESES:
- <driver or hypothesis> - Evidence/assumption:
OPTIONS:
- <option> | impact | cost | risk | reversibility | evidence strength
RECOMMENDATION:
- <recommended option and why>
RISKS / WATCHPOINTS:
- <risk and mitigation>
NEXT EVIDENCE:
- <source or experiment that would change confidence>
Clean-room AILI/OpenCode adaptation inspired by the public DeerFlow consulting-analysis skill pattern. No upstream skill text, runtime paths, tools, generated assets, or provider assumptions are copied. Source family: bytedance/deer-flow, MIT License.
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Review a single academic paper, preprint, DOI, arXiv link, or user-provided PDF/text with source-grounded critique. Use for paper summaries, methodology review, novelty checks, reproducibility concerns, or "review this paper" requests; do not use for multi-paper surveys, systematic literature reviews, citation management, or implementation from a paper.
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AI regression scouting routing. Use when agents, prompts, skills, model/tool routing, harness fixtures, or generated-output expectations change and need regression scenarios; do not use for ordinary product-code regressions.
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Run the AILI delivery lifecycle from natural-language IDEATE, DEFINE, BUILD, and SHIP intent or the equivalent slash shortcuts; use for idea shaping, spec/test definition, bounded BUILD package queues, review-repair closeout, or adapter routing without exposing internal stage commands.
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Android native Kotlin/Compose app development, Material 3 UI, accessibility, and Gradle builds.
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Guides stable API and interface design. Use when designing APIs, module boundaries, or any public interface. Use when creating REST or GraphQL endpoints, defining type contracts between modules, or establishing boundaries between frontend and backend.
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Route an explicitly requested independent/delegated browser QA assignment or durable E2E evidence need; do not trigger for direct Playwright/DOM/console/network inspection, ordinary UI implementation, backend-only work, or production-mutating flows.
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