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Jobs-to-Be-Done analysis — given a product, user descriptions, transcripts, or tickets, produce a JTBD job map with switching forces analysis and opportunity ranking. Use when asked to "find the JTBD", "what jobs are users hiring us for", "job mapping", "what are users really trying to do", "JTBD framework", or "why are users switching".

日本語の概要は準備中です。原文の説明を表示しています。

MEDDPICC-based deal qualification worksheet — guide Deal through structured qualification of any opportunity and produce a filled card + recommended next action. Use when asked to "qualify this deal", "run MEDDPICC on this opportunity", "should we pursue this", or "is this deal real".

日本語の概要は準備中です。原文の説明を表示しています。

Information architecture — design navigation structure, content hierarchy, sitemap, and taxonomy for a product or feature set. Use when asked to "organize the navigation", "information architecture", "how should content be structured", "sitemap", "nav redesign", "where should X live", or "content hierarchy".

日本語の概要は準備中です。原文の説明を表示しています。

Design an edge routing and geo-distribution strategy — latency routing, failover, and edge logic. Use when asked to "geo-route our traffic", "reduce global latency", or "design edge failover".

日本語の概要は準備中です。原文の説明を表示しています。

Audit feature engineering code for leakage, quality issues, and pipeline correctness. Use when asked to "audit our feature pipeline", "is there data leakage", or "find feature quality issues".

日本語の概要は準備中です。原文の説明を表示しています。

User research reconnaissance — survey existing personas, research docs, interview notes, and feedback artifacts to establish what is already known about users. Use when asked to "what research exists", "review existing personas", "what do we know about our users", or before starting new research or synthesis work.

日本語の概要は準備中です。原文の説明を表示しています。

Design embedding pipelines — model selection, batching, normalization, index refresh strategy. Use when asked to "design an embedding pipeline", "which embedding model should we use", or "how should we batch embeddings".

日本語の概要は準備中です。原文の説明を表示しています。

Audit existing experimentation infrastructure and past experiments for methodology issues. Use when asked to "audit our experiments", "is our experimentation sound", or "review past test methodology".

日本語の概要は準備中です。原文の説明を表示しています。

Survey all user-facing strings in a codebase — map coverage and find gaps. Use when asked "what user-facing strings do we have", "map our copy coverage", or "find hardcoded strings".

日本語の概要は準備中です。原文の説明を表示しています。

Design a cache invalidation and eviction strategy — event-driven invalidation and thundering herd prevention. Use when asked to "design cache invalidation", "fix stale cache data", or "prevent a thundering herd".

日本語の概要は準備中です。原文の説明を表示しています。

Strategic context reconnaissance — read existing roadmaps, OKRs, competitive docs, and briefs to establish context before planning. Use when asked to "understand our strategy", "what's the current roadmap", "what OKRs do we have", "strategic context", or before starting any prioritization or roadmap work.

日本語の概要は準備中です。原文の説明を表示しています。

Write UX copy for a feature, flow, or component — buttons, errors, empty states, tooltips. Use when asked to "write the copy for this flow", "word this error message", or "write empty state copy".

日本語の概要は準備中です。原文の説明を表示しています。

Deep clause-by-clause analysis of a contract with risk scores. Use when asked to "analyze this contract clause by clause", "score the risk in this agreement", or "what is dangerous in this contract".

日本語の概要は準備中です。原文の説明を表示しています。

Write a changelog entry or release notes for an API version — breaking changes, new features, fixes. Use when asked to "write release notes", "add a changelog entry", or "document breaking changes".

日本語の概要は準備中です。原文の説明を表示しています。

Design a dependency scanning program — CVE detection, license checks, and CI gates. Use when asked to "scan our dependencies", "set up CVE detection", or "add a dependency CI gate".

日本語の概要は準備中です。原文の説明を表示しています。

Audit existing caching implementation — find cache misses, stampedes, and key design issues. Use when asked to "audit our caching", "why is our hit rate low", or "find cache stampedes".

日本語の概要は準備中です。原文の説明を表示しています。

Product strategist — roadmaps, competitive analysis, OKRs, strategic narratives. Use when asked to "build a roadmap", "analyze competitors", "write a strategy memo", "prioritize features", or "set OKRs".

日本語の概要は準備中です。原文の説明を表示しています。

Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic narrative", "company strategy memo", "planning memo", or "explain our product direction".

日本語の概要は準備中です。原文の説明を表示しています。

ML/AI engineer — LLM integrations, prompt engineering, model pipelines, evals, RAG. Use when asked to "add AI to this", "integrate an LLM", "build a RAG pipeline", "evaluate model accuracy", or "improve this prompt".

日本語の概要は準備中です。原文の説明を表示しています。

Build a production-ready prompt package — system prompt, few-shot examples, output format, edge case handling, eval criteria. Use when asked to "prompt engineering", "build a prompt", "write a system prompt", or "improve this prompt".

日本語の概要は準備中です。原文の説明を表示しています。

Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate. Use when asked to "add AI to this", "LLM integration", "add Claude/GPT", or "AI-powered feature".

日本語の概要は準備中です。原文の説明を表示しています。

Evaluate model performance — check for accuracy drops, data drift, and error patterns. Use when asked about "model accuracy dropped", "evaluate the model", "check for drift", or "model performance".

日本語の概要は準備中です。原文の説明を表示しています。

Audit existing API for breaking change risks and missing compatibility controls. Use when asked to "find breaking change risks in our API", "audit our compatibility controls", or "what could break clients".

日本語の概要は準備中です。原文の説明を表示しています。

Design a data validation pipeline — schema checks, range validation, and quality metrics. Use when asked to "validate incoming data", "add schema checks", or "define data quality metrics".

日本語の概要は準備中です。原文の説明を表示しています。