仮説、リスク、リソースに基づいて適切なProof of Life（PoL）プローブを選択します。ツールの使いやすさではなく、実際の学習目標に合わせた検証方法を選ぶために使用します。
このスキルは、AIエージェントがプロジェクトの検証段階において、最適なProof of Life（PoL）プローブを選択するのを支援します。仮説の性質、リスクレベル、利用可能なリソースを考慮し、学習目標に最も合致する検証方法を提案します。これにより、チームはツールの慣れ親しみやすさではなく、本当に必要な学習に焦点を当てた実験計画を立てられるようになります。主に、Claude CodeやCursorなどのAIコーディングエージェント上で動作し、実験デザインの初期段階で有効です。スキル内部では、仮説の種類（探索的、確認的、定量的など）とリスク許容度を評価し、リソース制約を考慮した上で、プローブの選択肢を優先順位付けします。
npx skills add https://github.com/deanpeters/product-manager-skills/tree/main/skills/pol-probe-advisorInstalled? Explore more コーディング＆開発 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
仮説、リスク、リソースに基づいて適切なProof of Life（PoL）プローブを選択します。ツールの使いやすさではなく、実際の学習目標に合わせた検証方法を選ぶために使用します。
PoLプローブアドバイザーは、AIエージェントがプロジェクトの検証フェーズで適切な検証手法を選択するためのスキルです。このスキルは、仮説の性質、リスクのレベル、利用可能なリソースを分析し、最も効果的なProof of Lifeプローブを提案します。
This repo contains 20 individual skills — each has its own dedicated page.
Evaluate acquisition channels using unit economics, customer quality, and scalability. Use when deciding whether to scale, test, or kill a growth channel.
Assess whether your product work is AI-first or AI-shaped. Use when evaluating AI maturity and choosing the next team capability to build.
Understand the PM-to-Director transition through altitude and horizon thinking. Use when diagnosing scope, time-horizon, or leadership-level gaps.
Diagnose SaaS business health across growth, retention, efficiency, and capital. Use when preparing a business review or prioritizing urgent fixes.
Create a company research brief with executive quotes, product strategy, and org context. Use when preparing for interviews, competitive analysis, partnerships, or market-entry work.
Diagnose context stuffing vs. context engineering. Use when an AI workflow feels bloated, brittle, or hard to steer reliably.
Create a customer journey map across stages, touchpoints, actions, emotions, and metrics. Use when diagnosing a broken experience or aligning a team on the full customer flow.
Run a customer journey mapping workshop with adaptive questions and outputs. Use when you need to map stages, actions, emotions, pain points, and opportunities for a persona and scenario.
Guide the PM-to-Director transition across preparing, interviewing, landing, and recalibrating. Use when leadership scope is changing and you need practical coaching.
Plan customer discovery interviews with the right goal, segment, constraints, and method. Use when preparing interviews for problem validation, churn research, or new product ideas.
Run a full discovery cycle from problem hypothesis to validated solution. Use when a team needs a structured path through framing, interviews, synthesis, and experiments.
Write a clear, empathetic EOL announcement with rationale, customer impact, and next steps. Use when retiring a product, feature, or plan without creating avoidable confusion.
Break down epics into user stories with Humanizing Work split patterns. Use when a backlog item is too large to estimate, sequence, or deliver safely.
Frame an epic as a testable hypothesis with target user, expected outcome, and validation method. Use when defining a major initiative before roadmap, discovery, or delivery planning.
Plan a VP or CPO 30-60-90 day diagnostic onboarding path. Use when entering a new executive product role and avoiding premature change.
Evaluate feature investments using revenue impact, cost structure, ROI, and strategy. Use when deciding whether a feature deserves investment.
Evaluate pricing changes using ARPU, conversion, churn risk, NRR, and payback. Use when deciding whether a pricing move should ship.
Look up SaaS finance metrics, formulas, and benchmarks fast. Use when you need a quick metric definition, formula, or benchmark during analysis.
Uncover customer jobs, pains, and gains in a structured JTBD format. Use when clarifying unmet needs, repositioning a product, or improving discovery and messaging.
Guide teams through Lean UX Canvas v2. Use when framing a business problem, surfacing assumptions, and defining what to learn next.
Send and manage iMessages via BlueBubbles, including attachments, tapbacks, edits, replies, and groups.
Control Eight Sleep pods (status, temperature, alarms, schedules).
BluOS CLI (blu) for discovery, playback, grouping, and volume.
Create, search, and manage Bear notes via grizzly CLI.
Capture frames or clips from RTSP/ONVIF cameras.
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.