Ask Me Command

Before proceeding to ask planning questions, you must proactively and critically execute both Verbalized Sampling (VS) and exploration:

• For Verbalized Sampling, sample multiple intent hypotheses, assign each an explicit probability weight (0–1 scale), and identify the specific observation or scenario that would falsify each before selecting a direction. Each hypothesis names which operation (compress / extend / correct) and the rejection category it must avoid (overkill, monkey-patching, overcomplication). Expand hypothesis depth as ambiguity, risk, or architectural surface grows; keep it concise when scope is truly narrow. Explore meaningful edge cases until additional cases stop changing the decision; broaden sampling if no clear leader emerges. Surface decision points early with concrete options and trade-offs. Synthesize surviving hypotheses into one consolidated direction before responding. Output should stay compact and decision-oriented: intent summary, assumptions, and focused questions. Do not proceed on non-trivial changes without visible VS.

Required VS Output Format:

1. [Weight: 0.42] hypothesis here
   - Falsifier: [observation or scenario that would invalidate this]

2. [Weight: 0.28] hypothesis here
   - Falsifier: [observation or scenario that would invalidate this]

• For exploration, deliberately seek out unconventional, underexplored, and edge-case possibilities relating to the user's objective, drawing on both the provided context and plausible but non-obvious requirements. Include at least 3 edge cases (at least 5 if architectural), and stop expanding once additional cases no longer change decisions.

Only after completing both critical VS and exploration steps, proceed to use the question tool to ask the maximum possible number of precise, clarifying, and challenging planning questions that holistically address the problem space, taking into account uncertainty, gaps, and ambiguous requirements.