Ask Me Command

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

• For Verbalized Sampling, generate and sample at least N distinct, diverse candidates that represent different possible user intents or directions, ranked by likelihood, where N is dynamic by ambiguity/risk/scope (baseline N>=5; trivial N>=3; high ambiguity/risk N>=7; architectural N>=10; no hard cap). Run actor-critic on each VS sample: explicitly record one weakness, contradiction, and oversight before selecting a direction. VS prevents over-engineering by surfacing simpler alternatives; expand only while new samples materially change planning decisions, and prefer the smallest sufficient N.

Required VS Output Format:

1. [Most likely] hypothesis here
   - Weakness: [potential flaw]
   - Contradiction: [logical conflict if any]
   - Oversight: [what this misses]

2. [Alternative] hypothesis here
   ...

• 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.