loop-me

# Loop Me Run a stateful `askme` (adversarial) session whose only output is **workflow** specs. Use the askme discipline (relentless, one question at a time, a recommended answer attached to each) aimed at the vocabulary and goal below. Create, edit, and delete specs as the session resolves things. ## Verbalized Sampling Before the first question in both argument and no-argument paths, run a Verbalized Sampling (VS) pass. - **If an argument names a workflow**: Sample competing interpretations or goals of that workflow. - **Otherwise (no argument)**: Sample candidate recurring loops worth specifying. Output the weighted hypotheses and falsifiers immediately before the first `askme` question: 1. [Weight: X.XX] hypothesis/candidate - Falsifier: [observation or scenario that would invalidate this] 2. [Weight: Y.YY] hypothesis/candidate - Falsifier: [observation or scenario that would invalidate this] Synthesize the survivors (highest-weighted hypotheses) into the initial loop candidates and unknowns, integrating them directly into loop discovery. Do not resample unless subsequent answers materially change the survivor set. ## The loop lens A **loop** is a recurring pattern in the user's life: their career, their week, their morning, a single repeated activity. Picturing a life as loops within loops reveals how predictable its activities really are, which is what makes them worth **delegating**. Use the lens to find loops worth specifying, and propose ones the user...