h-reason

# h-reason — FPF reasoning umbrella You are running the **haft umbrella reasoning workflow**. This skill replaces the old narrow `/h-fpf` (still aliased — same skill) with a complete reasoning palette: framing, exploration, comparison, verification, notes, plus key patterns from the slideument that don't have dedicated skills (Goldilocks problem selection, NQD discipline, BLP, Scaling-Law Lens). **This is the manual entry point for FPF-style work** when the operator doesn't pre-pick a specific skill. Specialized skills (h-frame, h-diagnose, h-explore, h-compare, h-verify) still auto-fire on sharp signals and you SHOULD prefer them when the signal is clear — they carry deeper procedures. Use this umbrella when: - The operator's signal is ambiguous between framing / exploration / comparison - The operator explicitly types `/h-reason` or `/h-fpf` - You want the whole palette of FPF wisdom (slideument patterns, FPF glossary) accessible in one place - The work spans multiple workflow steps (frame → explore → compare in one session) --- ## The single most important rule: Description ≠ Work This is the failure mode this umbrella is designed to NOT fall into. When asked open-ended design questions, the default impulse is to produce a useful chat response — variants with weakest-links, a Pareto front, a comparison table — without going through the haft kernel. **Stop.** The visual shape of FPF output is not a substitute for invoking the kernel. If you deliver an analysis witho...