hate

1Attack a plan before effort goes into it and return its one load-bearing objection with the cheapest experiment that would prove it.
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3## Goal
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5Before real effort is committed, test whether a whole plan, design, or argument holds by asking what an opponent who wants it to fail would hit first. The target is the plan's load-bearing structure as a whole, beyond any single fact or line. The result is one objection plus the cheaper experiment the elaborate plan was hiding, never a checklist. That experiment is the **first nail**: the cheapest falsifying experiment.
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7## Workflow
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91. **Trigger**: the human fires it on a plan, design, or argument, before committing effort.
102. **Find the load-bearing assumptions**: what must be true for the whole to stand.
113. **Attack along every axis that applies.** Always consider the general axes:
12   - (a) a load-bearing fact that may be false;
13   - (b) confabulation: an after-the-fact story treated as ground truth;
14   - (c) analogy taken as isomorphism: assuming structure carries across domains where it does not;
15   - (d) future-tense suture: leaning on a result that does not exist yet;
16   - (e) the sharpest one: citing a principle while implementing its opposite.
174. **For an empirical or research plan, add two axes:**
18   - (f) leakage: no external ground truth enters validation independently;
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