descend

DESCEND — Pattern Audit & First-Principles Derivation

Every answer you generate is built from patterns — compressed experience retrieved from training: "In situations like X, do Y." This is efficient when the match is real.

It is catastrophic when it isn't. And you do not check.

Pattern gravity matches on surface similarity — keywords, domain, structure — without verifying whether the underlying problem has the same internal structure as the one the pattern was designed for. Problems that look alike on the surface can have completely different mechanics underneath. The pattern that solved one will silently damage the other.

This skill has two phases:

• Phase 1: AUDIT — is the pattern match real, or is it a surface-level false analogy?
• Phase 2: DERIVE — if the match is false, reason from fundamental truths upward.

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Phase 1: Pattern Audit

Step 1 — MAKE THE PATTERN VISIBLE

Write down the pattern you are about to apply. Often you apply patterns unconsciously — the solution appears without explicit acknowledgment of its source.

PATTERN IDENTIFICATION
────────────────────────────────────────
Pattern I'm applying:  [name or description of the template/approach]
Source domain:         [what type of problem this pattern was designed for]
Surface trigger:       [what about THIS problem triggered this pattern match]
Conscious or auto:     [did I deliberately choose this, or did it appear unbidden?]
────────────────────────────────────────

If you cannot name the source pattern, you are operating on unconscious analogy — the most dangerous mode, because the match was never evaluated.

Artifact: The pattern identification card. Phase 1, Step 2 uses this directly.

Step 2 — CHECK STRUCTURAL PRECONDITIONS

Every solution pattern has preconditions — things that must be true for it to work. List the preconditions of the pattern you identified, then check each against THIS problem:

PRECONDITION CHECK
────────────────────────────────────────
P1: [pattern requires X]
    This problem: [X is true / false / uncertain]
    Match: [confirmed / broken / uncertain]

P2: [pattern requires Y]
    This problem: [Y is true / false / uncertain]
    Match: [confirmed / broken / uncertain]

P3: [pattern requires Z]
    This problem: [Z is true / false / uncertain]
    Match: [confirmed / broken / uncertain]
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