core/docs/research
Shay efa84002cd feat(third-door): exact metric-orthogonal surprise projection + reconciled polarity (#20)
Finding #20 (Super-Blueprint §3.2). surprise_residual was Euclidean Gram-Schmidt
on flat 32-coefficient vectors — metric-blind (it ignored the (+,+,+,+,-)
signature and the blade grade structure), so "inside the admissible span" was
judged by the wrong geometry.

Operator math (core/physics/surprise.py):
- Exact metric-orthogonal projection: solve the normal equations G c = r
  (G_ij = cga_inner(b_i,b_j), r_i = cga_inner(b_i,x)) via lstsq, under cga_inner
  (32-vec) / eta (5-vec).
- Fail-closed (typed SurpriseResidualError) on a metric-degenerate span, keyed on
  rank(G) < rank(B) — a null direction with no reciprocal (lone n_o). Refines the
  literal "rank(G) < k": mere linear dependence among non-null columns is admitted
  (lstsq projects onto the span), so a redundant live basis [1, source] and the
  non-degenerate pair {n_o, n_inf} are admitted; only a lone n_o is refused. The
  disclosure names the Gram null-space direction (not just zero-diagonal columns).
- Reconciled productivity polarity: productive_transfer = low Procrustes AND low
  surprise (was `sur_norm >= 0.0`, always true). High surprise routes to discovery
  (split follow-up). Corrects the ledger's transfer/discovery conflation.

Adversarial verification (3 independent lenses) found, and this fixes:
- HIGH soundness hole: sur_norm was the reversion pseudo-norm, which VANISHES on
  a nonzero metric-null residual (the n_o/n_inf light cone) -> false-zero surprise
  -> an out-of-span light-cone probe was wrongly admitted as in-span. Now the
  DEFINITE (Euclidean) norm of the residual: the projection stays metric-exact,
  the magnitude is 0 iff nothing is unexplained.
- HIGH regression: the analogical-transfer harness called surprise_residual
  OUTSIDE its try/except, so a degenerate source crashed the whole run. Now
  guarded: records a refused case and continues.
- grade-support `allowed` -> exact-nonzero (removes a spurious-leak edge under
  coefficient amplification of sub-tolerance grade dust).

DiscoveryCandidate wiring into the contemplation loop is split to its own
follow-up (a distinct cross-cutting surface). Off-serving (nothing in
serving/runtime imports core.physics.*). Tests: 15 behavioral tests
(metric-vs-Euclidean divergence, null-cone regression, null refusal +
combination-degenerate disclosure, 5-vector branch, polarity); 139-test physics
sweep green; ruff clean.
2026-07-12 15:27:20 -07:00
..
CORE-ASI-Super-Blueprint-Third-Door-Horizon.md fix(third-door): align with perfected package contracts from Downloads artifacts (refs #10 #11 #12 #13) 2026-07-11 22:05:02 -07:00
epistemic_state_math_audit_findings.md
field-reasoner-wedge-selection.md docs(research): select quantitative field reasoner wedge 2026-06-04 17:23:57 -07:00
independent-comprehension-agreement-gate.md docs(research): define independent comprehension agreement gate 2026-06-04 17:23:20 -07:00
robdd_proof_chain_design_note.md Add proof-chain corpus fixtures 2026-06-02 19:26:46 -07:00
third-door-blueprint-fidelity.md feat(third-door): exact metric-orthogonal surprise projection + reconciled polarity (#20) 2026-07-12 15:27:20 -07:00
THIRD-DOOR-LANDING-PACKAGE-README.md fix(third-door): align with perfected package contracts from Downloads artifacts (refs #10 #11 #12 #13) 2026-07-11 22:05:02 -07:00