Record matched preconditioner controls and candidate rationale

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# Preconditioner improvement: matched frozen Newton systems
This experiment changes preconditioning only. The complete Newton Jacobian,
normalization, physical residual, mesh, and linear acceptance gate are held fixed.
The date in branch and artifact names is an experiment identifier; provenance
files contain the actual UTC execution times.
## Reproduction and scope
Integration branch: `research/preconditioner-benchmarks-20260918`, based on
`10adf7e`. Hypotheses are retained separately on
`research/gravity-consistent-schur-20260918`,
`research/preconditioner-cached-cross-actions-20260918`, and
`research/coupled-shape-coarse-20260918`.
The experiment workspace is
`/Users/tboudreaux/.codex/.chatgpt-projects/g-p-6a6b3f2194ec8191bebcd59075897f1d`.
Evidence is under `diagnostics/preconditioner_improvement_2026-09-18` there.
Each campaign retains its clean source commit, build configuration, copied
executable and hash, mesh hash, exact commands, input/output hashes, and logs.
Runs are serial, without overlapping builds or FEM jobs during timing.
Frozen comparisons start FGMRES from zero on the same saved state and right-hand
side. Each role constructs a fresh inverse, including its own specification
border responses. The restart length is 160, the initial cap is 200 iterations,
and the required relative full-J true defect is 0.03. The independently applied
full Jacobian decides acceptance; the Krylov recurrence flag alone does not.
All accepted/trial state buffers, normalization factors, preparation generation,
and a deterministic full-J probe must remain unchanged.
Costs include inverse construction, normalized binding, Krylov setup, Krylov
solve, and full-J verification. Extra diagnostic applications and artifact I/O
are recorded separately. A speedup to convergence is reported only if both
methods meet the same true gate. Less work spent on a failed solve is not a
time-to-convergence improvement. A frozen linear pass is not nonlinear or
physical convergence.
## Existing two-way coupling: negative controls
`screen_v1` uses source `018fc1c`, before the cached cross-action optimization.
| Saved state | Inverse | Iterations | Full-J relative defect | Complete verified cost (s) |
|---|---|---:|---:|---:|
| n=1.5, J=0 plateau | independent | 200 | 0.0590170471860 | 87.9302 |
| same | stellar LDU | 200 | 0.0600668598825 | 599.5473 |
| n=1, J=0.1 plateau | independent | 200 | 0.0826534298794 | 86.9409 |
| same | stellar LDU | 200 | 0.0720550396371 | 594.2053 |
All four miss the 0.03 gate. Stellar LDU spends 6.82–6.83 times the total cost;
it slightly worsens the n=1.5 result and reduces the rotating defect by 12.82%.
Mean inverse application costs rise from approximately 0.19 s to 2.7 s, while
full-J actions remain approximately 0.23 s. The uncached gravity-to-material
force column explains the application-cost anomaly.
Poisson contributes 95.53% of the squared n=1.5 baseline defect and 98.28% with
stellar LDU. For the rotating state those fractions are 85.00% and 98.10%; LDU
reduces the gradient-row norm by 94.16% but the Poisson norm by only 6.35%.
These are global normalized block diagnostics, not proof of an exclusively
exterior error. No exterior weighting is changed.
The independent artifact audit passes 65 provenance checks and 93 checks per
case. Both saved states and the normalization data exactly match their producer
artifacts. The two independent baselines reproduce the earlier failed solves.
## Candidate mechanisms
1. **Prepared cross action.** Reuse the complete prepared gravity force with
zero density and displacement directions to apply its gravity-gradient
column. This is the same mathematical coupling with cached geometry; it does
not strengthen the inverse. See `PRECONDITIONER_CACHED_CROSS_ACTION_2026-09-18.md`.
2. **Consistent gravity Schur refinement.** Keep the existing AMG action, but
apply a fixed number of corrections against `B R B^T`, where `R` is the same
mass inverse used in flux recovery. Fixed work preserves linear stationarity
for stationary child inverses. Damping does not guarantee contraction; it
must earn its additional cost. See `GRAVITY_CONSISTENT_SCHUR_2026-09-18.md`.
3. **Experimental coupled shape coarse inverse.** Use nine fixed geometric
modes, complete their material/gravity responses, and construct a checked
low-rank correction to the normalized inverse. Modes do not depend on the
Newton right-hand side or previous Krylov results. A rank/overlap guard
explicitly falls back to the underlying inverse when the correction cannot
be trusted. Coarse setup and storage are counted, and actual FEM subspace
identities are independently checked before solving.
Candidate numerical results and execution validation are pending. Defaults
remain unchanged until measurements support a different choice.