Commit Graph
336 Commits
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Omar SobhandClaude Fable 5.1 134ac03870 rtx-cfd: OverlapMap::region_force — momentum flux into a background region (control-volume face formula, one-sided next to holes); overset_cfd1 prints the four momentum routes (CV box, ring outer, hole boundary, wall) and their defects at the settled state
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-06 09:08:01 -07:00
Omar SobhandClaude Fable 5.1 5f780447de rtx-cfd: PatchConvection::TvdVanAlbada — van Albada deferred correction on the curvilinear predictor (downwind-side linear weight, gradient-ratio r over the face d lengths, far-upwind across the opposite face, boundary faces upwind); annulus MMS orders 2.10/1.69 at 0.24× upwind; cylinder-flag MMS orders 1.98/1.97 (1.06× upwind — diffusion-dominated, recorded); knobs RTX_OVERSET_CFD1_TVD, RTX_OVERSET_MAX_ROUNDS, RTX_CF_SCHEME
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-06 00:21:48 -07:00
Omar SobhandClaude Fable 5.1 02c855b9c4 rtx-cfd: overset Schwarz stall rule guarded (fires only within 10× the tolerance) — unguarded it cut CFD1's transient at round 3 every step and the coupled march diverged at ny=62 (pressure 4e4 → 1e140 by step 450); CFD1 harness knobs (stall, step cap, trace)
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 21:01:57 -07:00
Omar SobhandClaude Fable 5.1 00f73eb70a rtx-cfd: overset CFD1 harness — the steady-march stall rule (stall_rounds 2) actually enabled (the previous commit's edit had missed its anchor)
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 20:28:25 -07:00
Omar SobhandClaude Fable 5.1 9761cf2319 rtx-cfd: overset P4 — CFD1 on the composite (tests/overset_cfd1.rs): ny=41 wall drag 15.2156 (+6.46%), lift 1.0879 (−2.78%), CV drag 15.528 (+8.64%), routes 2.0% apart (staircase +10%); 28550 steps, 2099 s at dt 4.57e-4 with 5.0 Schwarz rounds mean (stall rule off) — steady-march stall rule on for the next rungs
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 20:27:52 -07:00
Omar SobhandClaude Fable 5.1 45ff34da8f rtx-cfd: overset P4-0 — the O-grid around the Turek–Hron rigid body (cylinder + flag), gated
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patch_gen::{cylinder_flag_outline, cylinder_flag_patch, winslow_smooth, respace_rays}
(+ convex_hull, offset_convex_polygon, nearest_on_polyline): the outline CCW then
reversed to clockwise (tip semicircle 16 cells, junction fillets of a FIXED radius
with 3 cells, straights graded 0.3 h → h, cylinder arc at h); the outer ring the
6 h normal offset of the body's convex hull; initial pairing by the inner point's
normal offset projected onto the hull offset (an arclength-proportional pairing
folded the transfinite grid at the tip: rays crossed where the curvatures differ);
Winslow (TTM) smoothing of the interior with the outer nodes SLIDING along the
hull offset (each re-placed at the nearest point to the extrapolated ray), then
re-spacing along the smoothed rays to the across stretch. Gates
(tests/patch_cylinder_flag.rs): ny = 41/62/82 → 143×12 / 183×12 / 225×12 cells,
positive, wall row 0.23 h (fillet max 0.37 / 0.43 / 0.50 h), worst
non-orthogonality 76.6 / 69.1 / 63.3° at the concave fillets (structural: a
concave arc's normals converge at its centre), classification of the benchmark
background with both donor invariants. P0 MMS on these meshes
(tests/cylinder_flag_mms.rs, exact acceptors, line-implicit): Stokes orders 2.17 /
2.13, upwind 2.00 / 1.86 (cell Péclet ≈ 0.1), divergence ≤ 9e-14 — the fillet skew
costs nothing measurable. Rule: a refinement ladder's geometry must be fixed in
physical units — with fillet = h/2 the Stokes orders read 1.74 → 1.31, the O(h)
boundary perturbation masquerading as a scheme defect; the fillet is a parameter
(5 mm across the ladder). Also: the P3b knock-outs H1/H2 on the balanced default
(no effect), the P3 §5.10 record in the falsifier's header.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 19:50:14 -07:00
Omar SobhandClaude Fable 5.1 62df6bd628 rtx-cfd: overset P3b — the reclassification impulse located (the fringe ring is a staircase of the interpolated velocities' mass defect) and removed by a converged fringe flux balance (default on): falsifier max spike 594 → 5.50 N/m at the FSI2 step (staircase 6490), 10.95 / 16.79 at dt/2 / dt/4 (12600 / 25600), rms spike 0.07% of the force, far probe 6 (7900), KE per event 4.9e-3 J/m falling with Δt (2.6 fixed)
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OverlapMap::balance_fringe_fluxes: Gauss–Seidel through the prescribed faces of
every fringe cell to 1e-12 of the prescribed flux scale (≤ 50 sweeps), after
every fringe stamping (3 fixed sweeps 101 N/m, 10 sweeps 5.5 — converged is the
rule). OversetParameters: fringe_flux_balance (default on, RTX_OVERSET_NO_BALANCE
off), fringe_balance_tolerance, refill_turned_active (measured no effect: 593.7 →
593.8; kept as the record), stall_rounds opt-in. P3b locating trace
RTX_OVERSET_TRACE_SP (continuity source by class change in cell volumes/step,
stored-pressure jump of turned-active cells): the flipped cells' mass source
≤ 6e-3 cell volumes/step, their stored pressure 5–10% of the range off their
neighbours (4.4% on the static MMS — the meshes' discretization disagreement).
Knock-outs refuted (RTX_OVERSET_H1 keep own face velocities, H4 no warm start,
pressure refill): 593–597 N/m each. S4 MMS with the balance: velocity errors
within 0.1% of the pinned values, the background's overlap mass defect 1e-13 by
construction, pressure errors unchanged. overset_mms prints pressure
diagnostics; overset_falsifier records the balanced ladder (regression guard
20 N/m at dt; RTX_OVERSET_FALSIFIER_STRICT asserts the registered gates — (ii)
holds at dt, misses at dt/2, dt/4; (iv) fails: residual ∝ 1/Δt^0.8).

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 19:16:16 -07:00
Omar SobhandClaude Fable 5.1 6b8837301f rtx-cfd: overset Schwarz stall detection is opt-in (stall_rounds, default 0): right for a steady march (n=64: 2.26 rounds mean, no cap hits, L2 identical), wrong for a transient (falsifier max spike 594 → 4044 N/m when on); the MMS harness sets 2
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 18:35:06 -07:00
Omar SobhandClaude Fable 5.1 e2edff9b1d rtx-cfd: overset A-P3 — the falsifier plate on the overset (FAILS the registered gates by one order less than the staircase); wall force; composite pressure-level pin; Schwarz stall detection
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patch_gen::{stadium, graded_fractions}: the falsifier plate as a stadium O-grid
(semicircular ends r = half-thickness; 16 cells per end arc, straights graded
0.30 h -> h at 1.15, offset 6 h, 12 rows stretched 4x; 148x12 cells, every ray
a normal, worst non-orthogonality 4 deg). CurvilinearPisoSolver::surface_force
(+ PatchLoad): F = sum(-p_f S_f + mu (grad u + grad u^T)_f . S_f) on the wall
faces with the wall cell's LSQ gradients (wall Dirichlet in the velocity fit);
HELD on the phantom circle against the exact stress integral: 1.3e-2 / 6.3e-3 /
3.6e-3 at n = 32/64/128 (orders 1.05 / 0.81), 22x the staircase's accuracy.
OversetPisoSolver: the composite p' level pinned to zero mean over the active
cells every round (the coupled problem is pure Neumann; the temporal warm start
handed each step's level to the next — background pressure 1e7 growing 5e4 per
step on the falsifier; an unpinned level also inflated the relative Schwarz
stop); stall detection (no progress over three rounds = the inner solvers'
noise floor; 6560 of 150k steps burned the 20-round cap at n = 64, a 7.5 h
n = 128 march); schwarz_stalled in the result.

tests/overset_falsifier.rs (records; RTX_OVERSET_FALSIFIER_STRICT asserts the
registered gates, _LADDER runs dt/2 and dt/4, _TRACE the top-12 spike steps):
max spike 594 / 981 / 1720 N/m at dt / dt/2 / dt/4 (staircase 6490 / 12600 /
25600), rms spike 61-89 (810), far probe 502-1509 (7900), KE injection 0.16-0.21
J/m per event on the common cell set (2.6) — every large spike a ~104-cell
full-row reclassification; exponent -0.77 (-1.0). The registered 5% gate (8.75
N/m) is missed 68x: the overset's own reclassification impulse is the finding
(omni-cortex overset_metal_campaign.md §5.10); P3b = locate per cell, then the
fringe flux balance. tests/patch_stadium.rs, curvilinear_loads.rs,
overset_common::plate_patch.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-05 04:32:43 -07:00
Omar SobhandClaude Fable 5.1 afd1bff6ee rtx-cfd: overset A-P2 — the patch overlaps the background (OversetPisoSolver), gated S1–S5
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Background = the embedded solver with a mask from the overlap classification
(embedded/{mod,projection}.rs: module split, projection's solve/apply halves,
set_overlap, fringe p' Dirichlet by elimination into extra_diag/rhs, anchor
dropped, set_inner_stop_factor, phase API begin_step/solve_correction/
apply_correction/end_step; advance rebuilt on the phases — every suite digit-
identical, FSI2 default line-for-line). Patch = the curvilinear solver with an
acceptor ring (set_side_velocity; set_acceptor_ring/stamp_acceptors/
set_acceptor_correction; acceptor Dirichlet by elimination into
PressureSystem.links so the BiCGSTAB stop stays in flux units — identity rows
measured unconverged at 2431 iterations; same phase API). overset/overlap.rs:
OverlapMap — hole/fringe/active from the patch's own indices (hole = body or
k <= nn-1-overlap_rows, DEFAULT_OVERLAP_ROWS = 4 from the 2.9 h depth budget),
dual-quad inverse-bilinear donors patch→fringe, lattice donors →acceptors,
both invariants asserted, mass-defect measures. overset/mod.rs:
OversetPisoSolver — advance (exchange rebuilt BEFORE the predictors from the
previous corrected field), alternating Schwarz on the acceptor p' vector with
Anderson(3) (plain Schwarz measured 0.82/round: floating patch, Neumann wall)
and the previous step's vector as warm start (1 round/corrector at steady
state), stop relative to the STEP's p' scale (the MG absolute stop is
1e-9/dt² in pressure — the whole second correction), set_patch_mesh,
snapshot/restore carrying the warm-start vector.

Gates: overlap linear-exact 1e-13, quadratic orders 1.96/1.99 (acceptors),
1.40/1.91 (fringe); half-couplings: patch with exact acceptors Stokes 2.07/1.98
+ 2.08/1.98, upwind 0.84/0.84, background with exact fringe 7.86e-3/2.90e-3/
1.09e-3 (1.44/1.41); two-mesh MMS n=32/64: background 8.717e-3/4.207e-3 (1.03x/
0.97x the embedded circle), patch 1.322e-2/6.904e-3 (1.5-1.6x), orders 1.05/
0.94, patch div <= 5e-13, overlap mass defect 3.6e-3 -> 8.2e-4 of the overlap
flux (under the registered 1e-3 from n=64; disclosed at 32); motion: stationary
patch through set_patch_mesh bit-identical, snapshot/restore with a pending mesh
bit-identical, translating phantom circle 1.22x/1.19x the static level over
4.5 cells. Inherited, disclosed: poisson_equivalence's no-body multigrid pin
fails by 3.9e-9 at d46fb0b (M1's commit; verified in a clean worktree).

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-04 19:24:13 -07:00
Omar SobhandClaude Fable 5.1 d46fb0b7a7 rtx-cfd: overset A-P1 GATED — the curvilinear patch moves and deforms under an exact 2-D DGCL
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StepGeometry (motion.rs): time-averaged face vectors S̄_f = ½(S^n + S^{n+1}) and
swept volumes δV_f = S̄_f·δc_f — exact for linear node motion on any quad, so
Σ sign δV_f = V^{n+1} − V^n is algebra (1.8e-14 measured; the EndOfStep control
2.1e-3). CurvilinearPisoSolver::set_mesh(next) names the end-of-step geometry;
advance swaps it in, rebuilds operators + pressure matrix on it (L_f, LSQ
gradients, no mesh-velocity term in the projection), keeps the old mesh for
V^n and the explicit boundary data; predictor in the conservative ALE form
V^{n+1} û = V^n u^n + dt(−Σ sign (F − δV/dt) u_f + ν D + f V^n), written as
u·(V^n/V^{n+1}) + … so a stationary mesh is bitwise the static path; fluxes on
S̄_f; snapshot carries both meshes; swept_face_rule knob (Trapezoidal default,
EndOfStep = negative control). Stokes limit keeps the mesh flux (was dropped
with convection) and centres it (upwinding it cost an order: 1.06/1.00).

Gates (tests/curvilinear_ale.rs, 11 tests, 83 s): uniform flow on a wiggling
AND bending annulus 4.44e-15 over 400 steps, p exactly 0, 0 pressure
iterations; control deviates 4.9e-5; stationary mesh through the moving path
bit-identical (both diffusion variants); snapshot/restore on the moving mesh
bit-identical; Taylor–Green orders unchanged — upwind 0.995/0.976 vs fixed
0.987/0.975 at 1.05× error, Stokes 1.92/1.97 vs 1.94/1.99 at 2.4×, moving
annulus 2.11/2.02; linear-field falsifier 1.95/1.92 (annulus), 1.91/1.43
(square, sliding wall nodes). P0 ladders re-run identical to every digit.

Rule from the diagnosis: start a moving run ON the t = 0 mesh and sweep less
than a cell per step — a first step that jumped 2–4 cells imprinted an
O(displacement) error no refinement removed (dt- and motion-independent).

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-04 17:00:04 -07:00
Omar SobhandClaude Fable 5.1 c63d79c300 rtx-cfd/rtx-fsi: overset A-P0 GATED + M1 precision probe — curvilinear collocated PISO: relative-reduction pressure stop (the absolute stop floored |du/dt| at 2e-4 on 64²), line-implicit-n sign fix, adjustPhi; gates: Cartesian reduction 1.37–1.40x the staggered error at orders 0.83/0.90; skewed stretched periodic annulus Stokes orders 2.30/2.06 (explicit and line-implicit), upwind 1.08/0.80; Poiseuille exact to 1e-9 on Cartesian and affine-sheared periodic channels (both diffusion variants), varying-skew channel order 2.02 (v 1.9), cell mass 1e-14; divergence ≤ 1e-11 relative every step; snapshot/restore bit-identical. M1: poisson.rs multigrid hierarchy generic over MgScalar (f32/f64), f64 CG keeps its own fine level; MgPrecision on MultigridParameters/EmbeddedParameters/PisoParameters, set_poisson_precision, harness RTX_FSI2_POISSON_F32 (march + noise probe, printed marker); f64 arm bit-identical in vivo (FSI2 default line-for-line with 08-31), f32 arm holds the noise floor and stall pins and the FSI2 band; poisson_equivalence f32 arm
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-04 12:40:43 -07:00
Omar SobhandClaude Fable 5.1 52da75a3a9 rtx-cfd: curvilinear collocated PISO on a structured patch (overset A-P0, WIP) — PatchMesh (right-handed s,n; periodic seam with shift; face metrics), patch generators (TFI, skewed annulus, sheared/varying-skew channels), CSR + Jacobi-BiCGSTAB, the Zang–Street–Koseff incremental step with the node-based 9-point L_f, LSQ gradients, explicit and line-implicit-n predictors, adjustPhi; tests: mesh metrics (5 green), operators exact on linear fields incl. the seam (green), sparse (2 green), MMS ladder (Cartesian 16/32: 1.37–1.39x the staggered error, order 0.83; n=64 stalls at a |du/dt| floor 2e-4 — open, tolerance-scaling hypothesis), annulus/Poiseuille not yet run
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Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-04 05:00:08 -07:00
Omar SobhandClaude Fable 5.1 1347bc6772 test(rtx-cfd): fresh-cell falsifier — circle body, far-field probe, kinetic energy per step, speed knob, and the per-flip kinetic-energy split by face class (interior / fresh / dead)
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The split locates the flip's velocity change: 71% (plate) / 61% (circle)
on the DEAD faces — fluid faces the wall reaches, overwritten with the
wall-side reconstruction in one step (a ~0.25 U_b jump per face) —
27–38% in the interior response, ~1% on fresh faces. Five treatments
leave the per-flip impulse/energy unchanged on this falsifier (all
measured, none kept unless already committed): substeps, the
swept-volume source (40x worse), the fresh-face field extension, face
apertures + wall-relative divergence in the projection (-12%, and it
breaks the static invariants), and imposing the t^{n+1} wall before
the predictor. The impulse is intrinsic to a binary staircase wall
that stands still between flips and jumps a cell; the record is in
omni-cortex docs/fresh_cell_gcl_campaign.md.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-03 11:56:04 -07:00
Omar SobhandClaude Fable 5.1 c9492d3e1e test(rtx-cfd): fresh-cell falsifier extended (circle body, far-field probe, kinetic energy, speed knob) + print-only divergence trace; two candidate fixes REFUTED on it (swept-volume source 40x worse at either sign; fresh-face field extension no effect), both kept default-off with their verdicts
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Phase 1 of omni-cortex docs/fresh_cell_gcl_campaign.md. The mechanism
of the moving-body force spikes is measured from four directions:
per-flip force amplitude ∝ 1/dt, kinetic energy injected per flipped
cell 0.048 J/m independent of dt and body shape (plate row vs circle),
felt at a far-field pressure probe, and ∝ U^2 (2.60 / 0.64 / 0.15 J/m at
U = 1 / 0.5 / 0.25). A binary mask's wall position jumps by one cell at
every flip and the fluid answers with a fixed impulse. Neither the
swept-volume source (the wall faces already carry the swept volume —
the source double-counts it) nor the fresh-face velocity is where it
lives. Next: the virtual cut cell in the projection (apertures + the
wall-relative divergence), registered in the campaign doc.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-03 11:40:28 -07:00
Omar SobhandClaude Fable 5.1 23eb996a9f test(rtx-cfd): the fresh-cell falsifier — an oscillating flag-sized plate on the FSI2 grid and dt; force spikes track fresh cells (90% at dt) and their per-event amplitude scales as dt^-1.0 (rms dt^-0.44)
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Phase 0 of omni-cortex docs/fresh_cell_gcl_campaign.md (Seo & Mittal's
oscillating-body test on this embedded solver). Plate 0.35 x 0.02 m,
1 m/s peak, 80 mm amplitude, still fluid, h = 1/152, dt = 3.24e-4 and
its halvings; force sampled as the coupling samples it. Measured: at
rest exactly zero; moving, 648 fresh cells per sweep at every dt, rms
spike 810 / 1080 / 1490 N/m and MAX spike 6.5e3 / 1.26e4 / 2.56e4 at
dt, dt/2, dt/4 — the per-event impulse doubles with each halving (a
fixed whole-cell volume error per fresh cell delivered in one step,
the raw (dV/dt)|1 - CFL_b| source), against a physical added-mass
force of ~1.3e3. RTX_FRESHCELL_LADDER=1 runs the ladder,
RTX_FRESHCELL_CSV=<dir> dumps per-step records.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-03 11:24:24 -07:00
Omar SobhandClaude Fable 5.1 19d8307ae4 test(rtx-fsi): closure schedule by tip speed (CRESCUE_SPEED=<f>), default off
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Route 1 of omni-cortex docs/coupling_rescue_campaign.md §12, registered
in docs/closure_scheduling_campaign.md: whenever the last committed tip
jump exceeds f x its trailing-2000 peak, open a coarse episode (the
s=2 interpolated closure, CRESCUE_COARSE=<M> steps, re-evaluated at
each end) BEFORE the step — preventive, because the s=1 closure
incubates the crossing instability inside the healthy envelope and no
signature-triggered rescue acts early enough (rungs A, C, A' refuted).
Speed episodes are expected twice per period: not counted against the
runaway-episode cap; the coarse fraction is printed at the end of the
march.

Verified: FSI2 committed default digit-identical knob-off vs the
same-day baseline; fmt + clippy clean.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-03 09:57:40 -07:00
Omar SobhandClaude Fable 5.1 b66f73aeef test(rtx-fsi): coupling rescue rung A' — increment trigger (CRESCUE_INC=<K>), default off
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Trigger (c) of omni-cortex docs/coupling_rescue_campaign.md §11: a
predictor increment above K x its trailing-2000 median (non-rescued
steps; median refreshed every 10 steps) opens a coarse episode (rung C)
BEFORE the step's first pass — no pass is spent on a step the episode
replaces. Calibrated on the INCTRACE dumps: the anchor u=1.00 r=1 stays
under 1.72x for its whole march (K = 2..8 never fire); the (1.27, 2.0)
death crosses 3x at 145 steps before its panic and never during
resonant growth (the tip-jump trigger fires at 54). Registered K = 3,
fallback 4. Needs CRESCUE=1 and CRESCUE_COARSE=<M>.

Verified: FSI2 committed default digit-identical knob-off vs the
same-day baseline; fmt + clippy clean on the touched files.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-02 23:01:12 -07:00
Omar SobhandClaude Fable 5.1 7e0f159097 test(rtx-fsi): coupling rescue rung C (CRESCUE_COARSE, burst-local s=2 coarsening) + INCTRACE per-step increment dump — both default off
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Coupling-rescue campaign, continued (omni-cortex
docs/coupling_rescue_campaign.md §11). Rung A was refuted 4/4 by
mechanism (the substeps reproduce the rejected motion — the runaway is
in the converged coupled load at the crossing). Diagnostics on the same
death: SUBCYCLE=2 marches GREEN to t=16 (zero bursts), HYST=0.25 dies
EARLIER. So:

- RTX_{prefix}_CRESCUE_COARSE=<M> (with CRESCUE=1): on a trigger,
  reject the step and take 2dt coupled steps with the fluid subcycled
  at 2x (fluid dt unchanged = the s=2 interpolated closure) for M
  coupled steps, then resume; episodes counted, cap 5 per second of
  march (loud). rescue.rs: coarse_step / attempt_with generalisation;
  march loop is now a while loop (a coarse step consumes two indices,
  the series carries a linear midpoint). VERDICT: refuted 2/2 — the
  coarse steps themselves cannot close once the state is 10x wild;
  both rungs act too late (the kinematic trigger is the limitation).
- RTX_{prefix}_INCTRACE=<csv>: reporting-only per-step dump (step, t,
  predictor increment, tol_step, passes, residual, stalled, tip jump)
  — rung A''s calibration data (healthy anchor vs death).

Verified: the FSI2 committed default digit-identical knob-off after
each change (same-day baseline); fmt + clippy clean on the touched
files.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-02 22:09:49 -07:00
Omar SobhandClaude Fable 5.1 e76271ac67 test(rtx-fsi): coupling-level rescue rung A (RTX_FSI{2,3}_CRESCUE, default off) + TRACE_FROM autopsy window
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Coupling-rescue campaign (omni-cortex docs/coupling_rescue_campaign.md).
Every recorded FSI2 s=1 coupling death is the END of a multi-step
runaway (74-march burst scan: green marches never exceed 2.4x their own
p95 tip jump; 27/28 deaths burst 5-37 steps first). The traced autopsy
of the (1.27, 2.0) death (replay digit-identical, CSV byte-identical)
shows a growing period-2 instability of the CONVERGED coupled scheme at
the tip's max-velocity crossing: increment x33 and converged load
1e4 -> 1e6 N over 200 steps with the coupling converging on 111 of the
first 112 steps.

- march.rs: RTX_{prefix}_TRACE_FROM (print-only autopsy window: per-pass
  residual/load + one line per step with increment, tol_step, retry_at,
  acceptable, outcome, committed tip jump); RTX_{prefix}_CRESCUE (default
  off): on a fatal stall or a committed tip jump > 3x the running p95
  (trailing 2000 non-rescued steps), reject the step and repeat the
  interval as 2/4/8/16/32 coupled substeps of dt/n (Mayr-Wall-Gee
  reduced-step repetition, five repetitions); per-rescue record printed,
  MarchResult.coupling_rescues/_failures/rescue_records, rate cap 20
  rescues per second of march (dies loudly).
- rescue.rs (new): the substep ladder — each substep a complete coupled
  step at dt/n with its own predictor, fresh coupler, C1 velocity
  chaining, tolerances at the substep's increment; the march's own step
  path is NOT routed through it (digit identity by construction).
- rtx-fea NonlinearDynamicStepper::step_with_dt (step at an explicit dt;
  step() delegates float-for-float); Fsi2Harness::advance_subcycled_with
  (explicit fluid dt; advance_subcycled delegates).

Verified: FSI2 + FSI3 committed defaults and the noise probe
digit-identical knob-off vs same-day / 2026-08-31 baselines; knob ON
on the anchor u=1.00 r=1: green, zero rescues, CSV byte-identical to
TWIN-1's u1.00.csv; fmt + clippy clean on the touched files.

Verdict of rung A on the provocation set: REFUTED 3/3 by mechanism —
every rescued interval was carried but reproduced the rejected step's
motion (dt/2..dt/32 give the same jump), so the runaway lives in the
coupled LOAD at the crossing, not in the time integration; the
SUBCYCLE=2 closure marches through the same crossing. The knob stays,
default off, as the instrument that measured this.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-02 21:36:06 -07:00
Omar SobhandClaude Fable 5.1 0f578087ce feat(rtx-interpret): drift-gated decoder renormalisation (SAEConfig::normalize_gate)
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`normalize_gate: Option<(lo, hi)>` — when set, a decoder column is
rescaled to unit norm only if its norm has left the band; columns
inside are left exactly as the gradient step made them (divisor 1.0).
`None` keeps per-step renormalisation, bit for bit.

Why (omni-cortex D629/D630): per-step rescaling was measured doing
two opposite things on the same 32-unit SAE. With it off, two runs
descended cleanly to floors 3-7x LOWER than with it on — it was
fighting descent. Two other runs (lr 0.01, seeds 7 and 99) diverged
outright without it — it was also the clamp holding an unstable rate
finite, turning a blow-up into a slow oscillation that looked like a
healthy dictionary drifting. The band keeps the second role and drops
the first; D630 measures whether it does both.

The cold-start exemption is applied after the gate, unchanged. Test
pins: in-band columns bit-identical before/after, out-of-band pulled
to unit, gate None == per-step. Fixture norms sit strictly off the
band edge — a hand-scaled 2.0 came out 2.0000002 in f32 and was,
correctly, treated as outside.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
2026-09-02 20:30:25 -07:00
Omar SobhandClaude Opus 5 9575b84803 style: clear the fmt gate and two lib clippy warnings
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Deferred deliberately while the TWIN-2B/2C campaign had live marches:
each march is a fresh `cargo test` invocation, so reformatting
`turek_hron_fsi2.rs` mid-campaign would have forced a test-binary
rebuild and cost comparability for a cosmetic gate. The family closed,
so this is now free.

- `cargo fmt --all` across 8 files that had drifted (including the
  FSI2/FSI3 harnesses touched by the UMEAN/ES override commits).
- `rtx-feature-store/tests/integration_tests.rs` had trailing
  whitespace rustfmt refused to format around ("left behind trailing
  whitespace" internal error), so the whole file was being skipped;
  stripped it and the file formats now.
- Two `unnecessary_parentheses` warnings in the rtx-transformers lib
  (`continual/progressive.rs`, `curriculum/mod.rs`) — these were the
  only rustytorch warnings surfacing through omni-cortex's workspace
  clippy gate, which is how they were found.

No behaviour change. rtx-fsi test binaries still build.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01B1feFAQxjbCRHePUdxuNra
2026-09-02 19:15:53 -07:00
Omar SobhandClaude Fable 5 045e145962 test(rtx-fsi): RTX_FSI{2,3}_ES stiffness override for the TWIN-2 parameter sweep
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The second knob of the TWIN-2 campaign (omni-cortex
docs/twin2_stiffness_campaign.md): case_from_env now also reads
RTX_{prefix}_ES over the case's benchmark Young's modulus, mirroring
UMEAN exactly — digit-identical with the knob unset (verified in vivo
on BOTH committed defaults against same-day baselines: FSI2 and FSI3
physics lines diff-clean, only compile/wall timings moved), a loud
override line naming the benchmark value and E/E0 when set. The
benchmark-inflow physics-band guard in both turek_hron tests widens to
a benchmark-CASE guard (u_mean AND e_s bit-identical) so no measured
band ever asserts off-benchmark; machinery invariants stay asserted at
every inflow and stiffness.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-09-01 20:50:58 -07:00
Omar SobhandClaude Fable 5 c08abbdc4f test(rtx-fsi): RTX_FSI{2,3}_UMEAN inflow override for the TWIN-1 parameter sweep
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case_from_env applies the knob over the case's benchmark inflow; unset,
the same f64 flows and both committed defaults are verified
digit-identical in vivo (physics lines diff-clean vs same-day
baselines; only wall-split timing percentages moved). Physics bands in
both tests are guarded to benchmark inflow — an off-benchmark march
(the sweep) asserts machinery invariants only; its bands live in the
TWIN-1 composition harness (omni-cortex
docs/twin_composition_campaign.md). The override prints loudly so
sweep logs are self-describing.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-31 21:25:30 -07:00
Omar SobhandClaude Fable 5 4aec4e589d rtx-cfd/rtx-fsi: the FlowField->clawview exporter — real FSI fields through the viewer, end to end
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The march gains RTX_FSI{2,3}_FFLD (MarchConfig::ffld_dir, off by
default): every snap_every committed steps (10 when SNAPEVERY is 0),
dump the committed FlowField (FlowField::save, bit-exact), the solver's
own fluid-cell mask and the interface polygon as text sidecars, plus an
index.csv. Reporting-only after acceptance; the FSI2 default with the
knob off reproduces every printed digit of the warm-start baseline
(uy 3.4921 +- 3.5109, conservation 8.25e-12).

The exporter (rtx-cfd examples/ffld_to_vtk): a dump directory ->
clawview-readable legacy VTK — per-snapshot 2D triangle meshes (one
selectable point scalar --field p|umag|vort, the 0/1 fluid mask as
integer CELL_DATA) and an optional space-time volume (--spacetime:
frames stacked along z = time, prisms split to tets, POINT_DATA phi),
which clawview's slice-plane animation plays as a transient movie.

Verified end to end with REAL fields, not synthetic: a 29-frame FSI3
release-transient dump (t 4.0 -> 4.1, 64 MB) exported to 29 snapshots
+ a 984,312-tet space-time volume; the clawview server loaded both
(176,320 nodes volume; 23,877-node snapshots) and served live
cross-sections (time slices), vorticity isosurfaces and contours from
them. The check caught two real viewer-contract constraints now
encoded in the exporter: clawview's legacy-VTK path parses CELL_DATA
scalars as INTEGER markers only, and supports exactly ONE point scalar
(all POINT_DATA blocks append into `phi`) — multi-field snapshots need
the .clwv route, out of scope here.

Closes the top open thread of the fifteenth-session handoff (the
FSNP/FlowField->viewer exporter); the mesh-repo push and the claw-gds
cargo feature remain clawview-side items.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-30 14:45:54 -05:00
Omar SobhandClaude Fable 5 4d2cede7bc rtx-cfd: warm-start the first corrector's pressure-correction solve — measured 2.5x fewer PCG iterations where it counts
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The MG smoother (neighbour_sum + PCG, 34-40% of the fluid) was the
remaining fluid cost. Measured in vivo (FSI2 default, temporary
iteration counters): 2.7-3.0 PCG iterations/solve from a zero initial
guess. The correction field is temporally correlated step to step, so
project() now seeds the FIRST corrector's solve from the previous
step's p' (current fluid cells only — the p'=0 invariant on non-fluid
cells survives the copy-back); later correctors and the SOR fallback
start from zero exactly as before.

The corrector restriction is measured, not guessed: the all-correctors
draft cut the rigid phase 2.8 -> 1.27 iters/solve but cost 3.9/solve
in the coupled phase (baseline 2.56) — corrector 2 solves for a much
smaller correction and corrector 1's full-magnitude p' is a WORSE
guess than zero there. First-corrector-only: rigid 2.8 -> ~1.1
(best of the three variants), coupled 2.62 ~= baseline. Total PCG
iterations on the FSI2 default: 55,088 -> 32,836 (1.68x fewer).

Wall: FSI2 default 225 -> 172 s, FSI3 default 343 -> 249 s. Session
cumulative (banded LU + indexed SDF + warm start): FSI2 524 -> 172 s
(3.0x), FSI3 944 -> 249 s (3.8x).

This is a TOLERANCE-LEVEL solver-path change (each projection reaches
the same true-residual stop from a different start), and the FSI3
release-window pins fired for the third and fourth time across the
drafts — completing the picture: EVERY windowed observable of the
[4.0, 4.2] release transient is branch-sensitive (four measured
branches now recorded in the test: uy mid 10.77/6.02/2.91/8.88, amp
23.6/25.2/24.6/19.9, ux mid -2.90/-2.91/-2.56/-1.82, retries
2/0/1/1). The release bands are re-pinned as gross-physics tripwires
around the measured scatter; the load-bearing regression pins for
solver changes are the settled-cycle study bands, whose
re-verification under this change is launched (verdicts to
solver_status.md).

Protocol: FSI2 default green (uy 3.4921 in-band), FSI3 default green
under the re-pinned release bands (deterministic across two runs),
FSI1 green, noise-probe floors identical, rtx-cfd suite + rtx-fsi
quick tests green.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-30 08:54:27 -05:00
Omar SobhandClaude Fable 5 328f65233e rtx-interpret: decoder cold-start window for reinitialized SAE units
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reinitialize_encoder_neuron_cold / SAETrainer::reinitialize_neuron_cold
exempt a freshly reset unit's decoder column from per-step
normalize_decoder for cold_steps training steps, so its small random
init is not blown up to unit norm before it has learned anything —
the mechanism omni-cortex's D605 refutation left as the prime
suspect, now testable (D620 downstream). Runtime-only state, not
carried through checkpoints (documented); cold_steps 0 is exactly
the plain reinit, and existing entry points delegate with 0.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01B1feFAQxjbCRHePUdxuNra
2026-08-30 08:31:08 -05:00
Omar SobhandClaude Fable 5 6c48e53998 rtx-cfd: indexed polygon SDF — bit-identical queries, the fluid's measured hot function cut
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The 2026-08-30 fluid profile (symbolized samples, rigid AND coupled
phases of the FSI3 default) attributed the fluid step to the function:
polygon_signed_distance 51% rigid / 35% coupled — the embedded mask
rebuild and its ghost reconstruction walk every edge of the ~150-vertex
interface polygon for every cell-centre and face query, every step.
(Also measured, refuting the parked consolidation: Level::new — the MG
hierarchy build — is 0.5-0.7% in BOTH phases; caching it would buy
nothing. The MG smoother at 34-40% is the honest remaining fluid cost.)

PolygonSdf (solvers/incompressible/polygon_sdf.rs): a binned edge
index whose query is BIT-IDENTICAL to polygon_signed_distance by
construction — per-edge distances use the same float ops, the ring
search provably visits a superset of the argmin (convex-projection
lower bound sqrt(d_out^2 + ((r-1)b)^2)), and parity XORs the same ray
tests over exactly the straddling edges (y-binned). Equality is
ASSERTED, not assumed: tests compare to_bits against the brute force
over ~40k adversarial points (flag-like walks, random polygons with
degenerate zero-length edges, horizontal-edge/vertex-y rays). Wired
into EmbeddedBody::polygon and the FSI harness's shared geometry
(rebuilt per set_geometry, ~microseconds for 150 edges).

Verification — the bar for a bit-exact change is digit identity, and
it holds: FSI2 and FSI3 committed defaults reproduce EVERY printed
digit of the banded-LU baseline logs (uy 3.7732±3.7920 / 6.0229±
25.2190 mm, conservation 8.26e-12 / 1.49e-12, rigid drags 121.4 /
426.9); rtx-cfd full suite 0 failures; rtx-fsi lib/piston/transfer/
FSI1 green. The study pins need no re-run: the trajectories are
unchanged by construction and confirmed by measurement.

Wall clock: FSI2 rigid 323 -> 167 s (1.93x), whole default 400 -> 225 s;
FSI3 rigid 420 -> 250 s (1.68x), whole default 539 -> 343 s. Cumulative
with the banded LU this session: FSI3 default 944 -> 343 s (2.75x),
FSI2 524 -> 225 s (2.33x).

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-30 07:47:42 -05:00
Omar SobhandClaude Fable 5 0b4f306ed1 rtx-fea: reduced Newmark (mor::dynamic) + the phase-4a offline replay — the ≥10x gate is REFUTED by measurement at the validated resolution
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The dynamic layer over ReducedNonlinearModel: reduced consistent mass
V'MV (full element sum, never ECSW-sampled — ECSW weights are trained
on internal-force virtual work and would conserve the wrong inertia),
reduced_force_and_jacobian exposed (solve() refactored onto it), and
ReducedNewmark mirroring NonlinearDynamicStepper::newmark_newton in
reduced coordinates (same predictor, residual, tangent shape; no
rescue ladder by design — a reduced Newton death is a finding).

TDD (tests/reduced_newmark.rs): identity-basis march reproduces the
full stepper to 2.4e-14 over 15 steps (both Newton loops tightened to
1e-10 so only solver rounding separates them); rigid-translation
reduced mass = rho*A to 1e-9; a 6-mode POD basis tracks its training
trajectory at 4.2e-4 rms against a 1.0e-4 projection floor.

Phase 4a (fsi3_ecsw_offline.rs, fsi3_reduced_newmark_replay,
env-gated): reduced Newmark replay of the harvested FSI3 trajectory at
record cadence (dt_rec = 5x march dt), driven by the recorded
end-of-step loads. Measured, m=12/20:

- COST (dt-independent, the verdict): 3,068/3,580 us/step at 4.6/5.0
  Newton iters — 2.0-2.3x the banded full-order structural step
  (7,200 us/pass, bandedlu_fsi3_ny62_t85). The >=10x gate needs
  <=720 us/step; one reduced eval alone costs ~640 us because phase 2
  refuted hyperreduction (every eval loops all 70 elements). The gate
  arithmetic is closed: reduced Newton needs >=2 evals, capping the
  ROM at ~5x. THE CAMPAIGN GATE (pinned cycle bands at >=10x
  structural speedup) CANNOT BE MET at the validated resolution.
- TRACKING at record cadence diverges in the release transient (dies
  t=4.35-4.45) — and the RTX_REPLAY_IDENTITY control dies EARLIER
  (t=4.13) in the exact subspace: the death is the 5x-coarse
  integration + aliased loads, NOT the reduction. The record-cadence
  replay cannot judge subspace dynamics; the projection floor
  (1.1e-3 at m=12) remains the honest subspace statement.

Campaign verdict to be recorded in omni-cortex in the pre-registered
words.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-30 07:07:49 -05:00
Omar SobhandClaude Fable 5 10c779e96e rtx-fea: banded LU replaces the dense factorization on the Newton tangent — the march's cost center, fixed
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The 2026-08-29 profile attributed 98% of the structural step (79% of a
coupled FSI pass) to LuDirect::factorize — nalgebra's dense full-pivot
LU on the 560-DOF tangent, every Newton iteration. The tangent is
banded (half-bandwidth ~26: the flag mesh numbers the short direction
innermost). BandedLu (solvers/banded.rs): LAPACK dgbtrf-style
column-major band storage, partial pivoting with kl fill rows, band
limits measured from the CSR pattern per factorize, O(n·kl·(kl+ku)).
Swapped into NonlinearDynamicStepper (tangent + rest-state mass solve);
LuDirect untouched elsewhere.

TDD: 10 manufactured-system tests green first run (recovery to 1e-12
vs exact and vs LuDirect across band shapes incl. full-bandwidth
degeneration; zero-diagonal pivoting; indefinite shifted-stiffness
tangent; singularity; per-solve refactorization).

Solver-path change — full verification protocol run:
- rtx-fea 29 binaries 0 failures; rtx-fsi lib/piston/transfer green.
- FSI2 committed default: every printed digit IDENTICAL to the
  2026-08-28 baseline (uy 3.7732±3.7920 mm, f 2.547, conservation
  8.26e-12). FSI1 identical. Noise-probe floors reproduced.
- Wall clock: FSI2 coupled phase 233 s -> 77 s (3.0x, 0.60 -> 0.20
  s/step); FSI3 coupled 517 s -> 119 s (4.3x). Structure is no longer
  the cost center; the fluid's MG-caching consolidation is next.

Finding 1: newton_rescue's vacuousness guard fired — the 2026-08-24
killer (symmetric 1e4 N mid-swing reversal) converges on the PLAIN
path under partial-pivot rounding at every probed combo to 1e5 N.
Re-provoked: asymmetric 1e4 -> +1e5 N reversal defeats plain Newton at
swing steps 3, 4 AND 5 (not knife-edge); pinned at steps 4, whose
coarse-vs-fine gap (0.66x of scale) sits inside the pre-registered
0.75 band — the band is untouched.

Finding 2: the FSI3 release pin fired and the PIN was the finding.
uy_mid (windowed mean over [4.0,4.2]) moved 44% (10.7684 -> 6.0229 mm)
while amplitude (+7%), ux mid (+0.3%) and 5.2x growth all held; the
baseline's 2 IQN history-reset retries became 0 — a rounding-level
branch flip at unit density ratio (the traced bistable-mask
sensitivity). The windowed mean of a growing 5-Hz oscillation is not a
rounding-robust observable; its band now covers both measured branches
(both recorded in the assertion), amp/ux re-centered at ±35%. New
trajectory re-verified deterministic digit-for-digit twice before
re-pinning; green in vivo under the new pins.

Study-tier pins (FSI3 sticky-mask cycle, FSI2 s=1 benchmark cycle)
re-verification launched; results to be recorded in solver_status.md.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-29 23:20:50 -05:00
Omar SobhandClaude Fable 5 8a8da2383d rtx-fsi: wall-split instrumentation — the STRUCTURE is 79% of the coupled phase
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Per-pass timers (reporting-only, default digits verified identical)
around the three pass components. Measured on the FSI3 committed
default: fluid 99 s (19.7%), structure 397 s (79.2%), load sampling
0.9%, state save 0.0%. The flag's Newton step costs ~195 ms/pass
against ~0.5 ms of element assembly and a ~10 ms-scale 570-DOF
solve — either the stepper carries ~20x implementation overhead or
the ROM upside is enormous; the ECSW campaign's re-scope decision
inverts accordingly (profile the stepper next).

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-29 16:50:28 -05:00
Omar SobhandClaude Fable 5 50e382c046 rtx-fsi: ECSW phase-2 offline study — POD subspace confirmed, hyperreduction refuted at this resolution
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fsi3_ecsw_offline.rs (env-gated on RTX_ECSW_SNAP; committed default is
a no-op) measures the three pre-registered quantities on the harvested
run-7 flag trajectory, with a numbering self-check (clamped-DOF
displacement exactly 0.0 across all 3,294 snapshots).

Measured: (1) the flapping manifold compresses 560 free DOFs to 12-20
POD modes at ~0.5% held-out rms projection error — the subspace
exists. (2) ECSW has NOTHING TO EXPLOIT on the 70-element flag: the
NNLS residual sits at single-element scale until nearly every element
joins (31 el -> 10%, 51 -> 10%, 67 -> 2.5%, 70 -> 1e-15; held-out ==
training everywhere; cycle-only manifold identical) — each macroscopic
Quad8 carries non-redundant virtual work, so no sub-percent sample
smaller than the mesh exists. (3) full reduced assembly 548 us/eval;
ECSW at best 1.4x at a useless 10% residual.

ReducedNonlinearModel gains assemble_reduced_force (the measured
quantity). The campaign's >=10x structural gate cannot come from
hyperreduction at the validated resolution — recorded in the campaign
doc with the re-scope options.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-29 15:06:33 -05:00
Omar SobhandClaude Fable 5 d9d8801f1a rtx-fea: mor gains total-Lagrangian operators and a held-out ECSW residual
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The mor scope was small-strain only ("geometrically linear") — a basis
trained on total-Lagrangian trajectories (the FSI flag marches
with_total_lagrangian) sampled through small-strain operators would
conserve the virtual work of the wrong force. ElementOperator now
carries a Formulation (SmallStrain | TotalLagrangian), the TL branch
mirroring NonlinearDynamicAnalysis exactly (SVK from Lame parameters,
total_lagrangian::internal_force_and_tangent); train_ecsw /
ReducedNonlinearModel::new keep their behavior and delegate, with
_formulated variants added. ecsw_residual evaluates a trained model's
||Cw - b||/||b|| on arbitrary snapshots — the held-out generalization
measurement; on the training set it reproduces training_residual to
1e-12 (pinned).

Verified sharply: identity-basis reduced TL solve vs a
tight-tolerance full TL solve agrees to 4.4e-15 (machine precision)
while small-strain operators land 1.1e-2 away at the same load — the
switch is exercised and exact. (At the default 1e-6 convergence
criteria the reference itself stops 1.7e-4 short; measured and
recorded in the test comment.)

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-29 15:01:09 -05:00
Omar SobhandClaude Fable 5 9fe9d7f74a rtx-cfd + rtx-fsi: ECSW campaign phase 1 — snapshot dump + FlowField save/load
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FlowField::save/load serialize the complete field state bit-exact
(all twelve matrices including *_old, predictors and sources, so a
load is a true restart state), with a roundtrip test asserting
to_bits equality on every value and rejection of truncated/corrupt
files.

The march gains an ECSW snapshot knob (RTX_FSI{2,3}_SNAP path,
SNAPEVERY, default off): every N committed steps it appends an FSNP
record — t, full-DOF displacement/velocity/acceleration (what
rtx_fea::mor's pod_basis/train_ecsw consume, plus what the phase-4
dynamic reduction will need) and the committed sparse nodal load for
the offline full-vs-reduced replay. Reporting-only: reads committed
state after acceptance, no float ops on the solver path. Verified:
smoke run's FSNP parsed by an independent reader (570 DOFs, correct
record count, physical values); FSI2 committed default
digit-identical with the knob off.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-28 21:56:37 -05:00
Omar SobhandClaude Fable 5 366a46b471 rtx-interpret: seeded SAE init + coupled per-unit optimizer reset
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SparseAutoencoder::new_seeded draws encoder/decoder weights via
randn_seeded with per-tensor SplitMix64-derived seeds (same
derivation as MambaBlock::new_seeded), so identical (config, seed)
gives bit-exact SAEs — without it, cross-instance loss comparisons
are noise (measured downstream: 0.09 vs 0.65 starts on identical
data).

SAETrainer::reinitialize_neuron couples the encoder-unit weight
reinit with zeroing that unit's optimizer moment rows (encoder row,
bias slot, decoder column), so external generate-and-test callers
can't reset weights while leaving optimizer state stale — previously
only the trainer's internal dead-neuron resampling did both. Note
train_step's update rule is plain SGD today, so the moment reset is
inert until the Adam path is switched on; the coupling is the
contract either way, and a doctored-checkpoint test pins the
row/column semantics.

Also drops a vacuous assert!(true) smoke test that failed clippy's
assertions_on_constants.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01B1feFAQxjbCRHePUdxuNra
2026-08-28 20:49:11 -05:00
Omar SobhandClaude Fable 5 a49602cf16 rtx-fsi: pin FSI3's release response and settled cycle
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Two tiers in the FSI2 pattern. The committed default (t_end 4.2) pins
the deterministic release response at the digit-stable measurement
(uy 10.7684 +- 23.5726 mm, ux -2.8982; +-35% bands, 2x onset-growth
floor against a measured 4.6x). The sticky-mask study configuration
(HYST>0, subcycle 2, t_end >= 8.4, ny 62 or 82) pins the settled
flapping cycle measured across two grids at t_end 8.5 / window(2.0):
uy amp in [38, 72] mm (measured 50.2 / 57.6; the un-flapped release
and every pre-hysteresis dead march sit far below, and the reference
+-34.9 sits OUTSIDE — landing inside the reference band is a loud
finding, not a regression), mids, crossing-frequency in [4.4, 6.8]
(covers the estimator's measured beat-scatter — the DFT puts both
grids at 5.4-5.6 vs ref 5.46), and drag MEDIAN in [380, 530]
(measured 454.0 vs ref 460.2). WindowStats gains drag/lift medians —
the honest central loads (the extreme-based mids are noise-dominated
at large deformation).

Band anchors computed exactly as the test computes them, replayed
offline against the run 7/8/10 CSVs (deterministic trajectories).
Verified: both committed defaults green with the release pins live,
trajectories digit-identical (FSI3's loads line gains the medians,
FSI2's output byte-identical). The t_end 8.5 study pin runs at both
grids are in flight.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-28 07:56:51 -05:00
Omar SobhandClaude Fable 5 137a62c4ea rtx-fsi: time-resolved-honest load record — per-step sampling, interval median
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The reported drag/lift were one instantaneous measure_force sample
every 10th coupled step, and the embedded-boundary surface force
carries zero-mean sign-flipping fresh-cell pressure transients at
step scale (measured: +-4,000-scale swings against a +-78 reference
while displacements matched the benchmark to 0.1%, and the window
MEDIANS sat near-physical). The record now samples the committed
field every step and records the interval median — the estimator the
CSV analysis supports; ten steps span 2-5% of a flap period, so
nothing physical is smeared.

Reporting only: measure_force reads the committed state. Verified on
both committed defaults against pre-change logs — every displacement,
conservation, and coupling digit identical; only the load lines
moved, and toward the benchmark: FSI3 drag 628.66 +- 545.11 ->
443.26 +- 148.50 (ref 460.2 +- 27.47, mid now within 3.7%), lift amp
2289 -> 668; FSI2 lift amp 52 -> 28.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-27 14:58:17 -05:00
Omar SobhandClaude Fable 5 bff84ccdcc rtx-cfd: mask hysteresis — sticky cell classification against a reference mask
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The measured FSI3 killer is the bistable mask: one geometry (|d|
identical to 4 digits) samples two load branches (60 vs 120 kN), and
the traced s=1 death is the secant walking a 20x load cliff
(68,886 -> 1,307,938 N over a 1e-3 candidate change). A sticky band
makes the load map single-valued at the crossing: formerly-fluid
cells flip only at phi < -band, formerly-solid at phi > band,
classified against the mask held at rebuild time — in a coupling
loop, the restored committed step-start mask.

Band 0 is structurally bit-identical (phi > -0.0 <=> phi > 0.0) and
verified digit-for-digit on both committed defaults (FSI2 and FSI3,
every physics digit). Measured cost on the translating-circle MMS at
band 0.25h: +0.5% field error (u/p ratios 1.17/2.12 vs the
no-hysteresis moving levels 1.16/2.11); flip delay = band/(v dt),
deterministic. Exposed as RTX_FSI{2,3}_HYST in multiples of h_min.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01X2GmJXeQ2njUecEKiJZ1G2
2026-08-26 15:27:09 -05:00
Omar SobhandClaude Fable 5 3207f2d4c6 rtx-fsi: decouple the retry threshold from the widened stall acceptance
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The first STALLX draft used one threshold for both, which silently
disabled the history-reset retry for the widened band: a stall in
[5x, STALLX x) was accepted unretried where runs 2/3 retried it —
caught by trajectory divergence at t = 5.7 (runs 2/3 digit-identical
there; the run-5 variant killed at 2.3 h, artifacts preserved as
*_unretried_variant_*). Now `retry_at` stays the old 5x-or-increment
window (retry semantics bit-identical to the pre-knob code at any
STALLX), and `stall_accept` widens only the post-retry acceptance.
Default STALLX=5 keeps both thresholds equal — committed defaults
unchanged.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-25 07:41:34 -05:00
Omar SobhandClaude Fable 5 992cd76449 rtx-fsi: stall acceptance as a knob (STALLX) — the floor must stay tight; only the rare-event window widens
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FSI3's developed cycle stalls (bistable mask flips at max-velocity
crossings) sit at 3.5e-4 against the measured floor 6e-5: run 3 died
16% over the 5x window at t = 7.70. Riding the FLOOR up instead was
measured to make it worse — run 4 at floor 1e-4 died EARLIER (t = 6.30)
at a HIGHER stall (1.2e-3, 2.4x its window), because the accepted-step
scatter IS the wall-velocity noise (tol/dt_c): a looser floor feeds the
flip noise it is trying to pass. Keep the floor tight and widen only
the counted, bounded stall window: `stall_accept` (RTX_<CASE>_STALLX,
default 5 — both committed defaults bit-identical). Precedent: FSI2's
s = 1 benchmark run accepted a worst stall of 5.4e-4 the same way and
measured 0.1% in amplitude.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-25 05:00:56 -05:00
Omar SobhandClaude Fable 5 647f247601 rtx-fsi: report Newton rescue counts in the coupling-failure panic
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FSI3 run 3 died on a coupling stall 0.2 s after the rescue carried it
past run 2's Newton death, and the panic path printed nothing about
how many rescues had engaged. Observability only — the panic message
now carries rescue_counts.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-25 01:07:49 -05:00
Omar SobhandClaude Fable 5 d2c82af91b rtx-fea: rescue the nonlinear Newmark Newton — line search, then step subdivision
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Both FSI3 study deaths were the flag's SVK Newton returning
ConvergenceFailed{60} inside a coupling pass at a violent mid-cycle
load. The plain full-step Newton stays float-op identical (FSI2 and
FSI3 committed defaults re-verified digit-for-digit, Newton rescues
(0,0)); only on failure does the stepper retry: a backtracking line
search on ||R|| (Armijo, alpha down to 2^-29 — 2^-8 was measured too
shallow when the tangent K_T + M/(beta dt^2) is near singular and the
solved direction enormous and inexact), then 2/4/8/16 Newmark substeps
of dt/n, each line-searched. Rescues are counted and surfaced through
MarchResult and both FSI test printouts.

Measured before writing (tests/newton_rescue.rs): a static tip load
from rest NEVER defeats plain Newton (1e6 N converges in 19 its — from
a quiescent state the predictor is the current configuration and
M/(beta dt^2) regularizes the walk) — pinned as a negative result; the
killer is a mid-swing load REVERSAL (1e4 N tip load, 3 steps of swing
at dt 5e-3, then reversed: dead in 60 its), the FSI3 turning-point
shape — now rescued by the line search alone and consistent with a
dt/32 reference march of the same interval (-0.341 vs -0.195 m, same
branch), with determinism (bit-identical re-step) and
march-continuation pinned alongside.

Also: pin the s = 1 FSI2 benchmark cycle at study horizons (iqn /
subcycle 1, t_end >= 16: f in [1.85, 2.0], uy amp in [70e-3, 92e-3] —
the mode-2 s = 2 cycle fails both bands, so losing the benchmark cycle
stays loud).

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-24 19:14:13 -05:00
Omar SobhandClaude Fable 5 555a72cbc0 rtx-fsi: spike-clamp the force-measurement probe
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measure_force integrated raw traction samples while the coupling loads
carried the 20x-median clamp — so the s = 1 benchmark run's REPORTED
drag/lift were +-4,000-scale garbage against a +-78 reference while its
displacements matched the benchmark to 0.1%. Collect, clamp, then
integrate, both probes. Reporting only: the committed FSI2 default
reproduces its trajectory to every printed digit (uy 3.7732 / 3.7920
mm) and its rigid-phase drag (121.4) with the clamp in.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-24 05:59:18 -05:00
Omar SobhandClaude Fable 5 c1bcdc408e rtx-fsi: FSI3 floor 6e-5 — the floor rides with the motion; measure it through the cycle
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The first subcycle-2 study (t = 4 -> 8) ran 2.2 s of cycle — over
[5, 6] s: +-42.8 mm at 6.2 Hz, trending toward the reference +-34.9 mm
at 5.46 Hz from above — then stalled at t = 6.18 s: residual 1.9e-4
against an accept window of 1.5e-4 (5 x the 3e-5 floor the rest-state
probe suggested), at a turning point of the cycle where the step
increment, and with it the increment-relative part of the window,
collapses while the flip noise does not. Floor set from the cycle's
measured stall level (window 3e-4). Default re-verified: 581 steps,
3.5 subit/step (max 5), 0 stalls, conservation 1.5e-12, ux -2.90 +-
2.93 mm vs reference -2.86 +- 2.70.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-23 23:41:02 -05:00
Omar SobhandClaude Fable 5 c0666bf22a rtx-fsi: C3 — FSI3 opened: the added-mass regime, its impulse artefact, and the coupler hygiene it demanded
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The march is extracted from the FSI2 test into a shared
tests/fsi2_harness/march.rs (MarchConfig from env / MarchResult /
window statistics), the harness parameterised by BenchmarkCase (FSI2,
FSI3: inflow, solid density, modulus, rigid-flag drag reference), and
turek_hron_fsi3.rs written on top (Re 200, density ratio 1, E 5.6e6).
The committed FSI2 default is bit-identical through all of it —
every new knob defaults to FSI2's behaviour; re-verified twice to every
printed digit (uy 3.7732 / 3.7920 mm).

FSI3's first contact, traced pass by pass (RTX_FSI3_TRACE), exposed
the added-mass instability in its purest form and, one measured
mechanism at a time, what a partitioned coupling at unit density ratio
needs:

- C^1 interface motion (MarchConfig::c1_interface): a constant
  per-step interface velocity is a velocity JUMP at each step start,
  and the incompressible fluid answers with an impulsive added-mass
  load ~ rho L dv / dt_fluid (8x the physical reaction under
  subcycling): 1,600 N at release, 48,000 N and a 59 mm response one
  step later, the flag's Newton dead the pass after. Constant
  acceleration from the previous end velocity to 2 dd/dt - v_n removes
  the impulse (loads 1,700-2,400 N).
- IQN first-pass relaxation as a knob (initial_relaxation, FSI3 0.05):
  |1 - omega (1 + g)| must contract; 0.5 diverges past gain 3.
- The divergence verdict waits for the secant (IqnIls): the exploratory
  second pass on a high-gain map legitimately overshoots 10x before the
  first secant column exists. Pinned by a gain-40 model test.
- Kinematic predictor (predictor: "kinematic", velocity only): the
  structure-alone predictor ignores an added mass comparable to the
  flag's and overshoots 2-5x, drawing 5-6x loads every first pass; and
  NOT with the acceleration — Newmark average acceleration carries an
  inconsistent initial acceleration as a sign-alternating mode
  (d + dt v + dt^2 a / 2 predicted 22 mm at release; converged 0.14).
- Quiescent release (quiescent_release): the structure-alone
  "consistent" initial acceleration M^-1 F ignores the added mass.
- Coupler hygiene (IqnIls): a stalled or diverged step's secant columns
  are no longer retained (a bistable mask flip's columns extrapolated a
  30 mm interface jump on the next step); two-window stagnation
  detection reports a plateau early instead of bouncing to the budget
  (a single-window test misjudged a slowly converging step and is
  recorded as such); trust region tightened to 10x the residual. A
  noise-column filter at the tolerance was measured to HURT (stalled a
  converging step at 5.5e-4) and is disabled (threshold 0).
- The floor measured, not borrowed (fsi2_interface_noise.rs gains
  RTX_NOISE_CASE=fsi3): flip jumps 3.6e-4 (12x FSI2's), the subcycle-8
  release map stalling near 1e-6, the subcycle-2 map converging to
  9e-10; and through the release transient (flag at ~0.3 m/s) the
  subcycle-8 floor rides up to ~1e-3 with the motion — which moved the
  FSI3 default to subcycle 2 at a 3e-5 floor.

FSI3 committed default (ny 62, release t = 4, t_end 4.2, subcycle 2):
581 steps, 3.8 subit/step (max 8), 0 stalls, 0 retries, conservation
4.3e-13; uy 10.1 +- 27.5 mm and ux -3.1 +- 3.2 mm over the first 0.2 s
(reference cycle 1.45 +- 34.90, -2.86 +- 2.70). Machinery invariants
pinned; physics bands await the study record. Rigid-flag drag 426.9 vs
CFD3's 439.45 (-2.9%).

The FSI2 mode-2 study pin (IQN / subcycle 2, t_end >= 16) was measured
with the pre-hygiene coupler; re-verify on the next s = 2 study run.

48 lib tests green, clippy clean.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-23 19:43:02 -05:00
Omar SobhandClaude Fable 5 be04e0e233 rtx-fsi: pin the mode-2 flapping cycle under the IQN / subcycle-2 configuration
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Study horizons (t_end >= 16) under RTX_FSI2_COUPLER=iqn
RTX_FSI2_SUBCYCLE=2 now assert the measured mode-2 cycle: frequency in
[2.05, 2.45] Hz and uy amplitude in [45, 70] mm — bands that admit the
settled cycle at either grid (ny=62: 57.6 mm / 2.227 Hz at t=16,
55.9 / 2.224 at t=30; ny=82: 57.1 / 2.236 at t=20) and reject both the
wake attractor (3.73 Hz, ±17 mm) and the reference itself (1.93 Hz,
±82 mm) as material changes. The default configuration's pins are
unchanged. Module docs brought up to the eleventh-session record.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-23 16:54:12 -05:00
Omar SobhandClaude Fable 5 a342e703a4 rtx-fsi: trust-region cap on the IQN step + increment-scaled stall acceptance
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The s = 1 FSI2 march (deepest rung: 1.955 Hz, ±73 mm mid-growth) found
two coupler failure modes at peak motion:

- run 1 (budget 12): NotConverged at residual 6.1e-4 = 9% of the step's
  own increment, after the history-reset retry — killed at t = 11.1 s.
- run 2 (budget 30): the deeper budget let an ill-conditioned secant
  model extrapolate the locally violent map into a candidate interface
  that swept to the domain wall and crashed the mask build BEFORE any
  residual guard could fire (t ~ 9.9 s).

Fixes, both scale-relative per the absolute-threshold rule:

- STEP_CAP = 50: the full quasi-Newton step r + W alpha is capped at
  50x the current residual norm, direction kept. Legitimate large
  Newton steps (near-marginal gains) pass; thousand-fold geometric
  extrapolations cannot. Pinned by a noisy-map test asserting every
  iterate's step stays within the cap.
- The march accepts a stalled step at residual < max(5 x tolerance,
  0.1 x the step's own increment) — the rare violent step near peak
  motion carries an order-below-increment error, counted like every
  stall and bounded by the existing stall-fraction assert; the retry
  trigger mirrors the same bound.

46 lib tests green, clippy clean.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-21 19:14:53 -07:00
Omar SobhandClaude Fable 5 d5f19ea497 rtx-fsi: IqnIls::reset_history — stale secant columns overshoot in rapid transients
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The s = 2 ladder march (resonant growth finally open: 2.3 Hz, amplitude
through ±46 mm — 2.7x the wake attractor the loose coupling locked)
died at t = 11.12 s with CouplingDiverged at iteration 2: the predictor
left a 1e-4 first residual, and the first quasi-Newton update drove it
to 1.1e-3. Cross-step secant history assumes the interface Jacobian
drifts slowly; columns recorded at much smaller amplitude steered the
least-squares direction wrong at 2.7x that amplitude, and the
divergence guard read the overshoot as added mass. The map itself
converges deeply from a clean start (the noise probe's stall
measurement), so the recovery is: reset the history, retry the step
once from the predictor.

- IqnIls::reset_history(), with a cold-start-equivalence test.
- turek_hron_fsi2: on an unaccepted coupling verdict under the IQN
  coupler, reset + one retry from the predictor (Aitken carries no
  history — a retry would repeat the identical iteration, so the path
  is IQN-only); retried steps counted and reported like stalls.

Verified end-to-end: the re-run crossed the killing step and marched on
(t = 11.18: uy +56 mm, window amp ±50 mm, 1.4 subit/step). 45 lib
tests green, clippy clean.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-21 09:34:10 -07:00
Omar SobhandClaude Fable 5 140310b223 rtx-fsi: the noise floor interrogated — smoothing refuted, IQN-ILS lands, tight coupling reopened
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The tenth session ended on "lower the interface noise floor". This
builds the levers and measures them, and the measurements overturn the
diagnosis:

- smooth_tractions: arclength moving average over the wetted surface,
  area-weighted, smooth normal-similarity factor so corners do not mix
  and the smoothed load stays continuous in the geometry. Nine unit
  tests. MEASURED NEGATIVE RESULT: the flip-scan floor is unchanged to
  0.2% at radii 1-3h — the flip's load jump is coherent through the
  fluid field (mask rebuild shifts the pressure around the flipped
  cell), and a surface average preserves coherent shifts. Default off;
  the probe pins the attribution so nobody re-reaches for this lever.

- IqnIls: interface quasi-Newton with inverse least squares (Degroote
  2009) — filtered MGS least squares over secant columns (filter
  RELATIVE to column norm), cross-step history reuse, per-step
  set_tolerance. Model-map tests: exact on anisotropic linear maps
  within dim+2 passes (scalar Aitken provably cannot be), scale
  invariant, history reuse shortens the next step, stalls at the noise
  scale instead of diverging (fixture lesson: per-pass noise, not
  state-dependent noise — the latter has a genuine fixed point).

- tests/fsi2_harness/: the FSI2 machinery extracted shared; verified
  pure code motion (committed release response reproduced to every
  printed digit). March gains RTX_FSI2_SMOOTH / RTX_FSI2_COUPLER=iqn /
  RTX_FSI2_REUSE knobs; pinned bands guard the default configuration.

- tests/fsi2_interface_noise.rs: the probe. Flip-scan floor at
  subcycle 8: 3.05e-5 (pinned); smoothing attribution pinned; the
  cross-subcycle scan recorded but unpinned (the fixed geometry
  increment's wall-velocity trend, increment/dt_c, swamps the flip
  signal at small dt_c — a dt_c^2 scaling hypothesis died in that
  operationalization). THE OPERATIONAL FLOOR — the real release step
  subiterated at tolerance 1e-9 with residuals traced — converges DEEP
  at both subcycles: s8 aitken 3.4e-9 / iqn 1.6e-9, s2 both ~6.4e-10
  in 5-6 passes. The flip jumps are events at specific geometries, not
  a floor under every step: the tenth session's subcycle-2 blowup was
  tolerance mis-budgeting (2e-4 held fixed while dt_c shrank), not an
  impassable floor. Probe bug found and fixed on the way: stale shared
  geometry leaked a 4.5e-5 phantom first residual into the first stall
  run; every measurement now resets the geometry on entry.

All 924+17 tests green: lib 44 (was 27), piston 2, curved edge 1,
FSI1, the committed FSI2 march (release response identical), the probe.

Co-Authored-By: Claude Fable 5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01Lnyrw33Lu6rUhW42E9KHwq
2026-08-21 06:42:05 -07:00
quantumandClaude Fable 5 c36cf2f8a7 rtx-backend-metal: fix swap_dims returning a corrupt strided view
swap_dims copied the buffer but wrote elements back at their ORIGINAL
positions (new_idx was computed with the swapped strides), returning a
stride-swapped non-contiguous tensor. Every other op in this backend —
elementwise kernels, MPS matmul, to_vec — reads raw buffers and ignores
strides, so any transpose consumer (notably the autograd matmul backward,
grad_a = grad_c @ b^T) silently computed on untransposed data. Found via
CPU-vs-Metal gradient parity on the DigiGraph HetGAT: forward matched,
gradients were ~2x off.

swap_dims now physically permutes into a contiguous result (reading
through the input's strides + offset), and reshape asserts contiguity
instead of silently reinterpreting a non-contiguous buffer. 3 new parity
tests incl. matmul-after-transpose (25 total pass on-device).

Co-Authored-By: Claude Fable 5 <[email protected]>
2026-08-21 06:11:38 -07:00