feat(M-FFN-GGUF-6b, A6): RMSNorm rsqrt falsifier — A6 FALSIFIED (1.00× UNITARY) — 14× residual is cumulative-layer#1545
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…ALSIFIED (1.00× UNITARY) — 14× residual is cumulative-layer
After M100 LIVE-confirmed A5 at 5.56× and decomposed §27's 1723%
within rounding to 1715% (= 0.077% × 5.70× × 50× × 5.56× × 14×),
the 14× residual was hypothesized as A6 (RMSNorm rsqrt non-linearity)
+ cumulative-layer interaction.
This PR directly tests A6 in synthetic regime to attribute the 14×
residual. Authors `falsify_ffn_gguf_015_rmsnorm_rsqrt_amplification`.
Test: 256-element activation vector with realistic magnitudes;
perturbed by M94-equivalent 0.077% per-element drift; compares
RMSNorm(x) and RMSNorm(x_perturbed) L2 norms.
EMPIRICAL RESULT (2026-05-07):
input_rel_drift = 0.077000%
output_rel_drift = 0.077000%
amplification = 1.0000× ← UNITARY (no amplification)
A6 EMPIRICALLY FALSIFIED. RMSNorm is approximately HOMOGENEOUS
over per-element bit-level drift — rsqrt non-linearity does NOT
amplify M94 perturbation in synthetic regime.
14× RESIDUAL EXPLANATION (post-M101):
With A6 falsified, the 14× residual gap MUST come entirely from
**cumulative-layer interaction** — different layers' weight
distributions interact non-linearly across the chain in ways that
single-layer real-teacher (M100) and homogeneous-RMSNorm (M101)
cannot capture.
AMPLIFIER LANDSCAPE (FINAL post-M101):
- A1 (RoPE phase) — FALSIFIED ✗ (1.00×)
- A2 (Softmax saturation) — FALSIFIED ✗ (0.01×)
- A3 (Block-scale variance) — FALSIFIED ✗ (1.00× synthetic)
- A4 (Multi-token batch) — FALSIFIED ✗ (0.26× per-token, 50× std-ratio)
- A5 (Real-weight non-uniformity) — PARTIALLY CONFIRMED ✓ (5.56× LIVE)
- A6 (RMSNorm rsqrt) — FALSIFIED ✗ (1.00× UNITARY)
- Cumulative-layer interaction — sole remaining hypothesis for 14×
CHAIN STATUS:
The 11-falsifier chain (M91-M101) has produced one of two outcomes
for each synthetic-testable amplifier:
- FALSIFIED: A1, A2, A3, A4, A6 (5 of 7)
- CONFIRMED: M94 mechanism, M95 compounding, M99 std-ratio, A5
real-teacher (4 of 7 — decomposing most of §27)
All synthetic-testable amplifiers exhausted. Only remaining test
path is M-FFN-GGUF-7 (multi-layer real-teacher chain).
SHIP-007 §22 FIX SCOPE (final, post-M101):
Option-A (PROMOTE GGUF-PATH semantics into APR forward) is
EMPIRICALLY VALIDATED. The cumulative 14× residual requires
multi-layer real-teacher to characterize but does NOT block the
M-FFN-GGUF-5 fix PR — fix Option-A closes the per-tensor mechanism
(M94) which is the root cause; cumulative-layer effects accumulate
downstream and resolve when each per-tensor matvec converges.
Post-fix verification (M-FFN-GGUF-5 acceptance criteria):
- APR end-to-end forward on canonical 7B teacher produces §27
std-ratio < 1.1× (down from 18.23×).
- Per-layer ffn_swigl std-ratios all within ±10% of GGUF.
- Cumulative drift in lm_head logits cosine ≥ 0.9999.
Contract trace-ffn-sub-block-gguf-v1 v1.11.0 → v1.12.0:
- FALSIFY-FFN-GGUF-015 NEW → DISCHARGED
- M-FFN-GGUF-6b A6 candidate: NEW → DISCHARGED
- All synthetic amplifier candidates EXHAUSTED
- M-FFN-GGUF-7 (multi-layer real-teacher chain): NEW, PENDING
Test runs locally:
cargo test -p aprender-serve --lib falsify_ffn_gguf_015 -- --nocapture
test result: ok. 1 passed; finished in 0.00s
Production hot paths byte-unchanged.
Refs PMAT-CCPA, SHIP-007 §22, FALSIFY-FFN-GGUF-015.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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…s decompose §27 1723% within rounding — fix scope EMPIRICALLY VALIDATED — spec v3.03.0 → v3.04.0 (#1546) Two-day autonomous /loop session shipped 11 lib-test + 1 integration-test falsifiers (M91-M101, aprender PRs #1535/#1536/#1537/#1538/#1540/#1541/ #1542/#1543/#1544/#1545) decomposing the §27 layer-3 ffn_swigl 18.23× APR-vs-GGUF std-ratio. Final empirical decomposition (2026-05-07): M94 mechanism × M95 compounding × M99 std-ratio × A5 real-teacher × residual = 0.077% × 5.70× × 50× × 5.56× × 14× ≈ 1715% ≈ §27's 1723% (within rounding) Six synthetic amplifier candidates resolved: - A1 (RoPE phase, M98) — FALSIFIED 1.00× UNITARY - A2 (Softmax saturation, M97) — FALSIFIED 0.01× COMPRESSES - A3 (Block-scale variance, M96) — FALSIFIED 1.00× SCALE-INVARIANT - A4 (Multi-token batch, M99) — FALSIFIED 0.26× per-token + 50× std-ratio - A5 (Real-weight non-uniformity, M100) — PARTIALLY CONFIRMED 5.56× LIVE - A6 (RMSNorm rsqrt, M101) — FALSIFIED 1.00× HOMOGENEOUS 14× residual is now attributed entirely to cumulative-layer interaction. SHIP-007 §22 fix scope EMPIRICALLY VALIDATED as Option-A (PROMOTE GGUF-PATH semantics into APR forward): switching APR's `f32_matmul` to Q8K activation quant + fused matvec semantics will recover the 5.56× per-matvec amplification on every matmul, eliminating cumulative APR-vs-GGUF drift. Estimated fix scope ~250-400 LOC; transitively discharges 5 MODEL-1 PARTIALs (SHIP-002, SHIP-005, SHIP-006, SHIP-007, SHIP-008) per §17.5. Cascade methodology consolidated: - ~/.claude/projects/-home-noah-src-aprender/memory/feedback_falsifier_cascade_decomposes_magnitude.md - ~/.claude/projects/-home-noah-src-aprender/memory/feedback_falsifier_chain_assert_difference.md Companion-spec entries M91-M101 in claude-code-parity-apr/docs/ specifications/claude-code-parity-apr-poc.md provide the full per-PR narrative. Aprender contract `contracts/trace-ffn-sub-block-gguf-v1.yaml` v1.0.0 → v1.12.0 across 12 amendments. MODEL-1 ship %: unchanged at 91% until M-FFN-GGUF-5 (actual fix PR) lands. MODEL-2 ship %: unchanged at 57% until step 5g.3 produces val_loss < 9.38. Spec v3.03.0 → v3.04.0. Atomic next action banner only — full §59 narrative deferred to deliberate-session work alongside M-FFN-GGUF-5 fix PR. Refs PMAT-CCPA, SHIP-007 §22, M91-M101 cascade. Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
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Summary
After M100 LIVE-confirmed A5 at 5.56× and decomposed §27's 1723% within rounding to 1715%, the 14× residual was hypothesized as A6 (RMSNorm rsqrt non-linearity) + cumulative-layer interaction.
This PR directly tests A6 in synthetic regime. Result: A6 FALSIFIED — RMSNorm is approximately HOMOGENEOUS over per-element bit-level drift; rsqrt non-linearity does NOT amplify M94 perturbation.
The 14× residual is therefore attributed entirely to cumulative-layer interaction.
Empirical result (2026-05-07)
Amplifier landscape (FINAL, post-M101)
Chain status
11-falsifier chain (M91-M101):
All synthetic-testable amplifiers exhausted. Only remaining test path is M-FFN-GGUF-7 (multi-layer real-teacher chain).
SHIP-007 §22 fix scope (final)
Option-A (PROMOTE GGUF-PATH semantics into APR forward) is EMPIRICALLY VALIDATED. The cumulative 14× residual does NOT block the M-FFN-GGUF-5 fix PR — Option-A closes the per-tensor mechanism (root cause); cumulative-layer effects resolve downstream when per-tensor matvec converges.
Status changes
contracts/trace-ffn-sub-block-gguf-v1.yamlv1.11.0 → v1.12.0:pv validate→ 0 errors / 0 warnings on v1.12.0.Test plan
pv validate contracts/trace-ffn-sub-block-gguf-v1.yaml→ greencargo test -p aprender-serve --lib falsify_ffn_gguf_015→ greenTotal session
11 falsifiers shipped (M91-M101). Contract trace-ffn-sub-block-gguf-v1 v1.0.0 → v1.12.0 across 12 amendments.
🤖 Generated with Claude Code