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zr0Plj(N|)uIf+wh9Fej*L7Yi1El3-<`D`DBXR0LS6LC$+pt)b^3U@R_AW-m|Hr&k# zIKQK3sWD}7TI5`b;H;@8Nt|}wux%N9r9-zo#y-DIPgFjmsKRnfr#JjNSe+C60Wmd# zuR(G!UjjA?6xF!8)%-n)MF8}f(J*;c9}23bq(3on2)~GZ-J!Zb0(rdz{S7@c=B$6b z>8v2AufXW6P;;;E>eN|T4dz_eqIKUg@2CK~6Gw{dGOL>irT^(U`M|s;ktO2v#IVi| k-!10-?li=<2W+<4(WGwlqtN0A3WE8Cv6z_Nsmfvf7ye&%MF0Q* diff --git a/results-loop/MATRIX.md b/results-loop/MATRIX.md new file mode 100644 index 0000000..6894c9f --- /dev/null +++ b/results-loop/MATRIX.md @@ -0,0 +1,72 @@ +# The full matrix: items 1–31 (as of 2026-07-17 late) + +Scored source of truth: PROTOCOL_UNIFIED.md. All items pre-registered before running. + +## Arc I — Band-loop retrofit (MBPP; frozen E2B + merge adapter) + +| # | tried | key result | control/reference | verdict | +|---|---|---|---|---| +| 1–4 | unified merge adapter, k-loop over prompt | MBPP hard 3.6→28.6 (k=2); GSM hard 0→6.3 | k=0 same harness | loop works on code; GSM fails from day one | +| 5 | same-size adapter, no recurrence | 17.9 hard | vs 28.6+ looped | loop > weights — recurrence load-bearing | +| 6 | mixed-task training | both tasks regressed | single-task arms | interference, no synergy | +| 7 | band-location ablation | L14–30: 43.6 vs early 23.6 / shifted 21.8 | width-matched | lens's "where" confirmed; some bands structurally null (KV-share) | +| 9 | anchor sweep 13/12/11 | 34/31/25% overall, monotone collapse | L14 anchor | L14 boundary special | +| 10 | L9 anchor (full-attention layer) | catastrophic (≤21.4 hard) | anchors 11–13 | lens boundary, not layer type | + +## Arc II — Adapter-class factorial + +| # | tried | key result | verdict | +|---|---|---|---| +| 11 | unconstrained RecurrentAdapter | ρ→4.5, easy 98→69, no depth gain | 4× params bought nothing | +| 12 | Parcae (ρ<1 certified) | robust training, saturates, easy still 71% | stability ≠ fidelity — independent dials | +| 13a | per-depth adapters (LTV) | hard content depth-stranded (17.9 @ k=2) | weight-sharing load-bearing | +| 13b | free-ACT probe | no state fixed point; no difficulty gradient | output-stable orbit; no free halting | +| 14 | tied-alpha (anchored B) | easy 93 preserved; α never moves | free B = fidelity culprit; 0.3 optimal | +| 15 | randk / noise-s₀ / h2048 / seeds | 50–54 cells → seed means 37–46 | lucky seeds; only seed means are levels | +| 16 | cross-task transfer | code adapter on GSM toxic (easy →28–45%) | content task-local, monotone ladder | + +## Arc III — Gates & the GSM boundary + +| # | tried | key result | verdict | +|---|---|---|---| +| 17 | GSM-only training, best recipe | hard ≤8.7 | structural → supervision-density diagnosis | +| 18/19 | learned halting heads (E1a/b/c) | all lose to E0 frozen probe; E1c easy routing 95.9 @ 0.11 iters | classifier quality binds; hard recall regressed | +| 20 | threshold curve + oracle | oracle 59.6 @ 0.24 iters; hards depth-diverse | gate worth ~9.6 pts, unclaimed | + +## Arc IV — Hybrid & internalization ladder (GSM) + +| # | tried | matched | ablated/control | verdict | +|---|---|---|---|---| +| 21 | carry + dense self-distilled scratchpads | **57.4** | FF control 54.7 | 5× prior best; recurrence edge = drop bucket, p=0.0094 | +| 22 | delete steps d=1/2/3, +10 pauses each | 31.6 / 18.4 / 19.1 | base 10.9, cold 9.4 | breaks at d=1; plateau 2× cold (p=0.0025) | +| 23a | 3× training steps | val ↑ (overfit) | — | time not binding | +| 23b | 3× pauses | 29.3 | 31.6 | bandwidth not binding | +| 24 | loop-only band-LoRA r16 | stopped (fit unchanged) | — | expressivity not binding; k=0 bit-exact validated | + +## Arc V — Lens/state supervision of the latent chain + +| # | tried | matched | ablated | verdict | +|---|---|---|---|---| +| 25 | lens-CE: pause j ↔ deleted token j | 31.2 | — | lce 10.3→1.9 yet flat: writing ≠ computing | +| 26 | result-staging on pre-'=' spans | 24.2 / 15.6 combined | — | harmful — violates just-in-time schedule | +| 27 | zero-pause 10-iter burst + lens | 34.0 | 32.4 (p=0.45) | best nominal, ns; pause tape dead weight | +| 28 | teacher-state endpoint distillation | 30.1 | 29.7 | cos .113→.044, function absent; easy damaged | + +## Arc VI — 2026-07-17 designs (Nils) + +| # | tried | matched | ablated/ref | verdict | +|---|---|---|---|---| +| 29 | trajectory TF (10 waypoint transitions) | **39.1, p=0.045** | 39.1 burst-off (p=1.0) | first significant positive — a training signal, not an inference loop; +fr 30.5 (hurts); answer-only 15.6 < 19.1 | +| 30 | metacog readiness head on carried state | AUC 0.798 | FF AUC 0.791 | signal real & cheap, NOT recurrence-specific; early-stop loses; oracle +3.9 | +| 31 | synthetic KV memory (per-layer prefix) | 39.5 | 39.1 (p=1.0) | flat — gates frozen at −10 (init gradient-trap confound; −3 rerun open) | + +Instrument (unnumbered): whiteboard microscopy — three specimens + carry-vs-FF divergence (probe_discount*/probe_gsm*; board artifact). + +## Standing positives +MBPP loop-vs-weights gap · GSM drop-bucket reach (p=0.0094) · the 57.4 hybrid · trajectory-TF as a gradient (p=0.045) · 0.8-AUC readiness probe. + +## Standing walls +Consumption (8 write-side axes + 1 read-path attempt) · internalization (4 capacity axes + 4 supervision forms) · learned gates < frozen probe. + +## Open threads +Seeds for 39.1 · trajectory TF on rung A (move 57.4) · KV gate-init −3 · extension/deferral gating · g into the depth gate.