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Updated: 2026-04-27T14:30+07 | phi^2 + phi^-2 = 3 | TRINITY | NEVER CLOSE Deadline: Apr 30, 2026 | Target: BPB < 1.50 on 3 seeds | Gap: -0.68 BPB Best: BPB = 2.18 (trios-train h=828 attn=2L, 81K steps, seed=43) Rule #1: RUST ONLY -- zero .py, zero .sh. Rule #2: Race NEVER stops until BPB < 1.50 is found across 3 seeds. Rule #3: ALL agents work in branch main ONLY.
COQ INVARIANT SYSTEM -- TASK-COQ-001 (trinity-clara -> IGLA)
T1-02 (2-layer HybridAttn + ReLU^2) β the only lever that worked: -0.35 BPB. ForwardCache struct caches intermediate activations for correct backprop.
Muon FALSIFIED: NS-1 on 828x64 matrix gives +0.11 vs AdamW. NS-5 too slow (21M ops/step on CPU). Decision: AdamW wins.
JEPA doesn't help: predictor.forward_backward() returns loss but doesn't update model params. The predictor is a separate network β its gradients don't flow to the encoder.
NCA doesn't help: nca_entropy_loss() returns scalar loss but has no gradient connection to model weights. Need to add gradient scaling.
Attention has no backward: model_hybrid_attn.rs implements only forward(). The 64x64 attention weights are initialized randomly but never trained. This is the single biggest missing piece.
Architecture ceiling: 338K params (vocab=128, h=828, d=64 attn) plateaus at ~2.15. Need to scale up.
LAWS (L-R1..L-R14) -- VIOLATION = REVERT
Law
Rule
Violation ->
L-R1
RUST ONLY -- no .py, .sh, .ipynb
REVERT
L-R2
WORKERS=4-16 via env var
REVERT
L-R3
Every result -> Neon + .trinity/experience/
LESSON MISSING
L-R4
cargo test --workspace = GREEN before push
PR BLOCKED
L-R5
cargo clippy -- -D warnings = 0
PR BLOCKED
L-R6
SIGTERM -> graceful shutdown
DATA LOSS
L-R7
Neon query timeout <= 30 sec
WORKER CRASH
L-R8
Trainer stdout: ONLY BPB=X.XXXX
PARSE FAIL
L-R9
GF16 only with d_model >= 256
+3.21 BPB (INV-3 PROVEN)
L-R10
T-JEPA ASHA min rung = 3000 steps
FALSE PRUNE
L-R11
NCA entropy [1.5, 2.8] = hard loss penalty
COLLAPSE (INV-4 PROVEN)
L-R12
All agents -> branch main ONLY
CONFLICT
L-R13
agent_id + branch='main' in every Neon record
DASHBOARD FAIL
L-R14
coqc trinity-clara/proofs/igla/*.v = exit 0 before race
π― IGLA RACE v2 β ONE SHOT DASHBOARD
Updated: 2026-04-27T14:30+07 | phi^2 + phi^-2 = 3 | TRINITY | NEVER CLOSE
Deadline: Apr 30, 2026 | Target: BPB < 1.50 on 3 seeds | Gap: -0.68 BPB
Best: BPB = 2.18 (trios-train h=828 attn=2L, 81K steps, seed=43)
Rule #1: RUST ONLY -- zero .py, zero .sh.
Rule #2: Race NEVER stops until BPB < 1.50 is found across 3 seeds.
Rule #3: ALL agents work in branch
mainONLY.COQ INVARIANT SYSTEM -- TASK-COQ-001 (trinity-clara -> IGLA)
Document: trinity-clara/docs/TASK-COQ-001.md
Source: trinity-clara + 84 Coq theorems from
t27Principle: phi^2 + phi^-2 = 3 -- single algebraic anchor. All invariants derive from it.
Invariants INV-1..INV-10
bpb_decreases_with_real_gradientasha_champion_survivesgf16_safe_domainnca_entropy_stabilitylucas_closure_gf16ema_decay_validigla_found_criterionlr_phi_bandqk_gain_phi_sqasha_rungs_trinityphi-anchored Parameters
bpb_prune_thresholdNCA gridNCA K stateslr championd_modelqk_gainDONE
Infrastructure
igla_race_trials+igla_race_experience+igla_leaderboardviewcrates/trios-igla-race/-- coordinator cratesrc/asha.rs-- ASHA rungs 1k->3k->9k->27k, prune logicsrc/neon.rs-- tokio-postgres, register/checkpoint/lessonsrc/status.rs-- leaderboard printsrc/lessons.rs-- failure memory, lesson generationModel Zoo (
trios-train-cpu)src/trinity_3k_model.rs-- Trinity 3k architecturesrc/real_igla_model.rs-- Real IGLA modelsrc/pipeline.rs-- Training pipelinesrc/optimizer.rs-- AdamW + Muon (base)src/gf16.rs-- GF16 precision (inference)src/forward.rs/backward.rs-- fwd/bwd passJEPA-T (
jepa/module)jepa/ema.rs-- EMA target encoder wiredjepa/masking.rs-- mask_ratio=0.30, spans wiredjepa/loss.rs-- MSE gradient functionbin/tjepa_train.rs-- 309 lines, compiles, 90 tests pass (commit132fac3)0fddd7f)CI / Tests
cargo clippy -D warnings= 0Hyperparameter Search
GF16 Benchmarks
Coq Invariants (trinity-clara)
docs/TASK-COQ-001.md-- NASA-P10 full specification [CREATED 2026-04-25]proofs/igla/igla_asha_bound.v-- INV-2 PROVEN (0 Admitted)proofs/igla/gf16_precision.v-- INV-3, INV-5 Lucas provenproofs/igla/nca_entropy_band.v-- INV-4 PROVEN, band_width=1 (0 Admitted)proofs/igla/lr_convergence.v-- INV-8 PROVEN (0 Admitted)Agent ALPHA β trios-trainer-igla (2026-04-27)
tjepa_train.rsβ gradients are real (no fake 0.01)model_hybrid_attn.rs(qk_gain=PHI_SQ)train_loop.rssrc/invariants.rs(INV-2 enforced)triCLI βtri train/deploy/racesubcommandstrios-trainprintsBPB=X.XXXXat evaltri race startβ ASHA worker viarace::asha::run_worker()TODO
P0 -- BLOCKERS
model_hybrid_attn.rshas onlyforward(). Weights wq/wk/wv/wo don't receive gradients. Expected impact: -0.20 BPBtri deploy allworks but account hit 25 services/day limit. Need reset or raise.P1 -- EXPERIMENTS NEEDED
predictor.forward_backward()returns loss but doesn't update model params. jepa_loss=0.003 is too small to matter.nca_entropy_loss()returns scalar but doesn't backprop into model. Need to scale proj gradients by NCA loss.P2 -- Apr 28
FINAL -- Apr 29-30
cargo test --workspace= GREENstatus='winner'coqc *.vpassesgit commit -m "IGLA FOUND: BPB=X.XXXX seed=43,44,45"BPB ROADMAP β UPDATED WITH REAL RESULTS
Actual Results Table
CURRENT STATUS (2026-04-27T14:30+07)
KEY FINDINGS (Agent ALPHA experience)
predictor.forward_backward()returns loss but doesn't update model params. The predictor is a separate network β its gradients don't flow to the encoder.nca_entropy_loss()returns scalar loss but has no gradient connection to model weights. Need to add gradient scaling.model_hybrid_attn.rsimplements onlyforward(). The 64x64 attention weights are initialized randomly but never trained. This is the single biggest missing piece.LAWS (L-R1..L-R14) -- VIOLATION = REVERT
.trinity/experience/cargo test --workspace= GREEN before pushcargo clippy -- -D warnings= 0BPB=X.XXXXmainONLYagent_id+branch='main'in every Neon recordcoqc trinity-clara/proofs/igla/*.v= exit 0 before raceVICTORY CONDITIONS (Closure)
Issue #143 closes ONLY when:
cargo test --workspace= GREENstatus='winner'coqc trinity-clara/proofs/igla/*.v= GREEN (INV-001..010 all compiled)git commit -m "IGLA FOUND: BPB=X.XXXX seed=43,44,45"git push origin mainphi^2 + phi^-2 = 3 | TRINITY | IGLA RACE v2 | 2026-04-27T14:30+07 | RUST ONLY | NEVER STOP