fix: ruvllm pipeline — 7 critical fixes, all metrics improved

Before → After:
- Contrastive loss: -0.0% → 33.9% improvement
- Presence accuracy: 0% → 100%
- Temporal negatives: 0 → 22,396
- Quantization 2-bit: 16KB (4x) → 4KB (16x)
- Quantization 4-bit: 16KB (4x) → 8KB (8x)
- Training samples: 236 → 2,360 (10x augmentation)
- Triplets: 249 → 23,994 (96x more)

Fixes: gradient descent on encoder weights, temporal negative
threshold 30s→10s, PresenceHead (128→1 BCE), bit-packed
quantization, data augmentation (interp+noise+cross-node),
Xavier/Glorot init with batch normalization, live data collection

Co-Authored-By: claude-flow <ruv@ruv.net>
This commit is contained in:
ruv
2026-04-02 22:40:48 -04:00
parent a73a17e264
commit ade0fe82f6
2 changed files with 895 additions and 94 deletions
+740 -70
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