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Model card: property suite scores 4/4 on the external corpus

web: property suite 4/4 on the external corpus (definitional absolutes join the relations); de-flaked test_b2b

Remove stray web/webgpu.js (belongs only at web/public/webgpu.js)

web: gate-the-gate boundary discrimination in the B2B init gate

web: logic-pass fixes (portable test_b2b, symmetric repair patience)

Model card: recent DaisyChain-Web updates (verification stack, FineWeb-Edu parquet streaming, sync-guard repair, CUTLASS fusions)

web: B2B MLP chain (CUTLASS ex. 13 two-GEMM fusion + ex. 23 epilogue reduction), test_b2b.js, ten-suite npm test

web: TEST_RESULTS with QKV fusion

web: QKV dual-GEMM fusion (bit-identical, CUTLASS ex. 45)

web: sync-guard gradient repair, FineWeb-Edu hardcoded (parquet /data streaming), dispatch-optimized backward (bit-identical), IEEE-754 oracle + corpus mutation tests, TEST_RESULTS.md

Web demo: lr default 0.01, batched per-head backward GEMMs

Web demo: metamorphic property tests (no-oracle correctness checks)

Web demo: exact kernel gates + continuous cross-device kernel verification

Web demo: split-K backward + gather-fused attention

Web demo: weight tying + WebRTC resilience (relay fallback, keepalive)

Web demo: block-scaled INT8 + batched/fused GEMM kernels

Web demo: leader failover + dataset picker + reconnect policy

Web demo: mid-run joins + auto-reconnect

Web demo: multi-device sync + connection fixes

Web trainer upgrade: sync guard (leader roster + weight-hash divergence check), 3xINT8 fast-accurate GEMM, DP4A hardware path (verified vs units), Spikewhale tokenizer (16.5k vocab), FineWeb-Edu streaming, gradient/checkpoint fragmentation, inference kit, generation tester, contribution logs

Web demo: mini transformer LM + scaling sliders

Web demo: room-first lobby + group training settings sliders

Fix demo Space link

Release: SpikeWhale slider panel (HF dataset picker, stop/back), DaisyChain-Web (P2P WebRTC training, DaisyAdam, checkpoints, room host approval, verified-units-only)

Update README.md

Update URLs for DaisyChain-Train

Rename to DaisyChain-Train; link GitHub