helioslm
Pure-PyTorch DeepSeek-V3/K3-style LLM stack where every serving optimization ships with a bit-exactness oracle: disk-tier expert streaming, KV prefix pool, MTP break-even telemetry, oracle-gated config evolution. 60 tests, all CPU-verified.
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Per-day rates divide a measured star count by the days it covers: the interval between two snapshots for Rising fastest, the age of the repository for New and fast. They are not fixed 24-hour changes, and stars show interest, not quality.