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Commits on Aug 20, 2026

• feat(draft): support cross-tokenizer drafts (#304)

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  CODING-DARSH

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• feat(stream): support heterogeneous decoder layers and admit Qwen3.5 MoE

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  Shutaru

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• feat(data): wire data.interleave into training-time dataset loading (#443)

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  blackcoderx

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• feat(stream): make layer-streaming pinning configurable via training.stream_pin (#366)

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  ousamabenyounes

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• fix(draft): gate measure on config.vocab_size and persist the report incrementally (#344)

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  ousamabenyounes

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Commits on Aug 19, 2026

• feat(recipes): add the glm-5.1-dpo recipe (#280)

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  Osheun

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• feat(recipes): add the qwen3.5-9b-grpo recipe (#277)

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  harshitthek

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• fix(cce): resolve cut_ce architecture from config, not a name substring (#383)

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  AmirF194

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Commits on Aug 18, 2026

• fix(data): soup data mix --optimize writes a recipe soup train can load (#330)

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  blackcoderx

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• feat(registry): link BOM and attestation to soup card via registry artifact kinds (#309)

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  ousamabenyounes

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Commits on Aug 17, 2026

• fix(gpu): teach detect_device about MLX and decide quantization explicitly (#423)

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• fix(env): flag installed packages that violate soup's declared bounds (#368)

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  ousamabenyounes

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• fix(stream): verify adapter materialization as a postcondition (#433)

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• fix(quant): honour training.bnb_4bit_use_double_quant across every 4-bit path (#321)

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  ousamabenyounes

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Commits on Aug 16, 2026

• fix(stream): classify a fast virtio disk by a measured read, not the rotational flag (#365)

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  ousamabenyounes

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• harden: keep the SFT import off the MLX dispatch route (#394)

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  Shutaru

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• feat(recipes): add the deepseek-v4-flash-grpo recipe (#279)

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  Faisal01011

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• feat(recipes): add the qwen3.5-4b-pretrain recipe (#278)

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• fix(eval): measure the leg-1 noise floor in the judge task modes (#419)

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• fix(mcp): gate the execution cap on a live persisted run (#408)

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• feat(ship): commit the noise floor to soup.yaml via eval.ship.noise_floor (#410)

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Commits on Aug 15, 2026

• feat(mcp): gated train/export execution behind a confirmation token (#393)

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  CODING-DARSH

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• feat(ship): leg 2 stops lying in both directions (v0.73.2)

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  MakazhanAlpamys

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Commits on Aug 14, 2026

• feat(mcp): add the --allow-execute gate (#391)

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• feat(data): semantic stratified splitting for soup data split (#388)

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  Deadpool2000

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• feat(stream): measure the VRAM fit instead of predicting it (#349)

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  MakazhanAlpamys

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• docs(bench): record the first completed run on hardware we do not own

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Commits on Aug 13, 2026

• fix(gpu): "bf16 supported" includes EMULATION, so a T4 said yes and got bf16

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• docs(stream): document stream_vram_override where a user meets it

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• feat(stream): let training.stream_vram_override replace the measured free VRAM (#386)

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  AmirF194

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• fix(trainer): ask the card whether it has bf16, in all fourteen places (#385, #387)

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Commits on Aug 12, 2026

• fix(mlx): say when training.seed is ignored, and credit #381

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Commits on Aug 11, 2026

• fix(trainer): thread training.seed into every task wrapper, and apply it before the adapter (#381)

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• docs: official Product Hunt badge, and move the pip-quoting note to docs/

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• docs(backends): drop the internal PR reference from the MLX section

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  MakazhanAlpamys

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