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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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Commits on Aug 8, 2026

• feat(train): #341 #340 - a real training seed, and full fine-tuning as lora.r=0

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Commits on Aug 5, 2026

• docs: soup train has no --task flag

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Commits on Aug 3, 2026

• feat(streaming): preference losses over layer streaming (v0.72.4)

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Commits on Jul 28, 2026

• feat(train): layer streaming breadth — 6 more archs, bigger batches, resume, disk tier (v0.72.3)

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• docs: fix two broken anchor links in the layer-streaming pages

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Commits on Jul 26, 2026

• feat(train): layer streaming — fine-tune models larger than VRAM (v0.72.0 BETA)

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Commits on Jul 19, 2026

• feat(reward): soup reward stress — adversarial verifier gameability probe (v0.71.41)

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• feat(reward): soup reward synth — synthesize a deterministic reward verifier (v0.71.40)

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Commits on Jul 17, 2026

• fix(cli): quote install hints so `pip install soup-cli[extra]` works on cmd.exe (v0.71.37)

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• docs: v0.71.36 Data Moat II (version bump + CHANGELOG + docs)

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Commits on Jul 7, 2026

• docs(v0.71.32): version bump + CHANGELOG/README/docs for ASR (Whisper) fine-tuning

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Commits on Jul 6, 2026

• docs(v0.71.31): judge-in-the-loop suite — version bump, CHANGELOG, docs, recipe, counts

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Commits on Jul 5, 2026

• docs(prm): v0.71.30 release — version bump, CHANGELOG, README What's New, docs/training (PRM-guided GRPO), recipe/test counts

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Commits on Jul 1, 2026

• docs(train): v0.71.26 release — closed-loop reward-hacking mitigation

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Commits on Jun 12, 2026

• feat(train): native Spectrum targeted training — soup spectrum scan + training.unfrozen_parameters (v0.71.23)

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Commits on Jun 10, 2026

• docs: clarify Orpheus live-codec TTS is live in training.md (v0.71.22)

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• feat(precision,rollout): live fp8/nvfp4 + vLLM sleep + openenv rollout + apple-adapter + delinearize-llama4 (v0.71.21)

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• feat(trainer): live TTS / BitNet / MoE-expert-quant trainers (v0.71.20)

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Commits on Jun 8, 2026

• feat(distill,agent,cloud): on-policy MiniLLM + aligned ULD + agent sandbox eval + Modal cloud (v0.71.18)

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• feat(serve): serve-time MoLE + per-request vector banks + epoch RAFT shuffle (v0.71.17)

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Commits on Jun 4, 2026

• feat: architecture + distill + adapter-train live wiring (v0.71.12)

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• feat(rl): live GRPO/RL callbacks — reward-hack, echo-trap, RL ckpt, ULD, MiniLLM, iterative-DPO (v0.71.11)

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Commits on Jun 3, 2026

• feat(rag): RAFT span-mask trainer + RA-DIT auto-link + live steering + eval citation (v0.71.10)

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• feat(edit): live ROME/MEMIT/AlphaEdit + GRACE + NPO/SimNPO/RMU unlearn (v0.71.9)

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Commits on Jun 2, 2026

• feat(v0.71.5): ingest/data/prompt/drift polish

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Commits on Jun 1, 2026

• feat(env,lock,serve,eval): v0.71.1 — quick wins + wiring (7 closures)

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Commits on May 31, 2026

• docs: trim README to a 238-line front door; move feature reference to docs/

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