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Commits on Jul 13, 2026

• docs(draft): v0.71.33 — soup draft, shipped as the honest measurement gate

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  MakazhanAlpamys

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Commits on Jul 7, 2026

• docs: bump stale recipe count 138 -> 142 (commands + serving-and-export)

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• 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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  MakazhanAlpamys

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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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• docs(shrink): v0.71.29 release docs (version bump, CHANGELOG, README, docs, CONTRIBUTING)

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Commits on Jul 4, 2026

• docs: soup mcp serve MCP server (v0.71.28)

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• feat(data): soup data doctor + soup data lint — Fine-tune Doctor (v0.71.27)

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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 28, 2026

• feat(recipes): add ready-made SFT recipe for Qwen2.5-Coder-7B-Instruct (#285)

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Commits on Jun 27, 2026

• feat(eval): soup ship — SHIP / DON'T-SHIP verdict (v0.71.25)

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Commits on Jun 21, 2026

• feat(recipes): 2026 model-family expansion — 17 SFT recipes, catalog 116→133 (v0.71.24)

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Commits on Jun 20, 2026

• docs: correct recipe count to 116 and refresh stale TTS/BitNet blurbs

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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

• 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 7, 2026

• feat(edit): GPT-2 Conv1D edits, covariance ROME, atomic governor, Mixtral LongLoRA (v0.71.16)

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• fix(loop): config-render, cmaes base-reuse, cost gate, energy hand-off, rank guard (v0.71.15)

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Commits on Jun 5, 2026

• feat: live FSDP-shard consolidation + serve KV-cache type + ONNX QA (v0.71.14)

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Commits on Jun 4, 2026

• feat(prompt-compile): live soup compile / distill-prompt / compile-tools / local-rl train (v0.71.13)

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

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  MakazhanAlpamys

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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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• feat(probe): real probe weights, SAE auto-download, truth/harm, interference --measure, capture-activations (v0.71.8)

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Commits on Jun 2, 2026

• feat(eval): live eval runners — advise/tunability/capability/behavior/diagnose (v0.71.7)

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• feat(v0.71.6): live build runner + Magpie generator + 2PL/3PL IRT + augment fix

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

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• feat(adapters,loop): v0.71.4 — live canary verdict + cmaes merge + PR push + pre-wired loop + can lineage + branch↔registry

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Commits on Jun 1, 2026

• feat(governance,energy): v0.71.3 — annex PDF, audit auto-log, energy hook, can v3, airgap receipt

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• feat(governance,sign): v0.71.2 — ed25519 signing + supply-chain gates

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• 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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