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Commits on Aug 3, 2026

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

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  MakazhanAlpamys

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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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• feat(train): NF4 layer streaming — fine-tune Llama-3.1-8B on a 4 GB card (v0.72.2)

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• perf(cli): stop importing PyTorch on CLI startup (soup --help 6.0s -> 1.15s)

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Commits on Jul 27, 2026

• fix(train): streamed adapters were saved unloadable (v0.72.1)

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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

• fix(sft): mirror vision-processor pad_token from nested tokenizer (#302)

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• feat(adapters): exact concat+SVD task-arithmetic for mixed-rank LoRA (#305)

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• fix(callbacks): make ReLoRACallback + HFPushCallback real TrainerCallback subclasses (#308)

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• 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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• feat(ship): close the evidence loop — emit-evidence + config + provenance + PR comment (v0.71.39)

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Commits on Jul 17, 2026

• feat(ship): make soup ship's leg-2 regression gate real (v0.71.38)

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

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• fix(eval): run built-in benchmark gate tasks (#315)

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

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Commits on Jul 16, 2026

• fix(canary): friendly "manifest not found" instead of a raw OS error

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• fix(gpu): measure a LOCAL checkpoint's size instead of guessing from its name

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• fix(canary): verdict must account for multiple comparisons (live-smoke find)

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• fix(canary): harden the secret store — 0600 + ESC-strip + entry cap

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• fix(loader): replay rows bypassed vision/audio traversal protection (HIGH)

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• fix(v0.71.36): address ECC python-review findings

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• feat(train): --replay / --replay-ratio passthrough (v0.71.36 Part E)

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• feat(loader): _finalize seam + replay mix into train only (v0.71.36 Part E)

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• feat(rehearsal): pure continual-learning replay mix (v0.71.36 Part E)

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• feat(schema): DataConfig.replay* + _validate_replay_compat (v0.71.36 Part E)

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• feat(data): soup data canary insert/check (v0.71.36 Part D)

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• feat(canary): Secret-Sharer canaries + exposure decision rule (v0.71.36 Part D)

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• refactor(live_eval): add compute_pair_losses; compute_eval_loss is its mean (v0.71.36 Part D)

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• feat(data): soup data topics — BERTopic-lite coverage map (v0.71.36 Part C)

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• feat(topics): pure k-means++ + c-TF-IDF cluster labels (v0.71.36 Part C)

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• fix(cli): escape soup-cli[extra] so Rich stops eating the bracket

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• feat(data): soup data dedup --semantic (SemDeDup) (v0.71.36 Part B)

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• feat(semdedup): pure greedy cosine near-dup selection (v0.71.36 Part B)

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• feat(embed): batched AutoModel encode + masked mean-pool + L2-norm (v0.71.36 Part A)

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