axolotl-ai-cloud / axolotl

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

Each point covers 3 days.

Full resolved dependency set from the GitHub dependency graph: 58 direct and 1 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

This repository publishes no package the index resolves, so its own dependency graph was assessed — 41 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 2 are direct. 18 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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          "headline": "build(deps): bump codecov/codecov-action from 5.5.5 to 7.0.0 (#3813) …",
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          "headline": "build(deps): bump actions/checkout from 4.3.1 to 7.0.0 (#3812) [skip-ci]",
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          "headline": "build(deps): bump nwtgck/actions-netlify from 3.0.0 to 4.0.0 (#3810) …",
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          "headline": "fix: support torch 2.13 checkpoint API in SAC offload (#3835)",
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          "headline": "feat(optimizers): SinkGD width transfer, spectral norm, MD sphere + f…",
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          "body": "…2 weight scaling (#3832) [skip ci]",
          "is_bot": false,
          "headline": "fix(glm_dsa): follow upstream indexer rope change and match stock fp3…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-12T06:22:39Z",
          "body_truncated": false,
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        },
        {
          "oid": "9bbe07fd4f1bea1e544912748c436ffd4cf5ff8f",
          "body": "…e stream (#3833) [skip ci]",
          "is_bot": false,
          "headline": "fix(offload): clone offset/non-contiguous saved tensors on the comput…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-12T06:22:25Z",
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          "is_coding_agent": false
        },
        {
          "oid": "04cf82c75725bbff061b0f2303dc208ee2c0e24a",
          "body": "…labels (#3834) [skip ci]",
          "is_bot": false,
          "headline": "cleanup pytest matrix and gate expensive GPU tests behind maintainer …",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-12T06:21:45Z",
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          "body": "…3826)\n\nliger-kernel 0.8.0 dispatches llama4, qwen3, and qwen3_moe natively via\nMODEL_TYPE_TO_APPLY_LIGER_FN, which plugin.py consults before its elif chain.\nBecause these three are not in axolotl_override_liger_fn, the generic native\npath always runs and the elif branches are dead code.\n\nNative 0.8\n[…]\n elif branches and their now-orphaned model modules. Flagged by\nthe liger-upstream-sync audit ([1] shadowed hand-patches); the audit is clean\n(exit 0) against the pinned liger 0.8.0 after this change.",
          "is_bot": false,
          "headline": "refactor(liger): drop shadowed llama4/qwen3/qwen3_moe hand-patches (#…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-11T19:38:37Z",
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        },
        {
          "oid": "2e3ae4a9b2f2963a7e03c2f1a964837190c87790",
          "body": "…) [skip ci]\n\n* test: mark flaky VRAM-leak regression test as non-strict xfail\n\ntest_no_vram_leak_regression intermittently fails in CI. Keep running it\nfor signal, but report failures as XFAIL instead of failing the job.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n* mark whole test class as flaky\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: mark flaky VRAM-leak regression test as non-strict xfail (#3807…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-11T08:41:40Z",
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        {
          "oid": "4f8a54b87a07b11028a2cc5f4d0bba289f428c26",
          "body": null,
          "is_bot": false,
          "headline": "fix: set min cooldown for dependabot (#3820) [skip ci]",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-10T10:06:26Z",
          "body_truncated": false,
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        },
        {
          "oid": "211aa55cce1e65db7c5402be73544119f5d2e599",
          "body": "* fix: do not force trust remote code during preprocess\n\n* chore: swap model used",
          "is_bot": false,
          "headline": "fix: do not force trust remote code during preprocess (#3819)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-10T09:54:09Z",
          "body_truncated": false,
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        },
        {
          "oid": "6401a353c68c22e00e0a4e257b8e8594db69d17a",
          "body": "…805)\n\nThe gating bmm in the ScatterMoE forward is autocast-eligible, so under\nbf16/fp16 autocast the autograd Function output takes the autocast dtype\nwhile the saved output_expanded (written by the autocast-unaware Triton\nkernel from fp32 input) stays fp32. Backward then evaluated fp32 @ bf16 in\nt\n[…]\nd_out to output_expanded.dtype at the\ntop of the gates branch in both ParallelLinear and ScatterMoELoRA so the\nwhole gates backward runs in a single dtype; it is a no-op when the dtypes\nalready match.",
          "is_bot": false,
          "headline": "fix(scattermoe): upcast gates-branch grad_out under bf16 autocast (#3…",
          "author_name": "Sung Hyun Cho",
          "author_login": "roycho96",
          "committed_at": "2026-07-09T17:22:58Z",
          "body_truncated": true,
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        },
        {
          "oid": "6543c33c766533bb833db0dd93070c06871fa506",
          "body": null,
          "is_bot": false,
          "headline": "add torch 2.13 to base image build (#3816)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-09T17:21:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5474569718914870134a35884463acc6ff8626b6",
          "body": null,
          "is_bot": false,
          "headline": "Fix/lora attn kernel dropout gate (#3806)",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-09T16:49:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6d43791def788f805e9b18b53ff0a882bb8de21",
          "body": "* feat(kernels): add NVFP4 LoRA sonicmoe support\n\n* feat(kernels): sonicmoe SM100 NVFP4 W4A4 host driver + correctness gates\n\nCompose quack's GemmGatedSm100/GemmDefaultSm100 with sf_vec_size=16\n(blockscaled NVFP4 mainloop + gated epilogue, zero quack kernel changes)\nbehind our own compile driver, si\n[…]\nNext-80B\n\n* chore: cleanup benchmarks\n\n* feat: improve doc for release\n\n* chore: improve doc and cleanup comments\n\n* fix: cleanup nvfp4 example configs\n\n* chore: update base readme\n\n* Update README.md",
          "is_bot": false,
          "headline": "feat(kernels): add NVFP4 LoRA sonicmoe support (#3780)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-09T11:16:33Z",
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        },
        {
          "oid": "8284de3a29191a3b92b6d6fdf5646e05603e496d",
          "body": "* fix(expert_parallel): renormalize gate after capacity drop; restore DeepSpeed validator branches; guard dead tied-keys patch\n\n* fix: review pass",
          "is_bot": false,
          "headline": "fix(expert_parallel): post-fix for glm dsa branch (#3781) [skip ci]",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-09T11:15:33Z",
          "body_truncated": false,
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        },
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          "oid": "e9def20638c0ba5a4b1fc775748ee865fccfe21a",
          "body": "…4) [skip ci]\n\n* feat(ci): harden workflow checkout credentials + add dependabot\n\n* fix(ci): disable setup-uv cache on pypi publish path (cache poisoning)\n\n* chore(deps): pin ranged deps to exact versions, drop uv prerelease=allow",
          "is_bot": false,
          "headline": "feat(ci): harden workflow checkout credentials + add dependabot (#380…",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-09T11:10:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9200864a09094ecea2fb1863b5da0876bb461350",
          "body": "* feat: add support matrix\n\n* fix: simplify\n\n* fix: simplify docs\n\n* docs: add support matrix link and remove em-dashes in readme",
          "is_bot": false,
          "headline": "feat(doc): add support matrix (#3782) [skip ci]",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-09T11:03:10Z",
          "body_truncated": false,
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        },
        {
          "oid": "c7e3e80e226c70fec26996a850b53fa2397c6742",
          "body": "…n attacks (#3760) [skip ci]\n\n* ci: pin all GitHub Actions to full commit SHAs to prevent supply-chain attacks\n\n* feat: add exact tags for ref\n\n---------\n\nCo-authored-by: XananasX7 <XananasX7@users.noreply.github.com>\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "ci: pin all GitHub Actions to full commit SHAs to prevent supply-chai…",
          "author_name": "XananasX",
          "author_login": "XananasX7",
          "committed_at": "2026-07-09T10:21:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51b840f3feac1cd26f5d5b584ee93bb5c5afd099",
          "body": "… ci]\n\n* docs: document CI/lint/test requirements and e2e-local setup for contributors\n\nDocument the pinned tool versions CI uses (ruff/ruff-format 0.15.8, mypy\n1.19.1, bandit 1.9.4) and add guidance to run pre-commit instead of a\nsystem-installed ruff/mypy so local lint output matches CI.\n\nAlso doc\n[…]\nent docs at direct commands\n\nPer maintainer review on #3748: remove the Makefile wrapper and update\nCONTRIBUTING.md and AGENTS.md to invoke pre-commit/ruff/pytest directly\ninstead of via make targets.",
          "is_bot": false,
          "headline": "docs: expanded contributor, testing and agents guidance (#3748) [skip…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-09T10:17:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "79884679e19bf6f32aa0501fea66b7aaad1c91fb",
          "body": "* fix(lora): stop writing input grads into saved activations in fused LoRA backward\n\nLoRA_MLP/LoRA_QKV/LoRA_QK backward aliased the input-gradient buffer onto the\nsaved activation X (torch.mm(..., out=X)). When X is a view created inside\nanother custom autograd Function (e.g. liger RMSNorm returns Y\n[…]\nmove\na what-comment flagged in review. Compile-traceability test stays QKV-only:\nall three share the identical backward code shape.\n\n* test(lora): skip CUDA-only kernel tests cleanly on CPU-only hosts",
          "is_bot": false,
          "headline": "fix(lora): make fused LoRA backward torch.compile traceable (#3800)",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-08T09:19:58Z",
          "body_truncated": true,
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        },
        {
          "oid": "629bafbb68c60132e9655768c1864391ebb1ed27",
          "body": "…… (#3673) [skip ci]\n\n* feat(lora): per-module rank/alpha overrides via rank_pattern / alpha_pattern\n\nAdds support for PEFT's rank_pattern and alpha_pattern at training time\n(new config fields lora_rank_pattern / lora_alpha_pattern) and at merge\ntime (memory-efficient merger now honors them per-modu\n[…]\nge tests for rank_pattern alone and rank+alpha combined;\ndocuments resume/continue-training semantics in docs/lora.qmd.\n\n* chore: regenerate CLI config options for lora_rank_pattern/lora_alpha_pattern",
          "is_bot": false,
          "headline": "feat(lora): per-module rank/alpha overrides via rank_pattern / alpha_…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-08T08:10:12Z",
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          "oid": "39c961ec2e629cb7b7274ef1151f8e06671c1ae3",
          "body": null,
          "is_bot": false,
          "headline": "streaming fix (#3717) [skip ci]",
          "author_name": "VED",
          "author_login": "ved1beta",
          "committed_at": "2026-07-08T08:08:35Z",
          "body_truncated": false,
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        },
        {
          "oid": "8297b78b57a2fbafdec9b857a6a65081ba5c46b1",
          "body": "…ooleans (#3765) [skip ci]\n\n* fix(cli/vllm_serve): let explicit CLI False override config-enabled booleans\n\nenable_prefix_caching and enable_reasoning were combined with config values\nusing `cli or cfg`, so a config that enabled either option could not be\ndisabled from the CLI (`False or True` -> `T\n[…]\nlback into `or False`,\nshorten the explanatory comment, and collapse the two precedence tests\ninto one parametrized test to reduce bloat.\n\n* style: fix trailing newline at EOF (pre-commit)\n\n* test fix",
          "is_bot": false,
          "headline": "fix(cli/vllm_serve): let explicit CLI False override config-enabled b…",
          "author_name": "Tai An",
          "author_login": "Anai-Guo",
          "committed_at": "2026-07-08T08:08:00Z",
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        },
        {
          "oid": "3fa2cdc18121046a4bfb72bf45058ab2755e7484",
          "body": "…atches (#3778) [skip ci]\n\nDeepEP main restructured setup.py and removed the disable_nvshmem code\npath (deepseek-ai/DeepEP#664), so the two README patches no longer apply\n(patch failed: setup.py:19). v1.2.1 is the last release they apply to.\n\n- Ampere section: drop --depth 1 and add git checkout v1.2.1 (a shallow\n  clone cannot check out the tag)\n- Notes: state the v1.2.1 pin is required; remove the build-from-HEAD\n  guidance\n\nFixes #3766",
          "is_bot": false,
          "headline": "docs(expert_parallel): pin DeepEP to v1.2.1 for the DISABLE_NVSHMEM p…",
          "author_name": "trevorgordon981",
          "author_login": "trevorgordon981",
          "committed_at": "2026-07-08T07:31:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e920c741d2a5a753bc9e4612bf1ad909e5d598e",
          "body": null,
          "is_bot": false,
          "headline": "fix: improve validation error for jinja chat template (#3802) [skip ci]",
          "author_name": "Hyacinth-of-Security",
          "author_login": "lxcxjxhx",
          "committed_at": "2026-07-07T11:53:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e5caca2fd51c91f55acdfbcbff66226a5ddbae2",
          "body": null,
          "is_bot": false,
          "headline": "fix(fsdp2): use EP LoRA saver for quantized checkpoints (#3777)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-05T16:52:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec55b5e39ed80ce62f2aa4fee7ee8159d0309501",
          "body": "…#3799)",
          "is_bot": false,
          "headline": "fix(lora): correct fp32 NF4 dequant + harden fused GDN LoRA routing (…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-05T09:34:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "122f13af8c0badd0d0a0135ef4335bff88dfe72b",
          "body": "Co-authored-by: Your Name <you@example.com>",
          "is_bot": false,
          "headline": "bumo trl (#3784)",
          "author_name": "VED",
          "author_login": "ved1beta",
          "committed_at": "2026-07-05T04:39:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a93dbf0ef245b8df259fd649db2f97ee97dce36",
          "body": "…s (#3732)\n\n* perf(lora): route GatedDeltaNet projections through fused LoRA kernels\n\nQwen3.5's linear-attention (GatedDeltaNet) layers call five LoRA-wrapped\nprojections per layer (in_proj_qkv/z/b/a, out_proj) through the plain peft\nmodule forward. peft's _cast_input_dtype round-trips the full [B, \n[…]\nTN_IN_PROJS (single source of truth)\n- add tests: independent gating, backward-under-dropout self-consistency\n  (plain LoRA + DoRA, incl. d_mag)\n\n---------\n\nCo-authored-by: Wing Lian <wing@axolotl.ai>",
          "is_bot": false,
          "headline": "perf(lora): route GatedDeltaNet projections through fused LoRA kernel…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-05T03:34:02Z",
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        },
        {
          "oid": "8b1f7c15fe2e42d3cc5ea57452c6105f715bc6e0",
          "body": "…_sdpa (#3793) [skip ci]",
          "is_bot": false,
          "headline": "fix: gemma4 gqa guard breaks under transformers 5.13 3-arg use_gqa_in…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-04T06:39:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c42d32268a52b27bb8f97d1fbabc21b293e2b91",
          "body": "…attn backends (#3796)",
          "is_bot": false,
          "headline": "fix: correct and streamline multipack packing decontamination across …",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-04T04:12:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c35810da5294f36a45dab968fbb59f8d1a13c473",
          "body": "… [skip ci]",
          "is_bot": false,
          "headline": "feat: compile-clean multidoc routing for large-head attention (#3789)…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-04T04:11:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68a2a07ee8a383a9dee6a45303f6e32b3796a7f9",
          "body": null,
          "is_bot": false,
          "headline": "strip out apt libs installs that were moved to base image (#3794)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-03T18:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f51fa20a9bdb203cdc81abc0903d88d4a38ac212",
          "body": "…ecomputing) (#3786)",
          "is_bot": false,
          "headline": "feat: selective activation checkpointing (save attention instead of r…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-03T15:55:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5bbe70bc4f2d9aadd2518d5a533d1142959ccc7",
          "body": null,
          "is_bot": false,
          "headline": "push some of the missed apt packages up to base (#3792)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-03T15:12:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61ae54d3cf378e59f41fbb9a4aa37931cac26fdc",
          "body": "…r (#3790)",
          "is_bot": false,
          "headline": "move some package installs up to base to make downstream builds faste…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-03T14:57:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b2ae6b39466386feea78ec55f17e36b800d42d0",
          "body": "…#3779)",
          "is_bot": false,
          "headline": "fix(fsdp2): route quantized LoRA checkpoints through adapter gather (…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-03T13:35:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cfacb75e1f7fb8c16918021aa53477dc8dfe625",
          "body": null,
          "is_bot": false,
          "headline": "feat: register custom torch ops for in-repo kernels (#3788)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-03T11:42:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf0e7e204f1c6f41c7fbbc474ba2a02cd3e0af2b",
          "body": null,
          "is_bot": false,
          "headline": "fix: uv build dep from hf hub (#3783)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-02T21:29:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e18eb2f5cc8015f709237d66537fbc869f373dc",
          "body": "…mples (#3756)",
          "is_bot": false,
          "headline": "fix(chat_template): train the Gemma turn terminator by default in exa…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-07-02T20:03:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f8e548d965147ac33c0c6703c0bbff841a77282",
          "body": null,
          "is_bot": false,
          "headline": "Add checkpoint hidden-state activation offload (#3776)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-02T14:36:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "7379c1cc71d8e100bdb1ce94dffd3ca01a3a7909",
          "body": null,
          "is_bot": false,
          "headline": "fix(merge): dequantize quantized bases before folding LoRA delta (#3771)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-02T05:22:20Z",
          "body_truncated": false,
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        },
        {
          "oid": "a68e7dabf64b8dd520faea83cd702116045b393b",
          "body": null,
          "is_bot": false,
          "headline": "fix: pin version for httpx and not use pre-release (#3775)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-02T05:06:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3be6690490ced965bfbadcbc86462ee36e00201",
          "body": null,
          "is_bot": false,
          "headline": "feat: add httpx (#3770)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-07-01T13:41:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9b442fa56585774f549cb906807ff3aecafc13f",
          "body": null,
          "is_bot": false,
          "headline": "build and test only torch 2.11.0+ w cu130 (#3761)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-07-01T12:28:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bda5a13e4d52ceec58104f44fabb7bd314f9c02",
          "body": "…ptimizer (#3763)",
          "is_bot": false,
          "headline": "feat(optimizers): add SinkGD stateless gradient multi-normalization o…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-30T12:38:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed9514cd946d2b71d1bfd0c7a4fbda6527fa9cda",
          "body": "…allelism (incl. EP×dp_shard / EP×cp) (#3759)",
          "is_bot": false,
          "headline": "feat(glm_moe_dsa): GLM-5.2 DSA kernels, NVFP4 loading, and expert par…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-29T11:39:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5412748acbb303fa924744d6be03eb72210d0ca7",
          "body": "* fix: cce handling\n\n* fix: torch211 and torch210 varlen attn compat\n\n* feat: update cce commit to use newer transformers v5 patches\n\n* feat: update cce for more patch updates",
          "is_bot": false,
          "headline": "fix: cce update and post merge bugs (#3757)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-28T05:12:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba940e9fb65ece88de53a4edf34d741fb226279e",
          "body": "* fix: drop non-uv docker builds\n\n* chore: delete dead images\n\n* chore: update docs\n\n* fix: remove old images\n\n* ci: add concurrency groups to cancel superseded runs\n\n* ci: add registry layer cache to docker image builds\n\n* ci: enable uv dependency caching in pytest jobs\n\n* docker: use buildkit uv c\n[…]\np pytest in image for running tests in pods\n\n* ci: stop running pre-commit in both lint and tests workflows\n\n* fix: incorporate upstream gemma4 fix into test\n\n* fix: add handling of nightly kernel fix",
          "is_bot": false,
          "headline": "fix: remove non-uv images and general docker improvements (#3740)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-24T14:05:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a6dd149f9919084ce4b213d23431eaca61f5046a",
          "body": "…s (#3751) [skip ci]\n\n* fix: avoid IndexError in metharme/reflection _tokenize on empty fields\n\nMetharmePromptTokenizingStrategy._tokenize and\nReflectionPromptTokenizingStrategy._tokenize index result[\"input_ids\"][-1]\nwithout the empty-result guard the base PromptTokenizingStrategy._tokenize\nalready\n[…]\n\nbase class. Added regression tests for both strategies.\n\n* Condense empty-result comment to one line\n\n* fix: cleanup pr and use smaller model\n\n---------\n\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "fix: avoid IndexError in metharme/reflection _tokenize on empty field…",
          "author_name": "Vineeth Sai",
          "author_login": "vineethsaivs",
          "committed_at": "2026-06-24T14:01:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3ad474c69ae519652a064a6cecf37a862a330050",
          "body": "* fix(dpo): make user_defined strategy work with custom field names and {system}\n\nThe user_defined DPO strategy built its default prompt/chosen/rejected\nformat strings from the configured field names (e.g. \"{my_chosen}\") but\ncalled str.format() with the canonical keywords (chosen=...). Any custom\nfi\n[…]\nne), explicit chosen/rejected formats, the\nnon-dict guard, and the loader path.\n\nFixes #2645\n\n* fix: clean up test and made test more specific\n\n---------\n\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "fix(dpo): user_defined strategy KeyError on custom field names (#3742)",
          "author_name": "Vineeth Sai",
          "author_login": "vineethsaivs",
          "committed_at": "2026-06-24T14:00:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "989c993767876d1efc3d36eb5d614dade4083480",
          "body": "… (#3739) [skip ci]\n\n* fix: correct NameError in _get_messages when JSON decodes to non-list\n\nWhen `messages` is a JSON string that decodes to a non-list value\n(e.g. a JSON object / dict), the assertion\n\n    assert isinstance(messages, list), (\n        f\"... got {type(message)}\"\n    )\n\nraises an Unb\n[…]\nug case), non-dict turn, invalid JSON, and missing field.\n\n* fix: simplified test\n\n---------\n\nCo-authored-by: JSap0914 <JSap0914@users.noreply.github.com>\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "fix: correct NameError in _get_messages when JSON decodes to non-list…",
          "author_name": "JSap0914",
          "author_login": "JSap0914",
          "committed_at": "2026-06-24T14:00:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b3c9e07aec5779b622a27735db5071a18ba58996",
          "body": "* fix: stray wrapping in falcon h1\n\n* fix: regression after remove continue due to our analyzer\n\n* fix: deepseek following 3.1 template\n\n* fix: adopted upstream mistral templates\n\n* fix: multimodal handling\n\n* feat: future multimodal chat support\n\n* fix: reformat multi-line\n\n* fix: make analyzer same env as upstream transformers\n\n* fix: revert exaone4 given we now support continue\n\n* fix: coderrabbit comments\n\n* feat: add test for before/after template rendering",
          "is_bot": false,
          "headline": "fix(jinja): outdated template multi modal (#3736) [skip ci]",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-24T13:59:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00e6258ac7c59fb7de3590be78523c98ca9e3c10",
          "body": "…p ci]\n\n* fix dataset oom\n\n* lint T_T\n\n* fix: overflow for chunk size access and default min count\n\n* feat: add tests\n\n---------\n\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "Fix RAM OOM when loading large preprocessed SFT datasets (#3711) [ski…",
          "author_name": "VED",
          "author_login": "ved1beta",
          "committed_at": "2026-06-24T13:58:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df327bb32b95f366b2c3686ca0025410e20ba58c",
          "body": "…g .yml (#3710) [skip ci]\n\n* feat(fsdp): expose fsdp_config.min_num_params for SIZE_BASED_WRAP\n\nWire the FSDP_MIN_NUM_PARAMS env var from YAML so the size-based\nauto-wrap policy can be configured without setting the env var manually.\n\n* feat(fsdp): require min_num_params for SIZE_BASED_WRAP and enfo\n[…]\nting migration\nfixture now needs the field to pass validation.\n\n* feat: add test check SIZE_BASED_WRAP without min params\n\n* chore: update doc\n\n---------\n\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "feat(fsdp): expose fsdp's min_num_params for SIZE_BASED_WRAP in confi…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-06-24T13:56:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8eac710b2240be093e8f33644ef6a3e0887fd62b",
          "body": "…bnb) and DeepSeek-V4 on sm120/sm90/sm100 (#3747)\n\n---------\n\nCo-authored-by: Entrpi <entrpi@proton.me>\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "feat(kernels): fast + low-memory MoE-LoRA for gemma4 (NVFP4/Marlin + …",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-24T13:10:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e86163dd332f3aad2f29de8fe44b6cfd5f74b22d",
          "body": "* feat: add interactive multi-turn chat mode (--chat) to inference CLI\n\n* fix: apply_chat_template returns BatchEncoding in transformers v5\n\n* docs: document interactive chat mode for inference\n\n* feat: diffusion turn generation for chat mode; fix fp8 probe on CPU-only torch\n\n* feat: suggest command\n[…]\nr counts and the\n  stored message, dropping the redundant full decode\n\n* refactor(chat): share the live thinking-tail FPS as a class constant\n\n* fix: interrupt cache race condition and parse edge case",
          "is_bot": false,
          "headline": "feat: add inference multi-turn chat interface (#3723)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-16T09:46:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bc7e26538f470f103b900be67537cda5d5ff6a9d",
          "body": "* fix: fail early for CI if meet CUDA error\n\n* fix: switch to clean abort",
          "is_bot": false,
          "headline": "fix: fail early for CI if meet CUDA error (#3737) [skip ci]",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-16T09:42:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa7a66502d48f556c44910b9acb87124e2cc34af",
          "body": "…onfig (#3730) [skip ci]\n\n* fix: KTO user_defined dataset transform crashes on every documented config\n\nThe user_defined.default KTO strategy was broken in all configurations:\n\n- when completion_format was provided, the default was assigned to a\n  misnamed chosen_format variable only in the fallback\n[…]\nerage check\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n* fix: wrong pydantic type\n\n* feat: updated test to handle e2e validation\n\n---------\n\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "fix: KTO user_defined dataset transform crashes on every documented c…",
          "author_name": "Ayush",
          "author_login": "Ayushhgit",
          "committed_at": "2026-06-16T01:59:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "277d524b12b5585c53a65b3564c9d6ebdcf7b4a7",
          "body": "…param paths (#3733)",
          "is_bot": false,
          "headline": "feat(offload): hidden_states activation offloading + fix legacy/full-…",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-15T22:09:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a56fe869f9d9f82025cabd016dc2db7987cf1bbb",
          "body": null,
          "is_bot": false,
          "headline": "fix qwen chat3.5 (#3728) [skip ci]",
          "author_name": "VED",
          "author_login": "ved1beta",
          "committed_at": "2026-06-15T08:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b02ee147a38c100da518294f56356df3ae09e5f6",
          "body": "…tent in qwen3_5 template (#3725) [skip ci]\n\nThe inline-<think> assistant branch reassigned content (stripping it to\nthe post-</think> answer) before reasoning_content was extracted from it.\nSince reasoning_content reads from the already-truncated content, the\nreasoning trace was dropped and the answer leaked into the <think> block.\nSwap the two set statements to match the official Qwen3.5 template order.",
          "is_bot": false,
          "headline": "fix(chat_templates): extract reasoning_content before reassigning con…",
          "author_name": "Tai An",
          "author_login": "Anai-Guo",
          "committed_at": "2026-06-15T08:04:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac35190d8960c3434d7e82c77ac030f7b9c1575a",
          "body": "* fix version mismatch 4 pirate\n\n* add whitlist for collab\n\n---------\n\nCo-authored-by: NanoCode012 <nano@axolotl.ai>",
          "is_bot": false,
          "headline": "fix numpy version mismatch 4 pirate (#3662) [skip ci]",
          "author_name": "VED",
          "author_login": "ved1beta",
          "committed_at": "2026-06-15T08:04:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ed506e79b190f2c8a92742cce04fd728270be70",
          "body": "* feat: update cce for new models\n\n* feat: update transformers\n\n* chore: remove dead code\n\n* feat: add liger for gemma4 unified\n\n* fix: hybrid attn for latest transformers\n\n* feat: add gemma4 unified following gemma4\n\n* chore: refactor old logger to axolotl get_logger\n\n* fix: update legacy env to ne\n[…]\nort simplenamespace for test\n\n* fix: update quarto to include all current scripts\n\n* fix: drop quarto doc entry for untracked deepseek_v4 module\n\n---------\n\nCo-authored-by: Wing Lian <wing@axolotl.ai>",
          "is_bot": false,
          "headline": "Feat: add gemma4 unified (#3706)",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-15T02:31:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "22bcb9a773cb9de49bdcabca5be61c09b420b736",
          "body": "* feat(scattermoe-lora): multi-adapter (expert x tenant) LoRA path\n\nCo-train many LoRA adapters (\"tenants\") over one frozen expert stack: an MoE\ntoken carries the router's expert assignment AND a per-row tenant id, so the base\nexpert GEMM keys on expert while the LoRA keys on the combined (expert, t\n[…]\n error 8e-4 -> ~1e-7, matching the forward.\n\nAdds a multi-adapter regression test that disables TF32 and asserts tight fp32\nparity (dA/dB ~1e-7) -- would fail at ~1e-3 with the stale import-time copy.",
          "is_bot": false,
          "headline": "Multi-adapter MoE LoRA support (#3719)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-09T19:22:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a713e3c29508a78ccb6a24c65d65b0e393ca7a0a",
          "body": "…#3672)\n\n* perf(mm-mask): vectorized role-boundary scanner + fused process_labels\n\nFollow-up to #3625 reducing the cost of multimodal assistant-only masking:\n\n- Vectorized role-boundary scanner (_compute_role_keep_mask_vectorized):\n  precomputes start/end match positions in a single batched unfold p\n[…]\nx3-6k batches, widening with turn\nlength. Adds long-span / multi-end-marker parity fuzz that the original\nfiller<=200 generator under-exercised.\n\n---------\n\nCo-authored-by: Wing Lian <wing@axolotl.ai>",
          "is_bot": false,
          "headline": "perf: faster multimodal assistant-only masking (vectorized scanner) (…",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-06-09T17:06:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ed10453742a8fe4fe6097b00657e2d22bcb2fe87",
          "body": "* feat(liger): bump liger-kernel to 0.8.0 and guard native dispatch overrides\n\nliger-kernel 0.8.0 adds native MODEL_TYPE_TO_APPLY_LIGER_FN entries for\nqwen3_5, qwen3_5_text, qwen3_5_moe, qwen3_5_moe_text, gemma4_text, ministral,\nand nemotron. plugin.py consults that registry before its own model bra\n[…]\n not in the pinned 0.8.0 release, so the warning now scopes the limitation to\n0.8.0 rather than implying it is fundamentally unsupported.\n\n* style(liger): collapse gemma4 RMSNorm docstring to one line",
          "is_bot": false,
          "headline": "Feat/liger 0.8.0 bump (#3713)",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-06-09T06:35:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "56bfe6440a6d13e9eeef96eb0fa686e06c8884e2",
          "body": "* fix: gc_collect_steps not honored\n\nget_callbacks only wired GCCallback off the deprecated `gc_steps`, so setting\n`gc_collect_steps` on its own was silently ignored (`migrate_gc_steps` never\nback-fills `gc_steps`). Read `gc_collect_steps`, falling back to the deprecated\n`gc_steps`, and pass it through to GCCallback. Adds a wiring regression test.\n\n* style: apply ruff format to gc_steps wiring test",
          "is_bot": false,
          "headline": "fix: gc_collect_steps not honored (#3709) [skip ci]",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-06-09T06:32:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a0dc637e5f76a77fe74db05340e84a0587e0e08",
          "body": "… ci]\n\nThe base trainer uses a SequentialSampler when curriculum_sampling is set, but\nthe GRPO sampler hardcoded shuffle=True, so curriculum_sampling was ignored and\nthe dataset was always shuffled. Wire shuffle to not curriculum_sampling, which\nmakes SequenceParallelRepeatRandomSampler emit indices in dataset order.\n\nFixes #2376",
          "is_bot": false,
          "headline": "Honor curriculum_sampling in AxolotlGRPOTrainer sampler (#3707) [skip…",
          "author_name": "Prathamesh Jadhav",
          "author_login": "lollinng",
          "committed_at": "2026-06-09T06:32:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2501b62d8559432fd7013ffe7a8326716a13bba5",
          "body": "* fix: tkps grad accu miscalculation\n\n* feat: add test",
          "is_bot": false,
          "headline": "fix: tkps grad accu miscalculation (#3699) [skip ci]",
          "author_name": "NanoCode012",
          "author_login": "NanoCode012",
          "committed_at": "2026-06-09T06:31:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77706d1b4fa048697ce5113f4b80cabcffd73973",
          "body": "…dn't be flag as an warning (#3718)",
          "is_bot": false,
          "headline": "feat: when validating OptimizationValidationMixin, fsdp_version shoul…",
          "author_name": "Samuel Larkin",
          "author_login": "SamuelLarkin",
          "committed_at": "2026-06-09T00:41:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b99ae0921338ca747990bfef4b6daa9258bc60b9",
          "body": "* fix: make NF4 dequantize torch.compile-safe via local custom_op\n\nWrap the Unsloth-derived NF4 dequant fast path in a torch.library.custom_op\n(axolotl::nf4_dequantize) with a register_fake impl. dequantize() branches on\ntorch.compiler.is_compiling(): eager calls the ctypes body directly (zero\nop-di\n[…]\n) call) and drops the `global` keyword\nsince the dict is mutated in place, never rebound.\n\n* fix broken MX tests from transformers 5.8.1 upgrade\n\n---------\n\nCo-authored-by: Wing Lian <wing@axolotl.ai>",
          "is_bot": false,
          "headline": "perf: expand torch.compile coverage to 4bit dequant (#3677)",
          "author_name": "thad0ctor",
          "author_login": "thad0ctor",
          "committed_at": "2026-06-08T00:50:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ed761c6ddad37b5a55c41cc2680708ce7b8fde6f",
          "body": null,
          "is_bot": false,
          "headline": "build docker uv images w torch 2.11 and 2.12 (#3715)",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-07T19:05:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45a17e925172157a3cdc268c087ce724b9cdd13a",
          "body": "…MXFP4, sonicmoe fallback (#3714)\n\n* perf(scattermoe-ep): skip DeepEP -1 sentinels in the local kernel\n\nUnder DeepEP the local scattermoe kernel received the full N*K dispatched\nrouting with remote slots mapped to expert 0 / weight 0, so the grouped GEMM\n+ per-row LoRA processed every sentinel row (\n[…]\nh the standard and EP forwards.\n\nValidated vs the dequantized-weight reference within NV rounding tol (dX/dA/dB ~1e-3..\n1e-2) through the standard and EP forwards; MXFP4 suite still green (14 passed).",
          "is_bot": false,
          "headline": "perf(scattermoe): Blackwell sm120 MoE-LoRA — EP sentinel-skip, fused …",
          "author_name": "Wing Lian",
          "author_login": "winglian",
          "committed_at": "2026-06-07T17:16:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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          "body": "* perf(lora-kernels): fuse matmul_lora add via in-place addmm_\n\nmatmul_lora computed out += s * X_lora @ A @ B, which materializes a\nfull [M, out_features] LoRA temporary before the add. Replace with\nout.addmm_(X_lora @ A, B, alpha=s): the X_lora @ A intermediate is only\n[M, rank], no [M, out_featur\n[…]\neverts commit d95991e6160aeefa8ab0221ef7d33b492d0ea254.\n\n* Revert \"fix(tests): make HF-throttled tests offline-safe via prefetch + cache\"\n\nThis reverts commit d25b7a178df17149ef9274f84cc989fa0439d6d6.",
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                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2279/2545 decided PRs merged",
                "points": 34.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2279,
                      "decided": 2545
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 11/25 approved changesets -- score normalized to 4",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "followers": 196,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "axolotl-ai-cloud",
              "public_repos": 22,
              "account_age_days": 823
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "196 followers of axolotl-ai-cloud",
                "points": 16.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 196,
                      "login": "axolotl-ai-cloud"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "22 public repos, account ~2 yr old",
                "points": 14.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 22
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 2
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "axolotl"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "27 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 27
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "12 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "23 out of 30 merged PRs checked by a CI test -- score normalized to 7",
                "points": 14,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "fine-tuning",
                "llm"
              ],
              "has_wiki": true,
              "homepage": "https://docs.axolotl.ai",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.axolotl.ai",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "2 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Pinned-Dependencies, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "pinned_dependencies",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 67,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 6.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "23 out of 30 merged PRs checked by a CI test -- score normalized to 7",
                "points": 1.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 11/25 approved changesets -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 27 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "internal error: internal error: invalid Dockerfile",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "4 existing vulnerabilities detected",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 41 resolved dependencies against OSV; 18 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 41
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 18
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 62,
            "inputs": {
              "source": "osv",
              "advisories": 7,
              "affected_packages": 2,
              "assessed_packages": 41,
              "unassessed_packages": 18,
              "affected_by_severity": "high 1, moderate 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: gradio 6.10.0 (high 7.5), python-dotenv 1.0.1 (moderate 6.6)",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "gradio 6.10.0 (high 7.5), python-dotenv 1.0.1 (moderate 6.6)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 92 days ago",
                "points": 34.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 92
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 41,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 74,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.968,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 6229
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "92 of 95 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 92,
                      "sampled": 95
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                ".mypy.ini"
              ],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.05
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": ".mypy.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".mypy.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
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