google-ai-edge / LiteRT

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

Cada punto abarca 2 días.

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 647 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 602 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 28 tienen avisos conocidos, de los cuales 0 son directas. 45 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

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          "headline": "Qualcomm AI Engine Direct - Enhance validation failure log.",
          "author_name": "Chun-Hsueh Lee",
          "author_login": "ChunHsuehLee",
          "committed_at": "2026-07-21T09:02:49Z",
          "body_truncated": false,
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          "oid": "cae48b7ad41b6c166b81bbcb949b9abce1abd767",
          "body": "…eCopy to prevent heap buffer underallocation\n\nImported from GitHub PR https://github.com/tensorflow/tensorflow/pull/120388\n\n## Summary\n\nAdd integer overflow guard in `TfLiteTensorResizeMaybeCopy()` before computing `alloc_bytes = num_bytes + 16` (XNN_EXTRA_BYTES) to prevent heap buffer underallocat\n[…]\ns> header instead of <cstdint> for modern C++ style\n- Add regression unit tests for null tensor and overflow edge cases\n\nFixes #115068\n\nMerging this change closes #120388\n\nPiperOrigin-RevId: 951249320",
          "is_bot": false,
          "headline": "PR #120388: fix: add integer overflow guard in TfLiteTensorResizeMayb…",
          "author_name": "Ashutosh Kumar Singh",
          "author_login": "Ashutosh0x",
          "committed_at": "2026-07-21T05:31:49Z",
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        },
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          "oid": "e0d783812698ad14ee83c4f729c8f10368701166",
          "body": "…ndices_nd\n\nImported from GitHub PR https://github.com/tensorflow/tensorflow/pull/115459\n\n## Summary\n\n`gather_nd::Prepare` reads `indices_nd` from `indices->dims->data[indices_rank - 1]`, which is an attacker-controlled int32 value coming from the .tflite model's `indices` tensor shape. The existing\n[…]\nter\nwith allocate_and_delegate=false so the failing Prepare surfaces as a\nreturned status instead of the CHECK in AllocateAndDelegate.\n\nMerging this change closes #115459\n\nPiperOrigin-RevId: 951246329",
          "is_bot": false,
          "headline": "PR #115459: Fix OOB read + heap OOB write in gather_nd via negative i…",
          "author_name": "mohammadmseet-hue",
          "author_login": "mohammadmseet-hue",
          "committed_at": "2026-07-21T05:27:28Z",
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          "oid": "2df557ad6114b7cf1d0ce6bb578a80b2c2b1bc69",
          "body": "… semantics\n\nImported from GitHub PR https://github.com/tensorflow/tensorflow/pull/118848\n\n## Summary\n\nFixes https://github.com/tensorflow/tensorflow/issues/118532\n\nTFLite ArgMax/ArgMin produced incorrect indices for tensors containing NaN values due to IEEE 754 comparison semantics. When the reduct\n[…]\n_size > 1), which exercises\nthe scalar reference ArgMinMax rather than the vectorized last-axis\nspecialization, per review on #118848.\n\nMerging this change closes #118848\n\nPiperOrigin-RevId: 951245988",
          "is_bot": false,
          "headline": "PR #118848: Fix TFLite ArgMax/ArgMin NaN handling to match TensorFlow…",
          "author_name": "Srijan Upadhyay",
          "author_login": "CodersAcademy006",
          "committed_at": "2026-07-21T05:25:09Z",
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        },
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          "oid": "930e7f22f136f9e6090324c4eb67bb2bdfa2372d",
          "body": "LiteRT-PiperOrigin-RevId: 951208555",
          "is_bot": false,
          "headline": "Updating BUILD visibilities.",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-21T03:29:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "876f8a675d1cb15b83214a59073d47390d8dd6aa",
          "body": "… OSS.\n\n- Added FP16 build configuration and workspace repository rules.\n- Added Copybara comments for license and internal status macro headers.\n- Fixed weight_loader dependency annotations for open-source export.\n- Updated c_api_types visibility in TFLite core C library for LiteRT.\n- Fixed include paths and templates for serialization weight cache.\n\nLiteRT-PiperOrigin-RevId: 951201003",
          "is_bot": false,
          "headline": "Fix build errors when building LiteRT with GPU Accelerator support in…",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-21T03:10:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acd7f007d2618b1df1f8fa138238793dbba93854",
          "body": "… OSS.\n\n- Added FP16 build configuration and workspace repository rules.\n- Added Copybara comments for license and internal status macro headers.\n- Fixed weight_loader dependency annotations for open-source export.\n- Updated c_api_types visibility in TFLite core C library for LiteRT.\n- Fixed include paths and templates for serialization weight cache.\n\nPiperOrigin-RevId: 951201003",
          "is_bot": false,
          "headline": "Fix build errors when building LiteRT with GPU Accelerator support in…",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-21T03:06:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "b373756f61cad28e00567a668104e3ed0726773b",
          "body": "LiteRT-PiperOrigin-RevId: 951171233",
          "is_bot": false,
          "headline": "Drop dynamic runtime specific targets in litert/tools.",
          "author_name": "Chunlei Niu",
          "author_login": "niuchl",
          "committed_at": "2026-07-21T01:43:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bf9819934571df4507224a10952114f3386efc8",
          "body": "LiteRT-PiperOrigin-RevId: 951166041",
          "is_bot": false,
          "headline": "Implement parsing for CUSTOM and STABLEHLO_COMPOSITE operations.",
          "author_name": "Ping Yu",
          "author_login": "pyu10055",
          "committed_at": "2026-07-21T01:33:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "b30ed00c8edc36f71344aea1f47251b759eadbfc",
          "body": "LiteRT-PiperOrigin-RevId: 951145376",
          "is_bot": false,
          "headline": "[ir-model] Support quantized fully connected activations",
          "author_name": "Grant Jensen",
          "author_login": "grantjensen",
          "committed_at": "2026-07-21T00:33:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7568b3fdb012fa9e8e72eb692d52a0741095332",
          "body": "…ers.\n\nPiperOrigin-RevId: 951137415",
          "is_bot": false,
          "headline": "Fix missing null pointer validation when parsing quantization paramet…",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-21T00:14:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e131866be54dac42201c36f9ea79ff9ac3afba",
          "body": "…d a missing graceful failure to support_quantize\n\nLiteRT-PiperOrigin-RevId: 951113817",
          "is_bot": false,
          "headline": "[ir_model] Apply model transformation by default to match GF32 and ad…",
          "author_name": "Grant Jensen",
          "author_login": "grantjensen",
          "committed_at": "2026-07-20T23:24:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b094d8e98743d658b21663e6289a8ec08b51c81",
          "body": "PiperOrigin-RevId: 951102913",
          "is_bot": false,
          "headline": "Fix OoB read via Packed Type Array Deserialization in list_from_tensor.",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-20T23:01:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a964fcaba7b9e4201924ba98180c1b96e0a9015a",
          "body": "LiteRT-PiperOrigin-RevId: 951052522",
          "is_bot": false,
          "headline": "Merge pull request #8491 from graham0824:dev/weilhuan/split_backend",
          "author_name": "Copybara-Service",
          "author_login": "copybara-github",
          "committed_at": "2026-07-20T21:25:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "797456b03629b4d30ff0100894492132438e63e8",
          "body": "Introduces LRTCompiledModel for model compilation and inference execution.\nSupports loading models from file paths or memory buffers, querying buffer\nrequirements, creating input/output tensor buffers, and executing model\ninference.\n\n- Added LRTCompiledModel public header and implementation wrapping\n[…]\nmethods.\n- Formatted Doxygen comments with @c and used @(...) ObjC string literal boxing.\n- Added LRTCompiledModelTests.mm XCTestCase unit tests and BUILD targets.\n\nLiteRT-PiperOrigin-RevId: 951050017",
          "is_bot": false,
          "headline": "Add LiteRT Objective-C compiled model wrapper class",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-20T21:21:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3cb5471ee80434c84aae256c67421476a45a04e6",
          "body": "LiteRT-PiperOrigin-RevId: 951033539",
          "is_bot": false,
          "headline": "Fix Windows test failure with generic_string()",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-20T20:51:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9626c175af909ac2ae2fdb850f3388fd325118e1",
          "body": "Fixes https://github.com/jax-ml/jax/issues/39257\n\nCommit history for google/XNNPACK (efa2e754 -> 53a1797b):\n- 0d05b116 Gregory Comer: Add fp32->bf16 rewrite pass\n- 86776919 Jake Stevens: Add support for avx2 qd8_bf16_qb4w gemm\n- 49bd3ab2 Jacob Stevens: Merge branch 'google:master' into avx2_bf16_qb4\n[…]\nge hole (#853)\n- 8480fc77 Dillon:  Refactor `slide_and_fold_storage` (#854)\n- 8eda4a05 Dillon: Avoid substituting buffer bounds that are defined in terms of itself (#855)\n\nPiperOrigin-RevId: 950965644",
          "is_bot": false,
          "headline": "Update XNNPACK and related dependencies",
          "author_name": "Dillon Sharlet",
          "author_login": "dsharletg",
          "committed_at": "2026-07-20T18:46:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "330825f860e4b074435ddb85778ef06868ae90a4",
          "body": "Summary:\n- Provide a document for LiteRT compile + QNN native run.",
          "is_bot": false,
          "headline": "Qualcomm AI Engine Direct - Add QNN native path doc.",
          "author_name": "chuntl-qti",
          "author_login": "graham0824",
          "committed_at": "2026-07-20T09:31:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "381bd300b093174c0f3221671fe966a65d0b89af",
          "body": "Summary:\n- Verified CLI, TOML,C/C++ QC options.\n- Add some descriptions for QC options.",
          "is_bot": false,
          "headline": "Qualcomm AI Engine Direct - Add QC options doc.",
          "author_name": "chuntl-qti",
          "author_login": "graham0824",
          "committed_at": "2026-07-20T09:31:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfedc22aea4d220bd4d48767676559560c2946fa",
          "body": "OpenVINO GPU does not support i2 or u2 weights directly, so convert them\nto i4 to make the generated model more compatible with the OV GPU backend.\n\nTest commands:\n.\\apply_plugin_main.exe --cmd apply --model=.\\models\\model.tflite -o\n    .\\intel_gemma4_gpu_aot.tflite --libs .\\ --intel_openvino_graph_\n[…]\nh .\\intel_gemma4_gpu_aot.litertlm\n.\\litert_lm_advanced_main.exe --backend=npu --model_path=.\\intel_gemma4_gpu_aot.litertlm\n    --benchmark --benchmark_prefill_tokens=3840 --benchmark_decode_tokens=256",
          "is_bot": false,
          "headline": "Convert i2 weights to i4 for OpenVINO GPU",
          "author_name": "Zhaoliang Ma",
          "author_login": "zlma7001",
          "committed_at": "2026-07-20T06:10:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fea2007b284ebfdacdd313f0d313ea4c11e3abe4",
          "body": "Summary:\n1. Split QnnBackend from QnnManager, initialize them in different stage to resolve QnnManager recreation issue.\n2. QnnBackend manage backend handle, device handle and soc info.\n3. Add BackendFactory and store soc info QnnBackend.\n4. Update related files.\n\nCo-Authored-By: Chun-Hsueh Lee <chunhsue@qti.qualcomm.com>",
          "is_bot": false,
          "headline": "Qualcomm AI Engine Direct - Split QnnBackend from QnnManager",
          "author_name": "weilhuan-qti",
          "author_login": "weilhuan-qti",
          "committed_at": "2026-07-20T02:00:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a0339003ab8e01b137e88238886a7f136e26866",
          "body": "PiperOrigin-RevId: 949885576",
          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-18T03:02:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d3c13329059444e83aed63a3b3404775493690e",
          "body": "Migrate from ASSIGN_OR_RETURN to ABSL_ASSIGN_OR_RETURN in delegate_kernel.cc to comply with new codebase rules.\n\nLiteRT-PiperOrigin-RevId: 949781116",
          "is_bot": false,
          "headline": "Fix ASSIGN_OR_RETURN clang-tidy warning",
          "author_name": "Marissa Ikonomidis",
          "author_login": "tf-marissaw",
          "committed_at": "2026-07-17T22:09:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6168e7a060fe2edc720423eedc7ebc16e18e756",
          "body": "LiteRT-PiperOrigin-RevId: 949772767",
          "is_bot": false,
          "headline": "Merge pull request #8561 from graham0824:dev/chunhsue/graph_config_hooks",
          "author_name": "Copybara-Service",
          "author_login": "copybara-github",
          "committed_at": "2026-07-17T21:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "807978771a3eb0b68855bdadb42463763462eade",
          "body": "- Moved tflite_profile.{h,cc} into litert/ml_drift/delegate/ and updated\n  BUILD rules.\n\nLiteRT-PiperOrigin-RevId: 949690743",
          "is_bot": false,
          "headline": "Relocate tflite_profile and clean up infra dependencies",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-17T19:05:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2069bebd10ba7b161a549dbab8da2457d4fc9225",
          "body": "- Moved shared_memory_manager headers, implementations, and tests to a\n  dedicated package.\n\nLiteRT-PiperOrigin-RevId: 949667459",
          "is_bot": false,
          "headline": "Relocate shared_memory_manager to delegate/shared_memory_manager",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-17T18:19:27Z",
          "body_truncated": false,
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        },
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          "oid": "c509b8d057ea767f8dba384552a521ba67ef3c87",
          "body": "Imported from GitHub PR https://github.com/tensorflow/tensorflow/pull/121681\n\nSelectV2 aborts the interpreter whenever its inputs broadcast to an output\n  of rank 6 or higher.\n\n  The broadcast path runs through BroadcastSelect5DSlow, which is hard-coded\n  to 5 dimensions (NdArrayDesc<5>) and opens w\n[…]\nilds.\n- Reject output rank > 8 in SelectPrepare so a high-rank broadcast can't\n  overflow BroadcastSelectSimple's rank-8 stack arrays.\n\nMerging this change closes #121681\n\nPiperOrigin-RevId: 949662157",
          "is_bot": false,
          "headline": "PR #121681: Fix SelectV2 abort on broadcasts with output rank >= 6",
          "author_name": "San",
          "author_login": "sanowl",
          "committed_at": "2026-07-17T18:09:56Z",
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          "oid": "5e5f623e28d43702b900f0da72a7661aa9a7d9e0",
          "body": "--\n9fe71df82d9a31e67235f7c05b820d89d41bcd0b by destro4evr-rgb <destro4evr@proton.me>:\n\nlitert/tensor/arithmetic.h: bounds-check axis and index values before vector subscript\n\nRebased onto master after lvalue LockedBufferSpan refactor.\n\nLiteRT-PiperOrigin-RevId: 949500929",
          "is_bot": false,
          "headline": "Copybara import of the project:",
          "author_name": "destro4evr",
          "author_login": "destro4evr-rgb",
          "committed_at": "2026-07-17T11:53:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f54610cd63fc53f41075025f2f8fe0a60acd14e",
          "body": "--\nc8306cee9cb65aaefc09ba98693be734eeb14f61 by destro4evr-rgb <destro4evr@proton.me>:\n\nlitert/arithmetic: add axis bounds check in Unpack()\n\nUnpack() passed the axis parameter directly to vector::erase() without\nvalidating it was within [0, input_rank). An out-of-bounds axis produces\nUB and heap corruption. Add the same guard that Pack() already has.\n\nLiteRT-PiperOrigin-RevId: 949440833",
          "is_bot": false,
          "headline": "Copybara import of the project:",
          "author_name": "destro4evr",
          "author_login": "destro4evr-rgb",
          "committed_at": "2026-07-17T09:03:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62da3dcd7956bd34852c0cda968f97a9ebdffc5f",
          "body": "- It resolves random cache coherency hazards during CPU host reads of asynchronous NPU executions.\n\nLiteRT-PiperOrigin-RevId: 949398074",
          "is_bot": false,
          "headline": "Fix CPU cache synchronization for DMA-BUF tensor buffers.",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-17T07:03:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdaad41625ba664b020509b774774cec555fbd99",
          "body": "… indicate the purpose of the `ThrBufferHandle` parameter.\n\nLiteRT-PiperOrigin-RevId: 949370922",
          "is_bot": false,
          "headline": "Update `thrInvocationContextDetachBuffer` documentation to explicitly…",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-17T05:40:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "862a104c5fffff2c6662992bca83d8deeee2010a",
          "body": null,
          "is_bot": false,
          "headline": "Qualcomm AI Engine Direct - Fix Data Size for Spatial Transformation Op.",
          "author_name": "weilhuan-qti",
          "author_login": "weilhuan-qti",
          "committed_at": "2026-07-17T03:47:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf959e0c8eb33efdcf95a03c299585705d6b23c8",
          "body": "…to QnnBackend.",
          "is_bot": false,
          "headline": "Qualcomm AI Engine Direct - Move per-backend graph-config building in…",
          "author_name": "Chun-Hsueh Lee",
          "author_login": "ChunHsuehLee",
          "committed_at": "2026-07-17T03:41:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a19d8fa8f37ef0db7b810b22a68256ede2065d11",
          "body": "…e_execution\n\nLiteRT-PiperOrigin-RevId: 949325873",
          "is_bot": false,
          "headline": "Merge pull request #8256 from graham0824:dev/chuntl/update_mode_befor…",
          "author_name": "Copybara-Service",
          "author_login": "copybara-github",
          "committed_at": "2026-07-17T03:17:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f7942713eb17a1a76459fea6ad8b1c229a926a1",
          "body": "Introduces LRTTensorBuffer for managing tensor inputs and outputs, supporting\nhost memory allocation, custom byte buffer wrapping, and Metal buffer\ninteroperability.\n\n- Added LRTElementType and LRTTensorBufferType Objective-C enums.\n- Implemented LRTTensorBuffer class bridging to C++ litert::TensorBuffer.\n- Added host memory and Metal buffer creation factory methods.\n- Implemented synchronous readDataWithError and writeData error methods.\n\nLiteRT-PiperOrigin-RevId: 949298600",
          "is_bot": false,
          "headline": "Add LiteRT Objective-C tensor buffer wrapper class",
          "author_name": "Terry Heo",
          "author_login": "terryheo",
          "committed_at": "2026-07-17T02:02:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3390e34c965205c5186d1d82487e910fa39214b",
          "body": "LiteRT-PiperOrigin-RevId: 949265428",
          "is_bot": false,
          "headline": "Update LiteRT.js npm package versions to 2.5.3",
          "author_name": "Google AI Edge",
          "author_login": "ai-edge-bot",
          "committed_at": "2026-07-17T00:35:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1745b10b51f06f2085f2512cdebf0e652a11b66c",
          "body": "… improvements.\n\nPiperOrigin-RevId: 949265611",
          "is_bot": false,
          "headline": "Internal integration of GitHub PR 115950 for TFLite location metadata…",
          "author_name": "Dmitri Latushko",
          "author_login": "dmiltr3",
          "committed_at": "2026-07-17T00:29:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77ae93748ac71b2bc481b67a4bc806df733ffb5f",
          "body": "… improvements.\n\nLiteRT-Converter-PiperOrigin-RevId: 949265611",
          "is_bot": false,
          "headline": "Internal integration of GitHub PR 115950 for TFLite location metadata…",
          "author_name": "Dmitri Latushko",
          "author_login": "dmiltr3",
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                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "crates"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "4 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": false
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "13 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 13
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                "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": "eslint.config.js",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
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              "has_docs_dir": false,
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            "components": [
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                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
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              {
                "key": "repository_description",
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                "detail": null,
                "points": 10,
                "status": "met",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 50,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 38,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 3.8
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "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 11/29 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 12 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 25 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "36 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 602 resolved dependencies against OSV; 45 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",
                    "no_advisories_left_outstanding"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 602
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 45
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 53,
              "affected_packages": 28,
              "assessed_packages": 602,
              "unassessed_packages": 45,
              "affected_by_severity": "critical 3, high 19, moderate 6",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "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": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
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                ],
                "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": 602,
              "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": [
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                    "code": "no_malicious_dependencies",
                    "params": {}
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                ],
                "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "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
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            ]
          }
        ],
        "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": 78,
        "weight": 0,
        "metrics": [
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            "note": null,
            "notes": [],
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            "inputs": {
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              "legible_history_share": 0.52,
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              "agent_instruction_max_bytes": 3903
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "ml_drift_delegate/delegate/serialization_weight_cache/GEMINI.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                  }
                ],
                "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",
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                "points": 27.7,
                "status": "partial",
                "details": [
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                    "code": "legible_history",
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                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
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              "has_tests": true,
              "lockfiles": [
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              "has_dockerfile": true,
              "typed_language": true,
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                "litert/js/packages/core/tsconfig.json",
                "litert/js/packages/tfjs_interop/tsconfig.json",
                "litert/js/packages/tsconfig/tsconfig.json",
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              "agent_commit_share": 0,
              "toolchain_manifests": [
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                "tflite/java/demo/build.gradle",
                "tflite/java/ovic/demo/app/build.gradle",
                "tflite/java/ovic/demo/build.gradle"
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              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "tflite/tools/pip_package/Makefile",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                  }
                ],
                "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": "eslint.config.js",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "litert/js/apps/model_tester/tsconfig.json, litert/js/demos/depth_anything/tsconfig.json, litert/js/demos/real_esrgan/tsconfig.json, litert/js/packages/core/tsconfig.json, litert/js/packages/tfjs_interop/tsconfig.json, litert/js/packages/tsconfig/tsconfig.json, litert/js/packages/wasm_utils/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "litert/js/apps/model_tester/tsconfig.json, litert/js/demos/depth_anything/tsconfig.json, litert/js/demos/real_esrgan/tsconfig.json, litert/js/packages/core/tsconfig.json, litert/js/packages/tfjs_interop/tsconfig.json, litert/js/packages/tsconfig/tsconfig.json, litert/js/packages/wasm_utils/tsconfig.json"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 1150187,
              "source_files_sampled": 5934,
              "oversized_source_files": 103
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "103/5934 source files over 60KB",
                "points": 54,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 5934,
                      "oversized": 103
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
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