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"body": "…istinction\n\ncompute/xla: validate seqlen operand dtype and shape before cuDNN custom-call\n\nvalidateSeqLen helper checks int32 rank-1 [B] for QuerySeqLen/KeyValueSeqLen\nin both the forward and VJP paths; wrong dtype or length now returns a clear\nerror before the operand reaches XLA lowering. Add CPU-runnable unit tests\ncovering wrong dtype, wrong rank, wrong length, non-Node value, and the\nhappy path (TestValidateSeqLen).",
"is_bot": false,
"headline": "stablehlo: fix CustomCallV2 layout docstring nil-slice vs nil-entry d…",
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"body": "Add readFlatBF16 and assertSeqLenMasksOutput helpers. The latter compares\nthe padding positions (s >= S/2) of the short batch element against the\nsame positions of the full-length element: with q=k=v=ones, cuDNN\nPADDING_CAUSAL zeros padding-query outputs, so they must differ from the\nactive (non-zero) outputs of batch 0. The test now fails if cuDNN ignores\nthe seqlens. Finiteness assertion retained.",
"is_bot": false,
"headline": "compute/xla: prove seqlen masking changes output in PADDING_CAUSAL test",
"author_name": "Guy J Grigsby",
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"committed_at": "2026-06-30T03:07:10Z",
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"body": "Replace 3 stablehlo.CustomCall sites with CustomCallV2 ([][]int layouts).\nSwitch cuda guard from FlagPluginName string compare to client.Plugin().IsCUDA();\nmove skip after getPJRTClient so the plugin is available. Both tests compile\nand SKIP cleanly on CPU/Mac; cuDNN execution path unchanged for cuda host.",
"is_bot": false,
"headline": "pjrt: migrate fmha tests to CustomCallV2 and IsCUDA gate",
"author_name": "Guy J Grigsby",
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"committed_at": "2026-06-29T22:55:01Z",
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"body": "flashSupported no longer rejects non-causal or missing seqlens: any\ncombination of causal/seqlens is valid; selectFMHAVariant picks the\nmask_type (NO_MASK, CAUSAL, PADDING, PADDING_CAUSAL). Materialized mask\nand mismatched seqlens (one without the other) remain rejected.\n\nAdd TestSelectFMHAVariant_SeqLenPadding (CPU, confirms PADDING /\nPADDING_CAUSAL routing and causal regression).\nAdd TestFMHA_SeqLenPaddingCausal_cuda ([cuda], self-skips on Mac).",
"is_bot": false,
"headline": "compute/xla: allow seqlen padding masks in cuDNN flash path",
"author_name": "Guy J Grigsby",
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"headline": "compute/xla: seqlen fmha operand set; fp8 paused as NotImplemented",
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"headline": "compute/xla: config-driven fmha target + mask_type selection seam",
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"headline": "compute/xla: typed CustomCallV2 with [][]int layouts, render MLIR int…",
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"author_login": "guygrigsby",
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"oid": "28d1e9b75a6b06d02beb4f88eeb2e11123916fe7",
"body": "…tion",
"is_bot": false,
"headline": "Merge branch 'main' of ssh://github.com/gomlx/go-xla into flash-atten…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-29T06:50:08Z",
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{
"oid": "9f76d27b064785fb77220467b9de66a02acfb352",
"body": null,
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"headline": "Updated CHANGELOG.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-29T06:46:57Z",
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{
"oid": "9da29363799bf2476bdbd8acaff2ef0c5dace385",
"body": "Improve XLA backend options support",
"is_bot": false,
"headline": "Merge pull request #38 from gomlx/add-backend-options",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-29T06:44:24Z",
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"body": "Added and documented various XLA options made available by `GOMLX_BACKEND` (or the config string passed).\nAdded `help` plugin/option: which fails to create the XLA backend, but prints out documentation on available plugins and options.",
"is_bot": false,
"headline": "Added `parseOptions` to faciliate parsing of options.",
"author_name": "Jan Pfeifer",
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"body": "…ory_fraction options.",
"is_bot": false,
"headline": "Upgrading options handling for XLA backend; Added preallocate and mem…",
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"author_login": "janpfeifer",
"committed_at": "2026-06-29T06:10:36Z",
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"oid": "07cfc7b17b9ba301ced5a552f12fc6334586696a",
"body": "…mCall\n\nImplement FusedScaledDotProductAttention (forward) and FusedScaledDotProductAttentionVJP\n(backward) in flash.go via the cuDNN __cudnn$fmhaSoftmax / __cudnn$fmhaSoftmaxBackward\ncustom-calls. The backend_config + layout knowledge moves here from gomlx; it never leaves\ngo-xla. The forward retur\n[…]\ne no longer has it) and becomes a\nprivate customCall helper. FusedSDPA capability is gated on the cuda plugin at construction.\nThe low-level stablehlo.CustomCall primitive and its tests are unchanged.",
"is_bot": false,
"headline": "compute/xla: cuDNN flash as typed FusedSDPA + VJP, not a public Custo…",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-06-24T22:50:36Z",
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{
"oid": "d2d893bf5dbc6060bcb58e4196aa7f87dad9f1c5",
"body": null,
"is_bot": false,
"headline": "compute/xla: tighten CustomCall guard comment",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-06-22T22:05:27Z",
"body_truncated": false,
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{
"oid": "81488950d1dfe4fd7640c9bd63c42471147d75ab",
"body": "A __cudnn$ custom_call only lowers on the cuda plugin; on cpu/rocm it built fine and\nthen failed at compile time with an unknown-target error. Return ErrNotImplemented at\nbuild time instead, so callers (flash attention) fall back to a decomposed path rather\nthan hitting an uncatchable compile failure.",
"is_bot": false,
"headline": "compute/xla: reject cuDNN custom-calls on non-cuda plugins at build time",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-06-22T22:00:26Z",
"body_truncated": false,
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},
{
"oid": "b375ac95097280a9157348d33fbefa29bd101036",
"body": "Wires the backend Function.CustomCall through to stablehlo.CustomCall, converting\nthe compute output shapes to the StableHLO shape type. Multi-output: one result\nValue per spec.OutputShapes entry. This is what lets the gomlx graph layer emit\ncuDNN flash-attention custom_calls on the XLA backend.",
"is_bot": false,
"headline": "compute/xla: implement Function.CustomCall",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-06-22T21:33:59Z",
"body_truncated": false,
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"oid": "c42c799213a8efb1d61807d2ea4c1ad863e89d95",
"body": "Chains the training forward (which also returns the softmax stats f32[B,H,S])\nthrough a transpose into __cudnn$fmhaSoftmaxBackward, all in one compiled graph,\nand runs it: dQ/dK/dV come back finite. Confirms XLA lowers the flash backward we\nemit. Plus buffer/exec cleanup so the forward and backward tests don't starve\neach other's device memory when run in the same process. Both skip unless\n-plugin cuda.",
"is_bot": false,
"headline": "pjrt: test cuDNN flash backward custom_call end-to-end",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-06-22T20:52:24Z",
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"oid": "6d4b4f5ea4821e4c1d19533afc3a28fc904de105",
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"is_bot": false,
"headline": "pjrt: test cuDNN flash forward custom_call end-to-end",
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"is_bot": false,
"headline": "stablehlo: add CustomCall emitter",
"author_name": "Guy J Grigsby",
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"headline": "Update GoMLX dependencies for github.com/gomlx/go-xla/cmd/pjrt_installer",
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"author_login": "janpfeifer",
"committed_at": "2026-06-22T11:44:19Z",
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"headline": "Update GoMLX dependencies for github.com/gomlx/go-xla/cmd/pjrt_installer",
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"note": null,
"notes": [],
"value": 22,
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"code": "forks",
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"count": 3
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}
],
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"points": 0,
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"code": "watchers",
"params": {
"count": 0
}
}
],
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]
},
{
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"note": null,
"notes": [],
"value": 50,
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"has_issue_template": false,
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"key": "license",
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"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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],
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"points": 0,
"status": "missed",
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{
"key": "issue_template",
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"key": "pr_template",
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}
],
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},
{
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"weight": 0.23,
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"code": "bus_factor",
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"code": "top_contributor_share",
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"code": "contributors_sampled",
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],
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{
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"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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}
},
{
"code": "weights_renormalized",
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],
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],
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{
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{
"code": "decided_prs_merged",
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"decided": 44
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],
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{
"key": "newcomer_pr_acceptance",
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"code": "no_newcomer_prs",
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],
"max_points": 13
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 61,
"inputs": {
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"owner_type": "Organization",
"is_verified": null,
"owner_login": "gomlx",
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"account_age_days": 1201
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
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"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
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}
],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
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"points": 14.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 103,
"login": "gomlx"
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}
],
"max_points": 25
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{
"key": "track_record",
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"points": 16.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 21
}
},
{
"code": "account_age_years",
"params": {
"years": 3
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"components": [
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"code": "packages_published",
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}
],
"max_points": 25
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{
"key": "publish_recency",
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"details": [
{
"code": "publish_recency",
"params": {
"days": 4
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}
],
"max_points": 35
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{
"key": "version_history",
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"points": 20,
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"details": [
{
"code": "published_versions",
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
"max_points": 20
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]
}
],
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},
{
"key": "engineering",
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"name": "Engineering Quality",
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"weight": 0.19,
"metrics": [
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"key": "engineering_practices",
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"note": null,
"notes": [],
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"inputs": {
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"has_precommit_config": false
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
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"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
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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",
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"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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],
"max_points": 16
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{
"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
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{
"key": "openssf_scorecard_ci_tests",
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"status": "partial",
"details": [],
"max_points": 20
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]
},
{
"key": "documentation",
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"name": "Documentation",
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"notes": [],
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"inputs": {
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"homepage": null,
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"has_docs_dir": true,
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"components": [
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"key": "readme",
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{
"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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"key": "repository_description",
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{
"key": "topics",
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{
"key": "wiki",
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"details": [],
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]
}
],
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{
"key": "security",
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"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"code": "excluded_no_data",
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{
"code": "weights_renormalized",
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],
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"inputs": {
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"components": [
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{
"key": "branch_protection",
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"status": "missed",
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{
"key": "ci_tests",
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{
"key": "cii_best_practices",
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"status": "missed",
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{
"key": "code_review",
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{
"key": "contributors",
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"details": [],
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{
"key": "dangerous_workflow",
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"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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"detail": "no update tool detected",
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"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
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"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 3",
"points": 1.5,
"status": "partial",
"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 not detected",
"points": 0,
"status": "missed",
"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",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "2 existing vulnerabilities detected",
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"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"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": {
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"exposures": [],
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"North Korea"
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"commit_weight_rule": {
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"review_only_matches": 0,
"below_threshold_exposures": [],
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},
"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": "moderate",
"name": "AI Readiness",
"value": 60,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 17,
"inputs": {
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"legible_history_share": 0.32,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
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"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"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": "32 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 17.1,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 32,
"sampled": 100
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}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 70,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [
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"go.mod"
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"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "cmd/pjrt_installer/go.mod, go.mod (toolchain convention, no task runner)",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "toolchain_convention",
"params": {
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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": ".golangci.yml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".golangci.yml"
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}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": {
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}
],
"max_points": 10
},
{
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