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"body": "…dynamic seqLen (#433)\n\n* Skipping some sub-byte dtype tests for XLA.\n\n* Refactor transformer API to use CallOptions and support dynamic seqLen in NaiveModelFn\n\n* Updated gemma3 to use the `generate` package.\n\n* Added conversion to string and logging of attention.CoreOptions.",
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"body": "* graph: add CustomCall op\n\nGeneric multi-output StableHLO custom_call node (e.g. cuDNN flash attention):\nreturns one node per spec.OutputShapes entry. A custom_call is opaque to autodiff,\nso CustomCall takes a caller-supplied vjpFn — the only one who knows the backward\n(typically the target's backw\n[…]\nwould de-duplicate it).\n\nLeave this change to a TODO, coordinated with go-huggingface. The `transformer` API needs a few adjustments anyway.\n\n---------\n\nCo-authored-by: Jan Pfeifer <pfeifer@gmail.com>",
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"body": "* Renamed references from SimpleGo to \"Go backend\".\n\n* Added FrequencyDivisor option to RoPE.\n\n* Fixed mask shape checking.\n\n* Added `ml/nn.SoftCap`\n\n* Package `attention`: added `WithScoreSoftCap` and `WithPreProjected`\n\n* Moved definition of attention `LayerType` to package `attention`;\nAdded `ena\n[…]\nound reader to return and finalize its local\n buckets via accumulator.go.\n 4. Tests now iterate over \"official\" backends, and run for evey backend that support > 4 devices.\n\n* Updated CHANGELOG.",
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"body": "* Examples for core-concepts.md.\n\n* Added gomlx_gopher_hiking.png.\n\n* Added training example.\n\n* Renamed ctx -> scope.",
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{
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{
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{
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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"vitality": 80,
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],
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{
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]
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"key": "readme",
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{
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"code": "license_standard",
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{
"code": "license_spdx",
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{
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{
"key": "issue_template",
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"points": 0,
"status": "missed",
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{
"key": "pr_template",
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],
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},
{
"key": "governance",
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"value": 25,
"weight": 0.24,
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{
"key": "openssf_scorecard_contributors",
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{
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"notes": [
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"code": "excluded_no_data",
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{
"key": "openssf_scorecard_code_review",
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{
"key": "stewardship",
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{
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{
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{
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{
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{
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{
"key": "editorconfig",
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{
"key": "openssf_scorecard_ci_tests",
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{
"code": "no_data",
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{
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{
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{
"key": "documentation_directory",
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"points": 25,
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{
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{
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{
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{
"key": "wiki",
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"points": 10,
"status": "met",
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{
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"weight": 0.16,
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{
"key": "security_posture",
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"notes": [
{
"code": "excluded_no_data",
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{
"code": "weights_renormalized",
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"scorecard_aggregate": 2.6
},
"components": [
{
"key": "binary_artifacts",
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"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
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"points": 0,
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{
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{
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{
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"points": 0,
"status": "missed",
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{
"key": "code_review",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "contributors",
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"points": 2.5,
"status": "met",
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},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
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},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
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},
{
"key": "maintained",
"name": "Maintained",
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"points": 0,
"status": "missed",
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},
{
"key": "packaging",
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{
"code": "no_data",
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{
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"points": 0.5,
"status": "partial",
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},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"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",
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{
"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": "19 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 4
},
"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",
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}
],
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}
]
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{
"key": "ai_readiness",
"band": "moderate",
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"value": 68,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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{
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"status": "met",
"details": [
{
"code": "file_list",
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"files": ".agents/AGENTS.md, .agents/CLAUDE.md, .agents/GEMINI.md"
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],
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{
"key": "machine_readable_docs_llms_txt",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "legible_commit_history",
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"points": 17.1,
"status": "partial",
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{
"code": "legible_history",
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"legible": 32,
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]
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{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
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"has_tests": true,
"lockfiles": [
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],
"has_dockerfile": true,
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"bootstrap_files": [],
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"go.mod"
],
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"components": [
{
"key": "one_command_bootstrap",
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"points": 12.6,
"status": "partial",
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{
"code": "toolchain_convention",
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}
],
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{
"key": "automated_tests",
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"points": 22,
"status": "met",
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},
{
"key": "lint_format_config",
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"detail": ".golangci.yml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
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"files": ".golangci.yml"
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],
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{
"key": "static_type_checking",
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"points": 11,
"status": "met",
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{
"code": "statically_typed_language",
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{
"key": "reproducible_environment",
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{
"code": "file_list",
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{
"key": "demonstrated_agent_practice",
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{
"code": "agent_authored_commits",
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"count": 2,
"sampled": 100
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}
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{
"key": "automated_maintenance",
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"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
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{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
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"notes": [],
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"components": [
{
"key": "type_checkable_code",
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"code": "statically_typed_language",
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"language": "Go"
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{
"key": "manageable_file_sizes",
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"points": 54.7,
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{
"code": "oversized_source_files",
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{
"key": "ai_interfaces",
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"note": null,
"notes": [],
"value": 40,
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{
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{
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"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
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},
"warnings": [
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"go package 'github.com/gomlx/gomlx' points at a different repository (https://github.com/gomlx/gomlx); excluded from ecosystem scoring",
"go package 'github.com/gomlx/gomlx/cmd/gomlx_checkpoints' points at a different repository (https://github.com/gomlx/gomlx); excluded from ecosystem scoring",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
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"generated_at": "2026-07-30T01:12:39.856424Z",
"schema_version": "0.27.0",
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"full_name": "Spaceflow-Technologies-INC/gomlx",
"license_state": "standard",
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}