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Quitetall/blut

https://github.com/Quitetall/blut · scanned 2026-06-15 23:44 UTC (2 months, 4 weeks ago)

136 raw signals (0 security + 136 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 4 weeks ago · v1 · 112 actionable findings from 1 signal source. 24 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 112 findings

Severity distribution — click a segment to filter

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Severity: Critical 0 High 2 Medium 5 Low 61 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 112 Crowd 0 Layer: Software 17 Frontend 1 Security 3 Cicd 2 Quality 89

Exclude dismissed / FP Exclude test files

All 2790 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

Label	Layer	Status	Path
`_lossless_fixtures`	software	healthy	`python/conftest.py:58`
`real_test_edf`	software	healthy	`python/conftest.py:73`
`lml_cli_binary`	software	healthy	`python/conftest.py:86`
`emit_failed`	software	healthy	`python/trainer_distill.py:15`
`self_check`	software	healthy	`python/trainer_distill.py:19`
`main`	software	healthy	`python/trainer_distill.py:46`
`load_jsonl_dataset`	software	healthy	`python/datasets_loader.py:19`
`_truncate_front`	software	healthy	`python/datasets_loader.py:45`
`parameters`	software	healthy	`python/test_build_optimizer.py:29`
`test_adamw_returns_string_only`	software	healthy	`python/test_build_optimizer.py:34`
`test_adamw_8bit_returns_string_only`	software	healthy	`python/test_build_optimizer.py:39`
`test_unknown_optim_raises`	software	healthy	`python/test_build_optimizer.py:44`
`test_apollo_without_either_path_raises_helpful_error`	software	healthy	`python/test_build_optimizer.py:49`
`emit_failed`	software	healthy	`python/trainer_dpo.py:18`
`read_spec`	software	healthy	`python/trainer_dpo.py:22`
`self_check`	software	healthy	`python/trainer_dpo.py:41`
`main`	software	healthy	`python/trainer_dpo.py:73`
`emit`	software	healthy	`python/trainer.py:34`
`emit_failed`	software	healthy	`python/trainer.py:40`
`self_check`	software	healthy	`python/trainer.py:44`
`parse_method`	software	healthy	`python/trainer.py:78`
`parse_dataset`	software	healthy	`python/trainer.py:93`
`transformers_optim`	software	healthy	`python/trainer.py:109`
`build_optimizer`	software	healthy	`python/trainer.py:127`
`run`	software	healthy	`python/trainer.py:199`
`on_log`	software	dead	`python/trainer.py:231`
`on_save`	software	dead	`python/trainer.py:249`
`on_evaluate`	software	dead	`python/trainer.py:252`
`main`	software	healthy	`python/trainer.py:341`
`_spec`	software	healthy	`python/test_trainer_dpo_beta.py:19`
`_last_json_lines`	software	healthy	`python/test_trainer_dpo_beta.py:33`
`test_self_check_echoes_received_beta`	software	healthy	`python/test_trainer_dpo_beta.py:45`
`test_stub_run_reports_beta_in_failure`	software	healthy	`python/test_trainer_dpo_beta.py:57`
`require_lamquant_neural`	software	dead	`python/lamquant/__init__.py:31`
`combined_loss`	software	healthy	`python/lamquant/student/harden_artifacts.py:53`
`train_stage`	software	healthy	`python/lamquant/student/harden_artifacts.py:106`
`run`	software	healthy	`python/lamquant/student/harden_artifacts.py:152`
`__init__`	software	healthy	`python/lamquant/student/pretrain_mae.py:64`
`forward`	software	dead	`python/lamquant/student/pretrain_mae.py:77`
`create_mask`	software	healthy	`python/lamquant/student/pretrain_mae.py:82`
`run_pretraining`	software	healthy	`python/lamquant/student/pretrain_mae.py:104`
`main`	software	healthy	`python/lamquant/student/pretrain_mae.py:236`
`cautious_decoupled_wd_`	software	healthy	`python/lamquant/student/cautious_wd.py:14`
`__init__`	software	healthy	`python/lamquant/student/subband_dataset.py:41`
`__len__`	software	healthy	`python/lamquant/student/subband_dataset.py:46`
`__getitem__`	software	healthy	`python/lamquant/student/subband_dataset.py:49`
`_eprint`	software	healthy	`python/lamquant/student/warm_fb_cache.py:53`
`_log_rss`	software	healthy	`python/lamquant/student/warm_fb_cache.py:57`
`_free_gb`	software	healthy	`python/lamquant/student/warm_fb_cache.py:74`
`_build_warm_ds`	software	healthy	`python/lamquant/student/warm_fb_cache.py:94`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`FakeModel`	software	healthy	`python/test_build_optimizer.py:25`
`BuildOptimizerTests`	software	healthy	`python/test_build_optimizer.py:33`
`StatusEmitter`	software	healthy	`python/trainer.py:230`
`MAEPredictionHead`	software	healthy	`python/lamquant/student/pretrain_mae.py:55`
`SubbandDataset`	software	healthy	`python/lamquant/student/subband_dataset.py:29`
`TrainingHaltException`	software	healthy	`python/lamquant/student/checkpoint_manager.py:61`
`GuardConfig`	software	healthy	`python/lamquant/student/checkpoint_manager.py:68`
`CheckpointManager`	software	healthy	`python/lamquant/student/checkpoint_manager.py:86`
`WSDScheduler`	software	healthy	`python/lamquant/student/train_joint.py:303`
`SinkSOAPH`	software	healthy	`python/lamquant/student/sinksoaph.py:199`
`EEGAugmentor`	software	healthy	`python/lamquant/student/augmentations.py:35`
`BuiltinAugmentor`	software	healthy	`python/lamquant/student/augmentations.py:181`
`Muon`	software	healthy	`python/lamquant/student/muon_optimizer.py:53`
`ESOAP`	software	healthy	`python/lamquant/student/esoap.py:171`
`MultiScaleFSQ`	software	healthy	`python/lamquant/student/multiscale_fsq.py:31`
`SOAP`	software	healthy	`python/lamquant/student/soap_optimizer.py:17`
`ProgressiveQuantSchedule`	software	healthy	`python/lamquant/student/progressive_quant.py:35`
`_ProgressiveQuantFunction`	software	healthy	`python/lamquant/student/progressive_quant.py:95`
`ProgressiveConv1d`	software	healthy	`python/lamquant/student/progressive_quant.py:142`
`ProgressiveConvTranspose1d`	software	healthy	`python/lamquant/student/progressive_quant.py:198`
`ProgressiveINT8Conv1d`	software	healthy	`python/lamquant/student/progressive_quant.py:243`
`DiagResult`	software	healthy	`python/lamquant/student/training_diagnostics.py:55`
`DiagReport`	software	healthy	`python/lamquant/student/training_diagnostics.py:67`
`TrainingDiagnostics`	software	healthy	`python/lamquant/student/training_diagnostics.py:109`
`DurableResume`	software	healthy	`python/lamquant/student/durable_resume.py:59`
`_TypedWindowMapDataset`	software	healthy	`python/lamquant/student/lma_typed_adapter.py:85`
`LmaTypedL3Dataset`	software	healthy	`python/lamquant/student/lma_typed_adapter.py:174`
`ClinicalWeightedSampler`	software	healthy	`python/lamquant/student/clinical_sampler.py:95`
`TrainingConfig`	software	healthy	`python/lamquant/student/training_config.py:27`
`GuardConfig`	software	healthy	`python/lamquant/student/training_guard.py:38`
`TrainingGuard`	software	healthy	`python/lamquant/student/training_guard.py:72`
`SeizureHead`	software	healthy	`python/lamquant/student/seizure_head.py:30`
`JointCodec`	software	healthy	`python/lamquant/student/joint_codec.py:62`
`SpectralLoss`	software	healthy	`python/lamquant/student/archive/training_utils.py:65`
`_PrefetchLoader`	software	healthy	`python/lamquant/student/archive/training_utils.py:515`
`TestSpectralLossCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestTemporalImportanceMaskCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestBandWeightedMSECoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestPearsonRCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestChannelDropoutCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestEegAugmentCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`_MinimalModel`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestValidateEpochCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestLatentKurtosisCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`_M`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestSafeLoadCoverage`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestSplitByManifest`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestBandWeightedMSEOddT`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestChannelDropoutInference`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`
`TestValidateEpochEmptyLoader`	software	healthy	`python/lamquant/student/archive/tests/test_training_utils_c…`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`Cargo.toml`	software	healthy	`Cargo.toml`
`API.md`	software	healthy	`API.md`
`README.md`	software	healthy	`README.md`
`build.rs`	software	healthy	`build.rs`
`LICENSE`	software	healthy	`LICENSE`
`Cargo.lock`	software	healthy	`Cargo.lock`
`CHANGELOG.md`	software	healthy	`CHANGELOG.md`
`convert_smoke.rs`	software	healthy	`tests/convert_smoke.rs`
`register_model_validation.rs`	software	healthy	`tests/register_model_validation.rs`
`python_backend_smoke.rs`	software	healthy	`tests/python_backend_smoke.rs`
`error_tests.rs`	software	healthy	`tests/error_tests.rs`
`metrics.md`	software	healthy	`docs/metrics.md`
`STATE_REVIEW_AND_TEST_PLAN.md`	software	healthy	`docs/STATE_REVIEW_AND_TEST_PLAN.md`
`2026-06-12-durable-resume-design.md`	software	healthy	`docs/superpowers/specs/2026-06-12-durable-resume-design.md`
`conftest.py`	software	healthy	`python/conftest.py`
`trainer_distill.py`	software	healthy	`python/trainer_distill.py`
`datasets_loader.py`	software	healthy	`python/datasets_loader.py`
`test_build_optimizer.py`	software	healthy	`python/test_build_optimizer.py`
`trainer_dpo.py`	software	healthy	`python/trainer_dpo.py`
`pyproject.toml`	software	healthy	`python/pyproject.toml`
`trainer.py`	software	healthy	`python/trainer.py`
`test_trainer_dpo_beta.py`	software	healthy	`python/test_trainer_dpo_beta.py`
`__init__.py`	software	healthy	`python/lamquant/__init__.py`
`harden_artifacts.py`	software	healthy	`python/lamquant/student/harden_artifacts.py`
`pretrain_mae.py`	software	healthy	`python/lamquant/student/pretrain_mae.py`
`cautious_wd.py`	software	healthy	`python/lamquant/student/cautious_wd.py`
`subband_dataset.py`	software	healthy	`python/lamquant/student/subband_dataset.py`
`warm_fb_cache.py`	software	healthy	`python/lamquant/student/warm_fb_cache.py`
`eval_codec_pccp.py`	software	healthy	`python/lamquant/student/eval_codec_pccp.py`
`run_diagnostics.py`	software	healthy	`python/lamquant/student/run_diagnostics.py`
`__init__.py`	software	healthy	`python/lamquant/student/__init__.py`
`checkpoint_manager.py`	software	healthy	`python/lamquant/student/checkpoint_manager.py`
`experiment_runner.py`	software	healthy	`python/lamquant/student/experiment_runner.py`
`README.md`	software	healthy	`python/lamquant/student/README.md`
`train_joint.py`	software	healthy	`python/lamquant/student/train_joint.py`
`sinksoaph.py`	software	healthy	`python/lamquant/student/sinksoaph.py`
`augmentations.py`	software	healthy	`python/lamquant/student/augmentations.py`
`launch_v77.sh`	software	healthy	`python/lamquant/student/launch_v77.sh`
`muon_optimizer.py`	software	healthy	`python/lamquant/student/muon_optimizer.py`
`eval_fullband.py`	software	healthy	`python/lamquant/student/eval_fullband.py`
`esoap.py`	software	healthy	`python/lamquant/student/esoap.py`
`multiscale_fsq.py`	software	healthy	`python/lamquant/student/multiscale_fsq.py`
`soap_optimizer.py`	software	healthy	`python/lamquant/student/soap_optimizer.py`
`progressive_quant.py`	software	healthy	`python/lamquant/student/progressive_quant.py`
`training_diagnostics.py`	software	healthy	`python/lamquant/student/training_diagnostics.py`
`launch_production.py`	software	healthy	`python/lamquant/student/launch_production.py`
`residual_diagnostics.py`	software	healthy	`python/lamquant/student/residual_diagnostics.py`
`durable_resume.py`	software	healthy	`python/lamquant/student/durable_resume.py`
`lma_typed_adapter.py`	software	healthy	`python/lamquant/student/lma_typed_adapter.py`
`clinical_sampler.py`	software	healthy	`python/lamquant/student/clinical_sampler.py`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`tests`	software	healthy	`tests`
`docs`	software	healthy	`docs`
`superpowers`	software	healthy	`docs/superpowers`
`specs`	software	healthy	`docs/superpowers/specs`
`python`	software	healthy	`python`
`lamquant`	software	healthy	`python/lamquant`
`student`	software	healthy	`python/lamquant/student`
`archive`	software	healthy	`python/lamquant/student/archive`
`tests`	software	healthy	`python/lamquant/student/archive/tests`
`tests`	software	healthy	`python/lamquant/student/tests`
`snn`	software	healthy	`python/lamquant/snn`
`archive`	software	healthy	`python/lamquant/snn/archive`
`tests`	software	healthy	`python/lamquant/snn/tests`
`oracle`	software	healthy	`python/lamquant/oracle`
`common`	software	healthy	`python/lamquant/common`
`tests`	software	healthy	`python/lamquant/common/tests`
`validation`	software	healthy	`python/lamquant/common/validation`
`decoder`	software	healthy	`python/lamquant/decoder`
`tests`	software	healthy	`python/lamquant/decoder/tests`
`reference_discriminators`	software	healthy	`python/lamquant/decoder/reference_discriminators`
`dataset`	software	healthy	`python/lamquant/dataset`
`tests`	software	healthy	`python/lamquant/dataset/tests`
`_deprecated`	software	healthy	`python/lamquant/dataset/_deprecated`
`validation_manifest`	software	healthy	`python/lamquant/dataset/_deprecated/validation_manifest`
`manifests`	software	healthy	`python/lamquant/dataset/manifests`
`experiments`	software	healthy	`python/lamquant/experiments`
`tests`	software	healthy	`python/tests`
`snn`	software	healthy	`python/tests/snn`
`blut_core`	software	healthy	`python/blut_core`
`tests`	software	healthy	`python/blut_core/tests`
`.github`	software	healthy	`.github`
`workflows`	software	healthy	`.github/workflows`
`src`	software	healthy	`src`
`config`	software	healthy	`src/config`
`tui`	software	healthy	`src/tui`
`framework`	software	healthy	`src/framework`
`recipes`	software	healthy	`src/recipes`
`backends`	software	healthy	`src/backends`
`hf_trainer`	software	healthy	`src/backends/hf_trainer`
`stages`	software	healthy	`src/backends/hf_trainer/stages`
`python`	software	healthy	`src/backends/hf_trainer/python`
`lamu`	software	healthy	`src/backends/lamu`
`stages`	software	healthy	`src/stages`
`hpo`	software	healthy	`src/hpo`
`artifacts`	software	healthy	`src/artifacts`
`broker`	software	healthy	`src/broker`
`benches`	software	healthy	`benches`

Label	Layer	Status	Path
`port:3306`	network	healthy	`src/config.rs`
`port:5432`	network	healthy	`src/config.rs`

Label	Layer	Status	Path
`repobility-clone-nzr7bz74`	software	healthy	`/tmp/repobility-clone-nzr7bz74`

Label	Layer	Status	Path
`127.0.0.1`	network	healthy	`src/config/launcher.rs`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`README.md`

Label	Layer	Status	Path
`vps::aws`	hardware	healthy	`python/lamquant/dataset/download_datasets.sh`

Label	Layer	Status	Path
`gha::ci`	cicd	healthy	`.github/workflows/ci.yml`

Label	Layer	Status	Path
`build-test-lint`	cicd	healthy	`.github/workflows/ci.yml`

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Quitetall/blut

Complete repo analysis

function 50+

class 50+

file 50+

directory 47

port 2

repo 1

service 1

gpu 1

vps 1

pipeline 1

job 1