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che-yjwj/ascent-bifurcation-controller

https://github.com/che-yjwj/ascent-bifurcation-controller · scanned 2026-06-17 01:48 UTC (1 month, 1 week ago)

240 raw signals (0 security + 240 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +6.3 (diff) · 231 actionable findings from 1 signal source. 9 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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55.6% cov · 231 findings

Severity distribution — click a segment to filter

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Severity: Critical 0 High 6 Medium 129 Low 94 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 231 Crowd 0 Layer: Software 10 Security 10 Quality 211

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All 2380 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
`run`	software	healthy	`kaggle/phase3_tent_sweep/run.py:38`
`torch_cuda_report`	software	healthy	`kaggle/phase3_tent_sweep/run.py:43`
`ensure_torch_supports_gpu`	software	healthy	`kaggle/phase3_tent_sweep/run.py:65`
`ensure_corpus`	software	healthy	`kaggle/phase3_tent_sweep/run.py:85`
`main`	software	healthy	`kaggle/phase3_tent_sweep/run.py:94`
`run`	software	healthy	`kaggle/phase5g_m256/run.py:38`
`ensure_torch_supports_gpu`	software	healthy	`kaggle/phase5g_m256/run.py:43`
`ensure_corpus`	software	healthy	`kaggle/phase5g_m256/run.py:62`
`main`	software	healthy	`kaggle/phase5g_m256/run.py:76`
`run`	software	healthy	`kaggle/phase3_loop_index/run.py:38`
`torch_cuda_report`	software	healthy	`kaggle/phase3_loop_index/run.py:43`
`ensure_torch_supports_gpu`	software	healthy	`kaggle/phase3_loop_index/run.py:65`
`ensure_corpus`	software	healthy	`kaggle/phase3_loop_index/run.py:85`
`main`	software	healthy	`kaggle/phase3_loop_index/run.py:94`
`run`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:35`
`ensure_gpu`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:40`
`ensure_deps`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:61`
`clone_repo`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:65`
`_download_dataset`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:74`
`setup_prebuilt_data`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:84`
`main`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py:106`
`run`	software	healthy	`kaggle/phase5i_vl_gate/run.py:31`
`ensure_gpu`	software	healthy	`kaggle/phase5i_vl_gate/run.py:36`
`ensure_deps`	software	healthy	`kaggle/phase5i_vl_gate/run.py:57`
`clone_repo`	software	healthy	`kaggle/phase5i_vl_gate/run.py:61`
`ensure_corpus`	software	healthy	`kaggle/phase5i_vl_gate/run.py:70`
`main`	software	healthy	`kaggle/phase5i_vl_gate/run.py:93`
`run`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:36`
`ensure_gpu`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:41`
`ensure_deps`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:62`
`clone_repo`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:66`
`_download_dataset`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:75`
`setup_prebuilt_data`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:85`
`main`	software	healthy	`kaggle/phase10_scta_g_10k/run.py:107`
`run`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/run.py:32`
`torch_cuda_report`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/run.py:37`
`ensure_torch_supports_gpu`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/run.py:48`
`ensure_corpus`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/run.py:62`
`main`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/run.py:76`
`run`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/run.py:29`
`torch_cuda_report`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/run.py:34`
`ensure_torch_supports_gpu`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/run.py:45`
`ensure_corpus`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/run.py:59`
`main`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/run.py:77`
`run`	software	healthy	`kaggle/phase5g_wt2_seed17/run.py:45`
`ensure_torch_supports_gpu`	software	healthy	`kaggle/phase5g_wt2_seed17/run.py:50`
`ensure_corpus`	software	healthy	`kaggle/phase5g_wt2_seed17/run.py:69`
`main`	software	healthy	`kaggle/phase5g_wt2_seed17/run.py:87`
`run`	software	healthy	`kaggle/phase5_pure_wikitext2/run.py:28`
`torch_cuda_report`	software	healthy	`kaggle/phase5_pure_wikitext2/run.py:33`

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

Label	Layer	Status	Path
`AGENTS.md`	software	healthy	`AGENTS.md`
`.graphify_detect_full.json`	software	healthy	`.graphify_detect_full.json`
`.graphify_ast_full.json`	software	healthy	`.graphify_ast_full.json`
`.graphify_detect_filtered.json`	software	healthy	`.graphify_detect_filtered.json`
`README.md`	software	healthy	`README.md`
`pyproject.toml`	software	healthy	`pyproject.toml`
`.graphify_extract_integrated.json`	software	healthy	`.graphify_extract_integrated.json`
`GEMINI.md`	software	healthy	`GEMINI.md`
`.graphify_cached.json`	software	healthy	`.graphify_cached.json`
`kernel-metadata.json`	software	healthy	`kaggle/phase3_tent_sweep/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase3_tent_sweep/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5g_m256/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5g_m256/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase3_loop_index/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase3_loop_index/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase13_plain_l16_20k/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase13_plain_l16_20k/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5i_vl_gate/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5i_vl_gate/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase10_scta_g_10k/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase10_scta_g_10k/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase4d_hard_token_normal_regime/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5g_wt2_seed17/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5g_wt2_seed17/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5_pure_wikitext2/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5_pure_wikitext2/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase3a_cost_baselines/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase3a_cost_baselines/run.py`
`dataset-metadata.json`	software	healthy	`kaggle/dataset_tinystories_bpe4096/dataset-metadata.json`
`kernel-metadata.json`	software	healthy	`kaggle/phase0_stage_b_probe/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase0_stage_b_probe/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase10_sct_20k/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase10_sct_20k/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase13_b1_ds_5k/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase13_b1_ds_5k/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase13_input_reinject_l16_5k/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase13_input_reinject_l16_5k/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase3_b_coupling_baseline/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase3_b_coupling_baseline/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase3_bad_basin_frequency/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase3_bad_basin_frequency/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5h_wt103/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5h_wt103/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase13_c1_babylm_l4_20k/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase13_c1_babylm_l4_20k/run.py`
`kernel-metadata.json`	software	healthy	`kaggle/phase5b_stability_check/kernel-metadata.json`
`run.py`	software	healthy	`kaggle/phase5b_stability_check/run.py`

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

Label	Layer	Status	Path
`kaggle`	software	healthy	`kaggle`
`phase3_tent_sweep`	software	healthy	`kaggle/phase3_tent_sweep`
`phase5g_m256`	software	healthy	`kaggle/phase5g_m256`
`phase3_loop_index`	software	healthy	`kaggle/phase3_loop_index`
`phase13_plain_l16_20k`	software	healthy	`kaggle/phase13_plain_l16_20k`
`phase5i_vl_gate`	software	healthy	`kaggle/phase5i_vl_gate`
`phase10_scta_g_10k`	software	healthy	`kaggle/phase10_scta_g_10k`
`phase5b_ascent2_vector_pilot`	software	healthy	`kaggle/phase5b_ascent2_vector_pilot`
`phase4d_hard_token_normal_regime`	software	healthy	`kaggle/phase4d_hard_token_normal_regime`
`phase5g_wt2_seed17`	software	healthy	`kaggle/phase5g_wt2_seed17`
`phase5_pure_wikitext2`	software	healthy	`kaggle/phase5_pure_wikitext2`
`phase3a_cost_baselines`	software	healthy	`kaggle/phase3a_cost_baselines`
`dataset_tinystories_bpe4096`	software	healthy	`kaggle/dataset_tinystories_bpe4096`
`phase0_stage_b_probe`	software	healthy	`kaggle/phase0_stage_b_probe`
`phase10_sct_20k`	software	healthy	`kaggle/phase10_sct_20k`
`phase13_b1_ds_5k`	software	healthy	`kaggle/phase13_b1_ds_5k`
`phase13_input_reinject_l16_5k`	software	healthy	`kaggle/phase13_input_reinject_l16_5k`
`phase3_b_coupling_baseline`	software	healthy	`kaggle/phase3_b_coupling_baseline`
`phase3_bad_basin_frequency`	software	healthy	`kaggle/phase3_bad_basin_frequency`
`phase5h_wt103`	software	healthy	`kaggle/phase5h_wt103`
`phase13_c1_babylm_l4_20k`	software	healthy	`kaggle/phase13_c1_babylm_l4_20k`
`phase5b_stability_check`	software	healthy	`kaggle/phase5b_stability_check`
`phase7_forget_shared`	software	healthy	`kaggle/phase7_forget_shared`
`phase4e_r_annealing_tiny`	software	healthy	`kaggle/phase4e_r_annealing_tiny`
`phase3_real_corpus_a35_fine_sweep`	software	healthy	`kaggle/phase3_real_corpus_a35_fine_sweep`
`phase3_tinystories_a355_transfer`	software	healthy	`kaggle/phase3_tinystories_a355_transfer`
`phase3_shakespeare_warmup_ablation`	software	healthy	`kaggle/phase3_shakespeare_warmup_ablation`
`phase8_tokenwise_vector`	software	healthy	`kaggle/phase8_tokenwise_vector`
`phase3_shakespeare_multiseed`	software	healthy	`kaggle/phase3_shakespeare_multiseed`
`phase0_gpu_smoke`	software	healthy	`kaggle/phase0_gpu_smoke`
`phase5c_tinystories_benchmark`	software	healthy	`kaggle/phase5c_tinystories_benchmark`
`phase5f_lora_control`	software	healthy	`kaggle/phase5f_lora_control`
`phase5c_non_recurrent_gate`	software	healthy	`kaggle/phase5c_non_recurrent_gate`
`phase5a_ts_rerun_fixed`	software	healthy	`kaggle/phase5a_ts_rerun_fixed`
`phase5g_wt2_m256_40k`	software	healthy	`kaggle/phase5g_wt2_m256_40k`
`phase3_mechanism_ablation`	software	healthy	`kaggle/phase3_mechanism_ablation`
`phase5e_ht_additive`	software	healthy	`kaggle/phase5e_ht_additive`
`phase5g_wt2_60k_seed17`	software	healthy	`kaggle/phase5g_wt2_60k_seed17`
`phase0_stage_b_pilot`	software	healthy	`kaggle/phase0_stage_b_pilot`
`dataset_phase13_l16_ckpt`	software	healthy	`kaggle/dataset_phase13_l16_ckpt`
`phase2a_controllers`	software	healthy	`kaggle/phase2a_controllers`
`phase11_sct_rm_20k`	software	healthy	`kaggle/phase11_sct_rm_20k`
`phase3_multiseed_validation`	software	healthy	`kaggle/phase3_multiseed_validation`
`phase13_a0_plain_6l`	software	healthy	`kaggle/phase13_a0_plain_6l`
`phase4c_c0_perturbation_v2`	software	healthy	`kaggle/phase4c_c0_perturbation_v2`
`phase3_real_corpus_a355_upper_fine_sweep`	software	healthy	`kaggle/phase3_real_corpus_a355_upper_fine_sweep`
`phase5g_dim_sweep`	software	healthy	`kaggle/phase5g_dim_sweep`
`phase3_tinystories_b_r_scan`	software	healthy	`kaggle/phase3_tinystories_b_r_scan`
`phase3_corpus_validation`	software	healthy	`kaggle/phase3_corpus_validation`
`phase6_plain_looped`	software	healthy	`kaggle/phase6_plain_looped`

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

Label	Layer	Status	Path
`LoopedTransformerConfig`	software	healthy	`src/bifurcation/looped_transformer.py:35`
`PreNormTransformerLayer`	software	healthy	`src/bifurcation/looped_transformer.py:145`
`SharedResidualBranch`	software	healthy	`src/bifurcation/looped_transformer.py:204`
`LoopedTransformerLM`	software	healthy	`src/bifurcation/looped_transformer.py:232`
`GeometryMetrics`	software	healthy	`src/bifurcation/metrics_geometry.py:12`
`LoopMetrics`	software	healthy	`src/bifurcation/loop_analysis.py:14`
`ConditionResult`	software	healthy	`src/bifurcation/phase5h_wt103.py:54`
`TrainResult`	software	healthy	`src/bifurcation/phase7_forget_shared.py:71`
`TrainResult`	software	healthy	`src/bifurcation/phase8_tokenwise.py:290`
`LongTrainingTrace`	software	healthy	`src/bifurcation/phase5a_long_convergence.py:58`
`TrainResult`	software	healthy	`src/bifurcation/phase6_tinystories_vl.py:390`
`ControllerGate`	software	healthy	`src/bifurcation/coupling.py:13`
`ResidualScaleGate`	software	healthy	`src/bifurcation/coupling.py:26`
`ConditionalResidualMix`	software	healthy	`src/bifurcation/coupling.py:49`
`ModelScale`	software	healthy	`src/bifurcation/phase3_cost_baselines.py:21`
`TrainingTrace`	software	healthy	`src/bifurcation/phase3_cost_baselines.py:44`
`ControllerState`	software	healthy	`src/bifurcation/controller.py:122`
`ScalarController`	software	healthy	`src/bifurcation/controller.py:128`
`VectorPilotResult`	software	healthy	`src/bifurcation/phase5b_ascent2_vector_pilot.py:41`
`TrainResult`	software	healthy	`src/bifurcation/phase5i_vl_gate.py:275`
`TrainingTrace`	software	healthy	`src/bifurcation/phase0_transfer_test.py:38`
`LearnedScalar1DController`	software	healthy	`src/bifurcation/learned_controllers.py:22`
`LearnableRController`	software	healthy	`src/bifurcation/learned_controllers.py:53`
`TinyMLPGateController`	software	healthy	`src/bifurcation/learned_controllers.py:90`
`Ascent2FeedbackController`	software	healthy	`src/bifurcation/learned_controllers.py:113`
`HtAdditiveAdapter`	software	healthy	`src/bifurcation/learned_controllers.py:174`
`VectorController`	software	healthy	`src/bifurcation/learned_controllers.py:205`
`TokenwiseScalarRetention`	software	healthy	`src/bifurcation/learned_controllers.py:291`
`TokenwiseVectorGate`	software	healthy	`src/bifurcation/learned_controllers.py:321`
`ConditionResult`	software	healthy	`src/bifurcation/phase5a_learned_baseline.py:45`
`ConditionSpec`	software	healthy	`src/bifurcation/phase5a_learned_baseline.py:62`

Label	Layer	Status	Path
`che-yjwj__ascent-bifurcation-controller`	software	healthy	`/data/fable5_failed_archive/che-yjwj__ascent-bifurcation-co…`

Label	Layer	Status	Path
`celery`	data	healthy	`results/phase8/phase8_scta_results_10000steps.json`

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

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che-yjwj/ascent-bifurcation-controller

Complete repo analysis

function 50+

file 50+

directory 50+

class 31

repo 1

queue 1

gpu 1