harvard-edge/cs249r_book

11.2

Adjusted Score

11.2

Raw Score

100%

Time Factor

2026-07-12

Last Push

27.4K

Stars

Python

Language

1.5M

Lines of Code

13.6K

Files

9.9K

Pattern Hits

2026-07-14

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 21HIGH 135MEDIUM 3025LOW 6769

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 9950 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators2669 hits · 8132 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.pre-commit-config.yaml	44	# =============================================================================	COMMENT
MEDIUM⚡	.pre-commit-config.yaml	47	# ===========================================================================	COMMENT
MEDIUM⚡	.pre-commit-config.yaml	49	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	2	# =============================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	20	# ------------------	COMMENT
MEDIUM	.pre-commit-config.yaml	95	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	100	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	140	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	142	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	183	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	186	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	250	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	261	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	515	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	519	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	555	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	557	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	568	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	570	# ===========================================================================	COMMENT
MEDIUM⚡	labs/_quarto.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	labs/_quarto.yml	3	# =============================================================================	COMMENT
MEDIUM⚡	labs/_quarto.yml	6	# =============================================================================	COMMENT
MEDIUM⚡	labs/vol2/lab_10_inference.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	labs/vol2/lab_10_inference.py	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	labs/vol2/lab_10_inference.py	22	# ============================================================================	COMMENT
MEDIUM⚡	labs/vol2/lab_10_inference.py	24	# ============================================================================	COMMENT
MEDIUM	labs/vol2/lab_10_inference.py	618	# ============================================================================	STRING
MEDIUM	labs/vol2/lab_10_inference.py	620	# ============================================================================	STRING
MEDIUM	labs/vol2/lab_10_inference.py	929	# ============================================================================	STRING
MEDIUM	labs/vol2/lab_10_inference.py	931	# ============================================================================	STRING
MEDIUM	labs/vol2/lab_10_inference.py	1814	# ============================================================================	STRING
MEDIUM	labs/vol2/lab_10_inference.py	1816	# ============================================================================	STRING
MEDIUM	labs/vol2/lab_14_robust_ai.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_14_robust_ai.py	21	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_09_perf_engineering.py	7	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_09_perf_engineering.py	13	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_13_security_privacy.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_13_security_privacy.py	19	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_16_responsible_ai.py	7	# ===========================================================================	COMMENT
MEDIUM	labs/vol2/lab_16_responsible_ai.py	9	# ===========================================================================	COMMENT
MEDIUM	labs/vol2/lab_16_responsible_ai.py	117	# ===========================================================================	COMMENT
MEDIUM	labs/vol2/lab_16_responsible_ai.py	119	# ===========================================================================	COMMENT
MEDIUM	labs/vol2/lab_16_responsible_ai.py	741	# ===========================================================================	STRING
MEDIUM	labs/vol2/lab_16_responsible_ai.py	743	# ===========================================================================	STRING
MEDIUM	labs/vol2/lab_16_responsible_ai.py	1016	# ===========================================================================	STRING
MEDIUM	labs/vol2/lab_16_responsible_ai.py	1018	# ===========================================================================	STRING
MEDIUM	labs/vol2/lab_16_responsible_ai.py	1479	# ===========================================================================	STRING
MEDIUM	labs/vol2/lab_16_responsible_ai.py	1481	# ===========================================================================	STRING
MEDIUM	labs/vol2/lab_17_fleet_synthesis.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_17_fleet_synthesis.py	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_12_ops_scale.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_12_ops_scale.py	18	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_15_sustainable_ai.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	labs/vol2/lab_15_sustainable_ai.py	19	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	labs/vol2/lab_11_edge_intelligence.py	30	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	labs/vol2/lab_11_edge_intelligence.py	32	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/vol2/lab_11_edge_intelligence.py	34	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/vol2/lab_11_edge_intelligence.py	36	# ─── CELL 0: SETUP ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/vol2/lab_11_edge_intelligence.py	6	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/vol2/lab_11_edge_intelligence.py	149	# ─── CELL 1: HEADER ─────────────────────────────────────────────────────────	COMMENT
2609 more matches not shown…

Hyper-Verbose Identifiers2497 hits · 2323 pts

Severity	File	Line	Snippet	Context
LOW⚡	labs/tools/interaction_lab_smoke.py	219	def _mlsysbook_safe_find_spec(name, package=None):	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	278	def _mlsysbook_safe_find_spec(name, package=None):	CODE
LOW	labs/tools/interaction_lab_smoke.py	618	def click_first_generic_marimo_radio(page) -> tuple[ClickCheck, ...]:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1042	def click_text_answer_options(page, max_radios: int) -> tuple[ClickCheck, ...]:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1071	def click_common_answer_prefixes(page, max_radios: int) -> tuple[ClickCheck, ...]:	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	534	def click_first_matching_text(page, labels: tuple[str, ...], timeout: int = 5_000) -> str:	STRING
LOW⚡	labs/tools/interaction_lab_smoke.py	553	def click_marimo_shadow_control(page, labels: tuple[str, ...]) -> str:	STRING
LOW	labs/tools/interaction_lab_smoke.py	467	def collect_visible_text_across_scroll(page, max_steps: int = 8) -> str:	STRING
LOW	labs/mlsysbook_labs/edge.py	230	def training_memory_breakdown(	CODE
LOW	labs/mlsysbook_labs/variants.py	262	def _system_design_variant_defaults(config: dict[str, object], profile: TrackProfile) -> dict[str, object]:	CODE
LOW	labs/mlsysbook_labs/deployment.py	265	def evaluate_deployment_envelope(	CODE
LOW	labs/mlsysbook_labs/track_arcs.py	258	def track_arc_context_summary(track_id: str \| None, lab_id: str) -> dict[str, str]:	CODE
LOW⚡	labs/mlsysbook_labs/roofline.py	75	def hardware_roofline_profile(	CODE
LOW	labs/mlsysbook_labs/architecture.py	205	def architecture_track_profile(	CODE
LOW	labs/mlsysbook_labs/architecture.py	331	def architecture_scaling_curve(	CODE
LOW	labs/mlsysbook_labs/inference.py	110	def inference_economy_profile(	CODE
LOW	labs/mlsysbook_labs/migration.py	14	def baseline_learning_objectives(metadata: LabMetadata, variant: LabTrackVariant) -> tuple[str, ...]:	CODE
LOW	labs/mlsysbook_labs/responsibility.py	147	def responsibility_track_profile(	CODE
LOW	labs/mlsysbook_labs/system_design.py	443	def system_design_ledger_summary(	CODE
LOW	labs/tests/test_responsibility_helpers.py	23	def test_metric_conflict_exposes_subgroup_gap():	CODE
LOW	labs/tests/test_responsibility_helpers.py	37	def test_explanation_overhead_flags_slo_risk_for_robotaxi_trace():	CODE
LOW	labs/tests/test_responsibility_helpers.py	51	def test_responsibility_budget_reports_violations_for_overbuilt_oura_policy():	CODE
LOW	labs/tests/test_responsibility_helpers.py	66	def test_carbon_budget_scales_with_retraining_and_explanations():	CODE
LOW	labs/tests/test_architecture_helpers.py	27	def test_architecture_profiles_resolve_refs_and_candidates():	CODE
LOW	labs/tests/test_architecture_helpers.py	39	def test_architecture_signature_reports_track_specific_failures():	CODE
LOW	labs/tests/test_architecture_helpers.py	60	def test_architecture_scaling_curve_finds_first_failure():	CODE
LOW	labs/tests/test_architecture_helpers.py	70	def test_architecture_decision_returns_rejections_and_memo():	CODE
LOW⚡	labs/tests/test_engine.py	61	def test_app_runs_without_error(self, lab_path):	CODE
LOW⚡	labs/tests/test_engine.py	77	def test_app_produces_outputs(self, lab_path):	CODE
LOW⚡	labs/tests/test_engine.py	92	def test_hardware_registry_accessible(self, mlsysim):	CODE
LOW	labs/tests/test_engine.py	104	def test_model_registry_accessible(self, mlsysim):	CODE
LOW	labs/tests/test_engine.py	123	def test_engine_solve_tiny_oom(self, mlsysim):	CODE
LOW	labs/tests/test_inference_helpers.py	23	def test_cost_crossover_matches_cloud_reference_case():	CODE
LOW	labs/tests/test_inference_helpers.py	30	def test_cloud_kv_capacity_uses_model_and_hardware_refs():	CODE
LOW	labs/tests/test_inference_helpers.py	47	def test_device_tracks_have_positive_state_capacity():	CODE
LOW	labs/tests/test_inference_helpers.py	63	def test_batching_result_reports_padding_speedup():	CODE
LOW	labs/tests/test_inference_helpers.py	70	def test_serving_plan_sizes_daily_cost():	CODE
LOW⚡	labs/tests/test_protocol.py	75	def extract_hardware_references(source: str) -> set[str]:	CODE
LOW⚡	labs/tests/test_protocol.py	88	def test_no_hardcoded_hardware_specs(self, lab_path):	CODE
LOW⚡	labs/tests/test_protocol.py	215	def test_multiple_hardware_tiers(self, lab_path):	CODE
LOW⚡	labs/tests/test_protocol.py	315	def test_prediction_count_matches_parts(self, lab_path):	CODE
LOW	labs/tests/test_protocol.py	191	def test_tabs_include_synthesis(self, lab_path):	CODE
LOW	labs/tests/test_protocol.py	285	def test_ledger_chapter_matches_filename(self, lab_path):	CODE
LOW	labs/tests/test_protocol.py	352	def test_has_stakeholder_messages(self, lab_path):	CODE
LOW	labs/tests/test_lab_variants.py	20	def test_pilot_labs_have_all_canonical_track_variants():	CODE
LOW	labs/tests/test_lab_variants.py	31	def test_variant_track_refs_match_canonical_profiles():	CODE
LOW	labs/tests/test_lab_variants.py	46	def test_variant_alias_lookup():	CODE
LOW	labs/tests/test_lab_variants.py	53	def test_variant_registry_paths_resolve():	CODE
LOW	labs/tests/test_lab_variants.py	67	def test_non_pilot_variants_are_marked_as_baseline():	CODE
LOW	labs/tests/test_lab_variants.py	76	def test_all_catalog_labs_are_now_pilot_variants():	CODE
LOW	labs/tests/test_serving_helpers.py	23	def test_queueing_reference_case_matches_tail_latency_trap():	CODE
LOW	labs/tests/test_serving_helpers.py	38	def test_batching_tax_reports_static_batch_delay():	CODE
LOW	labs/tests/test_serving_helpers.py	69	def test_cold_start_exposes_llm_data_movement():	CODE
LOW⚡	labs/tests/test_static.py	51	def test_no_tabs_in_indentation(self, lab_path):	CODE
LOW⚡	labs/tests/test_static.py	308	def test_catalog_has_version_fields(self):	CODE
LOW⚡	labs/tests/test_static.py	318	def test_every_lab_has_track_plan_file(self):	CODE
LOW⚡	labs/tests/test_static.py	328	def test_every_lab_has_track_report_surface(self):	CODE
LOW	labs/tests/test_static.py	106	def test_imports_design_ledger(self, lab_path):	CODE
LOW	labs/tests/test_static.py	127	def test_no_sec_refs_in_strings(self, lab_path):	CODE
LOW	labs/tests/test_static.py	156	def test_no_hardware_edge_jetson_bare(self, lab_path):	CODE
2437 more matches not shown…

Unused Imports1607 hits · 1366 pts

Severity	File	Line	Context
LOW	labs/bootstrap.py	8	CODE
LOW	labs/tools/render_lab_smoke.py	11	CODE
LOW	labs/tools/capture_landing_shots.py	7	CODE
LOW	labs/tools/interaction_lab_smoke.py	10	CODE
LOW	labs/mlsysbook_labs/catalog.py	3	CODE
LOW	labs/mlsysbook_labs/capstone.py	3	CODE
LOW	labs/mlsysbook_labs/edge.py	3	CODE
LOW	labs/mlsysbook_labs/variants.py	3	CODE
LOW	labs/mlsysbook_labs/data_pipeline.py	3	CODE
LOW	labs/mlsysbook_labs/tracks.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	3	CODE
LOW	labs/mlsysbook_labs/style.py	5	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	3	CODE
LOW	labs/mlsysbook_labs/deployment.py	3	CODE
LOW	labs/mlsysbook_labs/serving.py	3	CODE
LOW	labs/mlsysbook_labs/ui.py	3	CODE
LOW	labs/mlsysbook_labs/registry_refs.py	3	CODE
LOW	labs/mlsysbook_labs/track_arcs.py	9	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	3	CODE
LOW	labs/mlsysbook_labs/__init__.py	15	CODE
LOW	labs/mlsysbook_labs/__init__.py	15	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	16	CODE
LOW	labs/mlsysbook_labs/__init__.py	28	CODE
LOW	labs/mlsysbook_labs/__init__.py	28	CODE
LOW	labs/mlsysbook_labs/__init__.py	28	CODE
LOW	labs/mlsysbook_labs/__init__.py	28	CODE
LOW	labs/mlsysbook_labs/__init__.py	28	CODE
LOW	labs/mlsysbook_labs/__init__.py	28	CODE
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Excessive Try-Catch Wrapping802 hits · 762 pts

Severity	File	Line	Snippet	Context
LOW	labs/tools/render_lab_smoke.py	24	except Exception as exc: # pragma: no cover - CLI dependency guard	CODE
LOW	labs/tools/render_lab_smoke.py	81	except Exception as exc: # pragma: no cover - timing dependent	CODE
LOW	labs/tools/render_lab_smoke.py	154	except Exception as exc:	CODE
MEDIUM	labs/tools/interaction_lab_smoke.py	219	def _mlsysbook_safe_find_spec(name, package=None):	CODE
MEDIUM	labs/tools/interaction_lab_smoke.py	278	def _mlsysbook_safe_find_spec(name, package=None):	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	208	except Exception:	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	210	except Exception:	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	267	except Exception:	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	269	except Exception:	CODE
LOW	labs/tools/interaction_lab_smoke.py	26	except Exception as exc: # pragma: no cover - CLI dependency guard	CODE
LOW	labs/tools/interaction_lab_smoke.py	714	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	747	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	855	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1009	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1059	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1093	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1163	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1350	except Exception as exc:	CODE
LOW	labs/tools/interaction_lab_smoke.py	1378	except Exception as exc:	CODE
LOW⚡	labs/tools/interaction_lab_smoke.py	369	except Exception:	STRING
LOW⚡	labs/tools/interaction_lab_smoke.py	372	except Exception:	STRING
LOW⚡	labs/tools/interaction_lab_smoke.py	530	except Exception:	STRING
LOW⚡	labs/tools/interaction_lab_smoke.py	540	except Exception as exc:	STRING
LOW⚡	labs/tools/interaction_lab_smoke.py	545	except Exception as exc:	STRING
LOW	labs/tools/interaction_lab_smoke.py	329	except Exception as exc: # pragma: no cover - timing dependent	STRING
LOW	labs/tools/interaction_lab_smoke.py	343	except Exception:	STRING
LOW	labs/mlsysbook_labs/capstone.py	94	except Exception:	CODE
LOW	labs/mlsysbook_labs/capstone.py	99	except Exception:	CODE
LOW	labs/mlsysbook_labs/edge.py	160	except Exception:	CODE
LOW	labs/mlsysbook_labs/edge.py	165	except Exception:	CODE
LOW	labs/mlsysbook_labs/data_pipeline.py	108	except Exception:	CODE
LOW	labs/mlsysbook_labs/data_pipeline.py	113	except Exception:	CODE
LOW	labs/mlsysbook_labs/deployment.py	128	except Exception:	CODE
LOW	labs/mlsysbook_labs/deployment.py	133	except Exception:	CODE
LOW	labs/mlsysbook_labs/serving.py	119	except Exception:	CODE
LOW	labs/mlsysbook_labs/serving.py	124	except Exception:	CODE
LOW	labs/mlsysbook_labs/ops.py	105	except Exception:	CODE
LOW	labs/mlsysbook_labs/ops.py	110	except Exception:	CODE
LOW⚡	labs/mlsysbook_labs/roofline.py	62	except Exception:	CODE
LOW⚡	labs/mlsysbook_labs/roofline.py	67	except Exception:	CODE
LOW	labs/mlsysbook_labs/architecture.py	127	except Exception:	CODE
LOW	labs/mlsysbook_labs/architecture.py	132	except Exception:	CODE
LOW	labs/mlsysbook_labs/frameworks.py	120	except Exception:	CODE
LOW	labs/mlsysbook_labs/frameworks.py	125	except Exception:	CODE
LOW	labs/mlsysbook_labs/inference.py	93	except Exception:	CODE
LOW	labs/mlsysbook_labs/inference.py	98	except Exception:	CODE
LOW	labs/mlsysbook_labs/selection.py	127	except Exception:	CODE
LOW	labs/mlsysbook_labs/selection.py	132	except Exception:	CODE
LOW	labs/mlsysbook_labs/neural_compute.py	106	except Exception:	CODE
LOW	labs/mlsysbook_labs/neural_compute.py	111	except Exception:	CODE
LOW	labs/mlsysbook_labs/training.py	124	except Exception:	CODE
LOW	labs/mlsysbook_labs/training.py	129	except Exception:	CODE
LOW	labs/mlsysbook_labs/responsibility.py	130	except Exception:	CODE
LOW	labs/mlsysbook_labs/responsibility.py	135	except Exception:	CODE
LOW	labs/mlsysbook_labs/benchmarking.py	91	except Exception:	CODE
LOW	labs/mlsysbook_labs/benchmarking.py	96	except Exception:	CODE
LOW	labs/mlsysbook_labs/system_design.py	142	except Exception:	CODE
LOW	labs/mlsysbook_labs/system_design.py	147	except Exception:	CODE
LOW	labs/vol2/lab_04_data_storage.py	100	except Exception:	CODE
LOW	labs/vol2/lab_04_data_storage.py	105	except Exception:	CODE
742 more matches not shown…

Deep Nesting697 hits · 592 pts

Severity	File	Line	Context
LOW	labs/tools/render_lab_smoke.py	73	CODE
LOW	labs/tools/interaction_lab_smoke.py	321	CODE
LOW	labs/tools/fix_protocol_compliance.py	53	CODE
LOW	labs/tools/fix_protocol_compliance.py	166	CODE
LOW	labs/mlsysbook_labs/responsibility.py	273	CODE
LOW	labs/vol2/lab_14_robust_ai.py	111	CODE
LOW	labs/vol2/lab_14_robust_ai.py	486	CODE
LOW	labs/vol2/lab_14_robust_ai.py	543	CODE
LOW	labs/vol2/lab_09_perf_engineering.py	100	CODE
LOW	labs/vol2/lab_09_perf_engineering.py	285	CODE
LOW	labs/vol2/lab_08_fleet_orch.py	96	CODE
LOW	labs/vol2/lab_08_fleet_orch.py	426	CODE
LOW	labs/vol2/lab_17_fleet_synthesis.py	133	CODE
LOW	labs/vol2/lab_17_fleet_synthesis.py	828	CODE
LOW	labs/vol2/lab_05_dist_train.py	103	CODE
LOW	labs/vol2/lab_05_dist_train.py	410	CODE
LOW	labs/vol2/lab_05_dist_train.py	438	CODE
LOW	labs/tests/test_static.py	465	CODE
LOW	labs/tests/test_static.py	421	CODE
LOW	labs/tests/test_static.py	495	CODE
LOW	labs/tests/browser_smoke.py	213	CODE
LOW	labs/tests/test_widget.py	143	CODE
LOW	labs/vol1/lab_10_model_compress.py	487	CODE
LOW	labs/vol1/lab_10_model_compress.py	617	CODE
LOW	labs/vol1/lab_08_model_train.py	374	CODE
LOW	labs/vol1/lab_08_model_train.py	480	CODE
LOW	labs/vol1/lab_07_ml_frameworks.py	123	CODE
LOW	labs/vol1/lab_07_ml_frameworks.py	316	CODE
LOW	labs/vol1/lab_16_ml_conclusion.py	125	CODE
LOW	labs/vol1/lab_16_ml_conclusion.py	259	CODE
LOW	labs/vol1/lab_11_hw_accel.py	128	CODE
LOW	labs/vol1/lab_11_hw_accel.py	349	CODE
LOW	labs/vol1/lab_04_data_engr.py	127	CODE
LOW	labs/vol1/lab_04_data_engr.py	422	CODE
LOW	labs/vol1/lab_00_introduction.py	567	CODE
LOW	tools/validate_playbook.py	40	CODE
LOW	tools/audit/audit_math_pdf.py	255	CODE
LOW	tools/audit/audit_math_rendering.py	201	CODE
LOW	shared/scripts/check-internal-links.py	318	CODE
LOW	shared/scripts/check-internal-links.py	429	CODE
LOW	shared/scripts/find-duplicates.py	137	CODE
LOW	scripts/figure_audit.py	45	CODE
LOW	scripts/version/release.py	73	CODE
LOW	scripts/version/release.py	107	CODE
LOW	scripts/cross-references/audit_crossrefs.py	149	CODE
LOW	.github/workflows/contributors/scan_contributors.py	170	CODE
LOW	.github/workflows/contributors/update_contributors.py	89	CODE
LOW	.github/workflows/contributors/update_contributors.py	148	CODE
LOW	.github/workflows/contributors/update_contributors.py	179	CODE
LOW	.github/scripts/visual_smoke.py	189	CODE
LOW	.github/scripts/check_workflow_fork_safety.py	108	CODE
LOW	book/tools/bib_sync_preserve.py	291	CODE
LOW	…ok/tools/audit/generate_registry_migration_manifest.py	201	CODE
LOW	…ok/tools/audit/generate_registry_migration_manifest.py	260	CODE
LOW	book/tools/audit/book_check_registry_sources.py	311	CODE
LOW	book/tools/audit/book_check_lego_scenario_inputs.py	398	CODE
LOW	book/tools/audit/book_check_lego_scenario_inputs.py	552	CODE
LOW	book/tools/audit/generate_appendix_constants.py	264	CODE
LOW	book/tools/audit/generate_appendix_constants.py	278	CODE
LOW	book/tools/audit/book_check_lego_quantity_flow.py	149	CODE
637 more matches not shown…

Structural Annotation Overuse223 hits · 366 pts

Severity	File	Line	Snippet	Context
LOW⚡	.github/workflows/book-validate-dev.yml	159	# Step 3: Update contributors (after validation passes, before build matrix)	COMMENT
LOW⚡	.github/workflows/book-validate-dev.yml	166	# Step 4: Determine build configuration (shared logic)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	106	# Step 1: Pre-commit validation	COMMENT
LOW	.github/workflows/book-validate-dev.yml	147	# Step 2: Container Health Check (validate containers before builds)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	266	# Step 4: Matrix-driven build calls (clean and simple!)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	285	# Step 4: Collect build results (needed for outputs)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	477	# Step 5: Final results and summary	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	102	# Step 1: Book (vol1 + vol2). Off by default — opt in via deploy_book=true.	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	118	# Step 2: Kits	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	136	# Step 3: TinyTorch	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	155	# Step 4: MLSYSIM (with quartodoc)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	175	# Step 5: Labs	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	196	# Step 6: StaffML (Next.js + D1 ship + Cloudflare worker deploy)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	218	# Step 7: Slides	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	241	# Step 8: Landing Site (landing + about + community + newsletter)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	260	# Step 9: Instructors	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	39	# Step 1: Fix 3-level relative asset paths → 1-level in files being moved.	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	58	# Step 2: Fix absolute https://mlsysbook.ai/{vol}/contents/{vol}/ refs.	COMMENT
LOW⚡	.github/scripts/flatten-vol-urls.sh	78	# Step 3: Move all content from contents/vol{N}/ up to the site root.	COMMENT
LOW⚡	.github/scripts/flatten-vol-urls.sh	84	# Step 4: Fix search.json hrefs (root-relative, no leading slash).	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	102	# Step 5: Fix sitemap.xml (full absolute URLs).	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	120	# Step 6: Replace the old nested tree with compatibility redirects.	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	186	# Step 7: Rewrite generated links across the whole prepared volume site.	STRING
LOW	.github/scripts/flatten-vol-urls.sh	229	# Step 8: Fail before deployment if any generated link still targets the	STRING
LOW⚡	book/tools/audit/checks/h3_titlecase.py	505	"### Step 3: Estimate ROI",	CODE
LOW⚡	book/tools/audit/checks/h3_titlecase.py	509	"### Step 2: Simplify for large N",	CODE
LOW⚡	book/tools/audit/checks/h3_titlecase.py	511	"#### Step 1: Calculate the failure rate per GPU subsystem",	CODE
LOW	book/tools/scripts/content/manage_captions.py	3236	# Step 1: Build content map with filtering	STRING
LOW	book/tools/scripts/content/manage_captions.py	3251	# Step 2: Improve captions using LLM (files updated immediately during processing)	STRING
LOW	book/tools/scripts/content/manage_captions.py	3270	# Step 3: Save improvements summary to JSON file	STRING
LOW⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4748	# Step 2: Redistribute MCQ answers for balance (only if flag is set)	COMMENT
LOW⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4752	# Step 3: Balance True/False answers for 50/50 distribution	COMMENT
LOW⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4755	# Step 4: Evaluate question quality (if enabled and parameters provided)	COMMENT
LOW	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4731	# Step 1: Validate MCQ option references (always run to catch LLM generation issues)	COMMENT
LOW	book/cli/commands/debug.py	514	# Step 1: Test preamble only	COMMENT
LOW	book/cli/commands/debug.py	534	# Step 2: Test full chapter (confirm it actually fails)	COMMENT
LOW	book/cli/commands/debug.py	556	# Step 3: Binary search	COMMENT
LOW⚡	mlperf-edu/reference/cloud/micro_gnn.py	83	# Step 1: Linear transform features	COMMENT
LOW⚡	mlperf-edu/reference/cloud/micro_gnn.py	85	# Step 2: Aggregate from neighbors via normalized adjacency	COMMENT
LOW	mlperf-edu/src/mlperf/cli.py	509	# Step 1: Python/System bounds check	COMMENT
LOW	mlperf-edu/src/mlperf/cli.py	541	# Step 3: Hardware Introspection	COMMENT
LOW	mlperf-edu/src/mlperf/cli.py	552	# Step 4: Payload estimations	COMMENT
LOW⚡	mlsysim/docs/understanding-efficiency.md	131	### Step 1: Run Your Workload	COMMENT
LOW⚡	mlsysim/docs/understanding-efficiency.md	137	### Step 2: Measure Actual Throughput	COMMENT
LOW⚡	mlsysim/docs/understanding-efficiency.md	143	### Step 3: Back-Calculate Efficiency	COMMENT
LOW	mlsysim/docs/understanding-efficiency.md	160	### Step 4: Use Calibrated Efficiency for What-If Analysis	COMMENT
LOW⚡	mlsysim/mlsysim/core/types.py	81	# Step 1: reject bare numbers for fields that should carry units.	COMMENT
LOW⚡	mlsysim/mlsysim/core/types.py	85	# Step 2: reject dimensionally-compatible but semantically-wrong aliases,	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	213	# Step 1: prefer an explicit plan topology, then hardware aggregate	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	220	# Step 2: refuse to floor partial nodes; that would silently change	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	227	# Step 3: use the most specific bandwidth source available.	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	234	# Step 4: compile the declarative plan into the Fleet object used by	COMMENT
LOW	mlsysim/mlsysim/engine/solvers/training.py	199	# Step 1: shard model state across model-parallel dimensions before	COMMENT
LOW	mlsysim/mlsysim/engine/solvers/training.py	222	# Step 2: activations scale with the local microbatch and layers owned by	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/chat_agent_Editor.js	22	// // Step 1: Insert the text at the current cursor position	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/chat_agent_Editor.js	25	// // Step 2: Move the cursor to the end of the inserted text	COMMENT
LOW	socratiq/src_shadow/js/libs/agents/key_terms_summary.js	135	// Step 1: Remove HTML tags and non-alphabetic characters, except spaces and dashes	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/key_terms_summary.js	178	// Step 1: Remove HTML tags	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/key_terms_summary.js	181	// Step 2: Remove specific phrases, case-insensitive	COMMENT
LOW	…q/src_shadow/js/components/markdown/MIGRATION_GUIDE.md	32	### Step 1: Update Imports in index.js	COMMENT
163 more matches not shown…

Over-Commented Block403 hits · 360 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	# MLSysBook Dependencies	COMMENT
LOW	.pre-commit-config.yaml	1	# MLSysBook Pre-commit Configuration	COMMENT
LOW	.pre-commit-config.yaml	21	# 1. Implement the runner inside `ValidateCommand` (book/cli/commands/validate.py).	COMMENT
LOW	.pre-commit-config.yaml	241	files: ^book/quarto/contents/.*\.qmd$	COMMENT
LOW	.pre-commit-config.yaml	461	# not "fix" this to false or the per-file scoping breaks). Anchored to	COMMENT
LOW	pyproject.toml	281	# multline - LaTeX amsmath environment; panting/sting - correct English words;	COMMENT
LOW	labs/vol2/lab_10_inference.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_14_robust_ai.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_13_security_privacy.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_17_fleet_synthesis.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_12_ops_scale.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_15_sustainable_ai.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_11_edge_intelligence.py	1	import marimo	COMMENT
LOW	labs/vol2/lab_11_edge_intelligence.py	21	# Duty cycle and connectivity decide whether evidence is fresh enough.	COMMENT
LOW	labs/config/announcement.yml	1	# =============================================================================	COMMENT
LOW	labs/tests/test_static.py	441		COMMENT
LOW	labs/tests/browser_smoke.py	81		COMMENT
LOW	labs/vol1/lab_00_introduction.py	1	import marimo	COMMENT
LOW	labs/vol1/lab_00_introduction.py	21	# Progressive disclosure: each check gates the next concept.	COMMENT
LOW	labs/assets/styles/style.scss	1	/-- scss:defaults --/	COMMENT
LOW	labs/assets/styles/style.scss	181	// Hover/active color uses $accent set above (= $colabs-accent).	COMMENT
LOW	kits/config/announcement.yml	1	# =============================================================================	COMMENT
LOW	kits/assets/styles/style.scss	1	/-- scss:defaults --/	COMMENT
LOW	shared/config/footer-common.yml	1	# =============================================================================	COMMENT
LOW	shared/config/navbar-common.yml	1	# =============================================================================	COMMENT
LOW	shared/styles/_ecosystem-base-dark.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/_site-dark.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/_ecosystem-base.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/dark-mode-site.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/_brand.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/themes/_theme-harvard.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/themes/_theme-eth.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/partials/_navbar.scss	61	}	COMMENT
LOW	shared/styles/partials/_tokens.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/partials/_links.scss	1	// =============================================================================	COMMENT
LOW	shared/styles/partials/_sidebar.scss	1	// =============================================================================	COMMENT
LOW	shared/scripts/theme-persist.js	81	html.setAttribute('data-quarto-color-scheme', scheme);	COMMENT
LOW	shared/scripts/check-internal-links.py	81	# the LINK_RE regex would otherwise match TikZ syntax like	COMMENT
LOW	shared/scripts/inject-build-stamp.sh	1	#!/usr/bin/env bash	COMMENT
LOW	shared/scripts/inject-build-stamp.sh	21	# [commit] optional short git SHA; defaults to GITHUB_SHA[:7] or HEAD	COMMENT
LOW	shared/scripts/rollback-legacy.sh	1	#!/usr/bin/env bash	COMMENT
LOW	shared/scripts/rollback-legacy.sh	21	# subsite directory) and push it to a `legacy-backup/<TS>/`	COMMENT
LOW	shared/scripts/rollback-legacy.sh	41	# mutates the working tree of the calling repo.	COMMENT
LOW	shared/scripts/sync-mirrors.sh	1	#!/usr/bin/env bash	COMMENT
LOW	slides/config/announcement.yml	1	# =============================================================================	COMMENT
LOW	slides/assets/styles/style.scss	1	/-- scss:defaults --/	COMMENT
LOW	instructors/check-links.sh	1	#!/bin/bash	COMMENT
LOW	instructors/config/announcement.yml	1	# =============================================================================	COMMENT
LOW	instructors/assets/styles/style.scss	1	/-- scss:defaults --/	COMMENT
LOW	.github/release.yml	1	# =============================================================================	COMMENT
LOW	.github/workflows/tinytorch-update-pdfs.yml	1	name: '🔥 TinyTorch · 📑 Update PDFs'	COMMENT
LOW	.github/workflows/kits-preview-dev.yml	1	name: '📦 Kits · 👁️ Preview (Dev)'	COMMENT
LOW	.github/workflows/slides-preview-dev.yml	1	name: '📊 Slides · 👁️ Preview (Dev)'	COMMENT
LOW	.github/workflows/infra-health-check.yml	1	name: '🔧 Infra · ❤️ Health Check'	COMMENT
LOW	.github/workflows/instructors-validate-dev.yml	1	name: '🎓 Instructors · ✅ Validate (Dev)'	COMMENT
LOW	.github/workflows/infra-publish-guard.yml	1	name: '🔧 Infra · 🛡️ Publish Guard'	COMMENT
LOW	.github/workflows/staffml-auto-pr.yml	1	name: '🎯 StaffML · 🤖 Auto-PR Question'	COMMENT
LOW	.github/workflows/staffml-preview-dev.yml	1	name: '🎯 StaffML · 👁️ Preview (Dev)'	COMMENT
LOW	.github/workflows/staffml-preview-dev.yml	21	# push is max(validate, build) + ~1 min for SSH deploy, basically	COMMENT
LOW	.github/workflows/book-preview-dev.yml	1	name: '📚 Book · 👁️ Preview (Dev)'	COMMENT
343 more matches not shown…

Verbosity Indicators209 hits · 344 pts

Severity	File	Line	Snippet	Context
LOW⚡	.github/workflows/book-validate-dev.yml	159	# Step 3: Update contributors (after validation passes, before build matrix)	COMMENT
LOW⚡	.github/workflows/book-validate-dev.yml	166	# Step 4: Determine build configuration (shared logic)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	106	# Step 1: Pre-commit validation	COMMENT
LOW	.github/workflows/book-validate-dev.yml	147	# Step 2: Container Health Check (validate containers before builds)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	266	# Step 4: Matrix-driven build calls (clean and simple!)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	285	# Step 4: Collect build results (needed for outputs)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	477	# Step 5: Final results and summary	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	102	# Step 1: Book (vol1 + vol2). Off by default — opt in via deploy_book=true.	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	118	# Step 2: Kits	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	136	# Step 3: TinyTorch	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	155	# Step 4: MLSYSIM (with quartodoc)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	175	# Step 5: Labs	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	196	# Step 6: StaffML (Next.js + D1 ship + Cloudflare worker deploy)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	218	# Step 7: Slides	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	241	# Step 8: Landing Site (landing + about + community + newsletter)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	260	# Step 9: Instructors	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	39	# Step 1: Fix 3-level relative asset paths → 1-level in files being moved.	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	58	# Step 2: Fix absolute https://mlsysbook.ai/{vol}/contents/{vol}/ refs.	COMMENT
LOW⚡	.github/scripts/flatten-vol-urls.sh	78	# Step 3: Move all content from contents/vol{N}/ up to the site root.	COMMENT
LOW⚡	.github/scripts/flatten-vol-urls.sh	84	# Step 4: Fix search.json hrefs (root-relative, no leading slash).	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	102	# Step 5: Fix sitemap.xml (full absolute URLs).	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	120	# Step 6: Replace the old nested tree with compatibility redirects.	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	186	# Step 7: Rewrite generated links across the whole prepared volume site.	STRING
LOW	.github/scripts/flatten-vol-urls.sh	229	# Step 8: Fail before deployment if any generated link still targets the	STRING
LOW⚡	book/tools/audit/checks/h3_titlecase.py	505	"### Step 3: Estimate ROI",	CODE
LOW⚡	book/tools/audit/checks/h3_titlecase.py	509	"### Step 2: Simplify for large N",	CODE
LOW⚡	book/tools/audit/checks/h3_titlecase.py	511	"#### Step 1: Calculate the failure rate per GPU subsystem",	CODE
LOW	book/tools/scripts/content/manage_captions.py	3236	# Step 1: Build content map with filtering	STRING
LOW	book/tools/scripts/content/manage_captions.py	3251	# Step 2: Improve captions using LLM (files updated immediately during processing)	STRING
LOW	book/tools/scripts/content/manage_captions.py	3270	# Step 3: Save improvements summary to JSON file	STRING
LOW⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4748	# Step 2: Redistribute MCQ answers for balance (only if flag is set)	COMMENT
LOW⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4752	# Step 3: Balance True/False answers for 50/50 distribution	COMMENT
LOW⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4755	# Step 4: Evaluate question quality (if enabled and parameters provided)	COMMENT
LOW	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4731	# Step 1: Validate MCQ option references (always run to catch LLM generation issues)	COMMENT
LOW	book/cli/commands/debug.py	514	# Step 1: Test preamble only	COMMENT
LOW	book/cli/commands/debug.py	534	# Step 2: Test full chapter (confirm it actually fails)	COMMENT
LOW	book/cli/commands/debug.py	556	# Step 3: Binary search	COMMENT
LOW⚡	mlperf-edu/reference/cloud/micro_gnn.py	83	# Step 1: Linear transform features	COMMENT
LOW⚡	mlperf-edu/reference/cloud/micro_gnn.py	85	# Step 2: Aggregate from neighbors via normalized adjacency	COMMENT
LOW	mlperf-edu/src/mlperf/cli.py	509	# Step 1: Python/System bounds check	COMMENT
LOW	mlperf-edu/src/mlperf/cli.py	541	# Step 3: Hardware Introspection	COMMENT
LOW	mlperf-edu/src/mlperf/cli.py	552	# Step 4: Payload estimations	COMMENT
LOW⚡	mlsysim/mlsysim/core/types.py	81	# Step 1: reject bare numbers for fields that should carry units.	COMMENT
LOW⚡	mlsysim/mlsysim/core/types.py	85	# Step 2: reject dimensionally-compatible but semantically-wrong aliases,	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	213	# Step 1: prefer an explicit plan topology, then hardware aggregate	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	220	# Step 2: refuse to floor partial nodes; that would silently change	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	227	# Step 3: use the most specific bandwidth source available.	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	234	# Step 4: compile the declarative plan into the Fleet object used by	COMMENT
LOW	mlsysim/mlsysim/engine/solvers/training.py	199	# Step 1: shard model state across model-parallel dimensions before	COMMENT
LOW	mlsysim/mlsysim/engine/solvers/training.py	222	# Step 2: activations scale with the local microbatch and layers owned by	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/chat_agent_Editor.js	22	// // Step 1: Insert the text at the current cursor position	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/chat_agent_Editor.js	25	// // Step 2: Move the cursor to the end of the inserted text	COMMENT
LOW	socratiq/src_shadow/js/libs/agents/key_terms_summary.js	135	// Step 1: Remove HTML tags and non-alphabetic characters, except spaces and dashes	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/key_terms_summary.js	178	// Step 1: Remove HTML tags	COMMENT
LOW⚡	socratiq/src_shadow/js/libs/agents/key_terms_summary.js	181	// Step 2: Remove specific phrases, case-insensitive	COMMENT
LOW⚡	interviews/vault/vault.py	661	# Step 1: Analyze	COMMENT
LOW	interviews/vault/vault.py	674	# Step 2: Generate figures	COMMENT
LOW	interviews/vault/vault.py	1350	# Step 1: Analyze (plan for more concepts than batch_size so we always have work)	COMMENT
LOW	interviews/vault/vault.py	1362	# Step 2: Generate	COMMENT
LOW	interviews/vault/vault.py	1374	# Step 3: Validate + Add	COMMENT
149 more matches not shown…

Cross-Language Confusion67 hits · 334 pts

Severity	File	Line	Snippet	Context
HIGH⚡	labs/tools/interaction_lab_smoke.py	356	roots.push(root);	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	364	const texts = roots.map((root) => root.body?.innerText \|\| root.textContent \|\| "");	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	430	if (!el \|\| seen.has(el)) continue;	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	435	if (rect.width <= 0 \|\| rect.height <= 0) continue;	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	438	targets.push({id, maxScroll});	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	486	const text = (el.innerText \|\| el.textContent \|\| '').trim().replace(/\\s+/g, ' ');	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	487	if (text && text.length < 3500 && !seenText.has(text)) {	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	489	textNodes.push(text);	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	498	if (!el \|\| seen.has(el)) continue;	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	503	if (rect.width <= 0 \|\| rect.height <= 0) continue;	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	504	targets.push({el, maxScroll});	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	512	positions.push(Math.min(y, target.maxScroll));	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	514	positions.push(target.maxScroll);	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	517	if (target.el === document.scrollingElement \|\| target.el === document.documentElement \|\| target.el === doc	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	520	chunks.push(capture());	CODE
HIGH⚡	labs/tools/interaction_lab_smoke.py	562	elements.push(el);	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	777	const text = (el.innerText \|\| el.textContent \|\| '').trim().replace(/\\s+/g, ' ');	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	780	if (!text \|\| rect.width <= 0 \|\| rect.height <= 0 \|\| style.display === 'none' \|\| style.visibility === 'hidd	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	788	labels.push(text);	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	887	const text = (el.innerText \|\| el.textContent \|\| '').trim().replace(/\\s+/g, ' ');	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	888	if (text && text.length < 2500 && !seen.has(text)) {	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	890	textNodes.push(text);	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	1113	const text = (label?.innerText \|\| label?.textContent \|\| input.value \|\| '').trim().replace(/\\s+/g, ' ');	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	1115	if (text && rect.width > 0 && rect.height > 0) {	STRING
HIGH⚡	labs/tools/interaction_lab_smoke.py	1116	candidates.push([index, text]);	STRING
HIGH	labs/tools/interaction_lab_smoke.py	591	const candidate = control.value \|\| control.getAttribute("value") \|\| control.textContent \|\| "";	STRING
HIGH	labs/tools/interaction_lab_smoke.py	636	roots.push(root);	STRING
HIGH	labs/tools/interaction_lab_smoke.py	765	roots.push(root);	STRING
HIGH	labs/tools/interaction_lab_smoke.py	819	roots.push(root);	STRING
HIGH	labs/tools/interaction_lab_smoke.py	829	const text = normalize(el.innerText \|\| el.textContent);	STRING
HIGH	labs/tools/interaction_lab_smoke.py	1280	searchFiltersRows: filtered > 0 && filtered < before,	STRING
HIGH	labs/tools/interaction_lab_smoke.py	1281	volumeFilterWorks: v2Rows > 0 && v2Rows < before,	STRING
HIGH	labs/vol1/lab_01_ml_intro.py	867	"source_model": "Accuracy(t) ~= Accuracy_0 - lambda * D(P_t \|\| P_0)",	STRING
HIGH	labs/vol1/lab_01_ml_intro.py	1507	"chapter_formulas": ("Accuracy(t) ~= Accuracy_0 - lambda * D(P_t \|\| P_0)", "T ~= D_vol/BW + O/(R_peak * eta_	STRING
HIGH	.github/workflows/contributors/update_contributors.py	152	- If both email addresses are not null, it prioritizes the one that does not contain 'noreply.github.com'.	STRING
HIGH	.github/scripts/visual_smoke.py	56	print("ERROR: playwright not installed. Run: pip install playwright && playwright install chromium", file=sys.stderr	CODE
HIGH	.github/scripts/visual_smoke.py	135	out.push({ href: l.href, status: r.status });	STRING
HIGH	.github/scripts/visual_smoke.py	137	out.push({ href: l.href, status: 0, error: String(e) });	STRING
HIGH	.github/scripts/visual_smoke.py	171	if (!collapse \|\| !toggler) return null;	STRING
HIGH	book/tools/audit/render_playwright_verify.py	117	"() => typeof MathJax !== 'undefined' && MathJax.startup && MathJax.startup.promise",	CODE
HIGH	book/tools/scripts/figure_audit_review.py	11	cd book/quarto && python3 -m http.server 8787	STRING
HIGH	book/tools/scripts/figure_audit_review.py	398	const hasFix=e.suggested_fix && e.suggested_fix!=='No fix needed.';	CODE
HIGH	book/tools/scripts/figure_audit_review.py	481	const b=new Blob([JSON.stringify(ap,null,2)],{{type:'application/json'}});	CODE
HIGH	book/tools/scripts/figure_audit_review.py	527	print(f"\n cd book/quarto && python3 -m http.server 8787")	CODE
HIGH⚡	…/margin_figures/render_margin_reader_alignment_html.py	799	let firstVisible = null;	CODE
HIGH⚡	…/margin_figures/render_margin_reader_alignment_html.py	802	const matchesQuery = !query \|\| card.dataset.search.includes(query);	CODE
HIGH⚡	…/margin_figures/render_margin_reader_alignment_html.py	804	const matchesReviewed = !reviewedOnly.checked \|\| card.dataset.review === 'true';	CODE
HIGH⚡	…/margin_figures/render_margin_reader_alignment_html.py	805	const matchesBridge = !bridgeOnly.checked \|\| card.dataset.status === 'bridge';	CODE
HIGH⚡	…/margin_figures/render_margin_reader_alignment_html.py	806	const visible = matchesQuery && matchesChapter && matchesReviewed && matchesBridge;	CODE
HIGH⚡	…/margin_figures/render_margin_reader_alignment_html.py	816	if (scrollToFirst && firstVisible) {{	CODE
HIGH	book/tools/scripts/maintenance/validate_inline_refs.py	663	print(f" ⚠ {qmd_path.name}:{qmd_line} — bare `{name}` in `{class_name}` (undefined)")	CODE
HIGH	book/cli/commands/maintenance.py	189	"[dim] Install manually with: pip install pre-commit && pre-commit install[/dim]\n"	CODE
HIGH	book/cli/commands/_pdf_checks.py	312	message=f'"{text}" appears in PDF text (LaTeX reference undefined)',	CODE
HIGH	mlperf-edu/reference/dataset_factory.py	254	"Download: cd data/movielens && curl -sL "	CODE
HIGH	mlperf-edu/reference/dataset_factory.py	256	"-o ml-100k.zip && unzip ml-100k.zip"	CODE
HIGH	mlperf-edu/reference/cloud/micro_gnn.py	170	"Download: cd data/cora && curl -sL "	CODE
HIGH	mlperf-edu/reference/cloud/micro_lstm.py	71	"Download: cd data/etth1 && curl -sL "	CODE
HIGH	mlperf-edu/reference/cloud/micro_bert.py	114	"Download: cd data/sst2 && curl -sL "	CODE
HIGH	mlperf-edu/reference/cloud/micro_bert.py	116	"-o SST-2.zip && unzip SST-2.zip"	CODE
HIGH	mlsysim/mlsysim/fmt.py	50	kind = "nan (0/0 or undefined)" if math.isnan(val) else "infinite (divide-by-zero)"	CODE
7 more matches not shown…

Hallucination Indicators21 hits · 275 pts

Severity	File	Line	Snippet	Context
CRITICAL	book/tools/audits/mlsysim_constants/vol2_inference.yaml	512	target_source: derive from mlsysim.models.Models.Language.Llama2_70B.size_in_bytes(BYTES_INT4)	CODE
CRITICAL	book/tools/audits/mlsysim_constants/vol2_inference.yaml	601	target_source: mlsysim.models.Models.Language.Llama2_70B.size_in_bytes(BYTES_FP16)	CODE
CRITICAL⚡	…ools/scripts/margin_figures/generate_margin_figures.py	700	v100_gib = Hardware.Cloud.V100.memory.capacity.m_as("GiB")	CODE
CRITICAL⚡	…ools/scripts/margin_figures/generate_margin_figures.py	713	v100_bw = Hardware.Cloud.V100.memory.bandwidth.m_as("GB/s")	CODE
CRITICAL⚡	…ools/scripts/margin_figures/generate_margin_figures.py	1162	load_ms = (10.0 / Hardware.Cloud.A100.interconnect.bandwidth.m_as(GB / second) * second).m_as(ms)	CODE
CRITICAL	…ools/scripts/margin_figures/generate_margin_figures.py	749	hbm_gb_s = Hardware.Cloud.H100.memory.bandwidth.m_as("GB/s")	CODE
CRITICAL	book/tests/test_mlsysim_registry_coverage.py	38	# ``Hardware.Cloud.H100.memory.capacity.m_as(GB)``. Resolve the registry object	COMMENT
CRITICAL	book/vscode-ext/src/extension.ts	301	if (!event.textEditor.document.uri.fsPath.endsWith('.qmd')) {	CODE
CRITICAL⚡	mlsysim/tests/test_solver_suite.py	51	from mlsysim.core.exceptions import OOMError	CODE
CRITICAL	mlsysim/tests/test_golden_regressions.py	186	h100_fp16_tflops = Hardware.Cloud.H100.compute.peak_flops.m_as("TFLOP/s")	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	45	assert Hardware.Cloud.V100.nvlink.bandwidth.m_as(GB / second) == 300.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	46	assert Hardware.Cloud.A100.nvlink.bandwidth.m_as(GB / second) == 600.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	47	assert Hardware.Cloud.H100.nvlink.bandwidth.m_as(GB / second) == 900.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	48	assert Hardware.Cloud.B200.nvlink.bandwidth.m_as(GB / second) == 1800.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	85	assert Hardware.Tech.Memory.DDR4_3200.bandwidth.m_as(GB / second) == pytest.approx(51.2)	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	86	assert Hardware.Tech.Memory.HBM2.bandwidth.m_as(GB / second) == pytest.approx(900)	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	87	assert Hardware.Tech.Memory.HBM3.bandwidth.m_as(GB / second) == pytest.approx(1600)	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	88	assert Hardware.Tech.Memory.GDDR6X.bandwidth.m_as(GB / second) == pytest.approx(760)	CODE
CRITICAL	mlsysim/mlsysim/cli/exceptions.py	24	from mlsysim.core.exceptions import OOMError	CODE
CRITICAL	mlsysim/mlsysim/viz/plots.py	306	peak_flops = fleet_system.node.accelerator.compute.peak_flops.to("TFLOPs/s").magnitude * fleet_system.count	CODE
CRITICAL	mlsysim/mlsysim/engine/solvers/performance.py	135	fleet.node.accelerator.compute.precision_flops.get(	CODE

Redundant / Tautological Comments195 hits · 270 pts

Severity	File	Line	Snippet	Context
LOW	labs/tests/test_protocol.py	108	# Check if it's inside a string (skip those)	COMMENT
LOW	instructors/check-links.sh	47	# Check if file exists	COMMENT
LOW⚡	scripts/audit_blocks.py	16	# Check if it uses mlsysim solvers or scenarios	COMMENT
LOW⚡	scripts/audit_blocks.py	20	# Check if it has suspicious manual math (+, -, *, /) that should be a solver	COMMENT
LOW	.github/workflows/infra-health-check.yml	290	# Check if any tools are missing and fail if so	COMMENT
LOW	.github/workflows/infra-health-check.yml	526	# Check if any tools are missing and fail if so	COMMENT
LOW	.github/workflows/book-publish-live.yml	724	# Check if dev commit exists and is valid	COMMENT
LOW	.github/workflows/book-publish-live.yml	962	# Check if workflow files are in the dev branch changes	COMMENT
LOW	.github/workflows/book-publish-live.yml	999	# Check if dev_commit is an ancestor of current main	COMMENT
LOW	.github/workflows/book-publish-live.yml	1605	# Check if there are actually changes to commit	COMMENT
LOW	.github/workflows/infra-container-linux.yml	246	# Check if we have the required permissions	COMMENT
LOW	.github/workflows/infra-container-linux.yml	258	# Check if secrets are available	COMMENT
LOW	.github/workflows/contributors/scan_contributors.py	452	# Output results	COMMENT
LOW	.github/workflows/contributors/update_contributors.py	166	# Check if either email is not null	COMMENT
LOW	book/setup.py	18	# Check if we're in a virtual environment	COMMENT
LOW	book/tools/setup/setup.sh	10	# Check if Python is installed	COMMENT
LOW	book/tools/setup/clean.sh	130	# Check if GC is needed	COMMENT
LOW	book/tools/audit/protected_contexts.py	234	# Check if this line closes the comment	STRING
LOW	book/tools/scripts/transform_pico_cells.py	175	# Check if body has structured sections already	COMMENT
LOW	book/tools/scripts/svg_polisher.py	44	# Check if text is roughly centered horizontally in this rect	COMMENT
LOW	book/tools/scripts/svg_polisher.py	64	# Check if it's almost horizontal	COMMENT
LOW	book/tools/scripts/svg_polisher.py	70	# Check if it's almost vertical	COMMENT
LOW	book/tools/scripts/images/remove_bg.py	37	# Set alpha to 0 (transparent) for white pixels	COMMENT
LOW	book/tools/scripts/images/manage_external_images.py	362	# Check if file already exists	COMMENT
LOW	book/tools/scripts/images/manage_images.py	52	# Check if it has SVG namespace or is an SVG element	COMMENT
LOW	book/tools/scripts/content/relocate_figures.py	87	# Check if this looks like a table row	COMMENT
LOW	book/tools/scripts/content/relocate_figures.py	449	# Check if relocation is needed	COMMENT
LOW	book/tools/scripts/content/relocate_figures.py	468	# Check if target would actually move the element closer	COMMENT
LOW	book/tools/scripts/content/relocate_figures.py	660	# Read the file	COMMENT
LOW	book/tools/scripts/content/section_splitter.py	114	# Check if unnumbered	COMMENT
LOW	book/tools/scripts/content/section_splitter.py	361	# Check if this is a real section header	COMMENT
LOW	book/tools/scripts/content/format_div_spacing.py	221	# Check if we need to insert a blank line before this line	COMMENT
LOW	book/tools/scripts/content/fix_abbreviations.py	159	# Check if this first use includes the expansion	COMMENT
LOW	book/tools/scripts/content/validate_tables.py	76	# Check if next line is also a table row or if this is the end	COMMENT
LOW	book/tools/scripts/content/validate_tables.py	204	# Check if this cell spans multiple rows	COMMENT
LOW	book/tools/scripts/content/validate_tables.py	206	# Check if next line is a continuation (not a border)	COMMENT
LOW	book/tools/scripts/content/validate_tables.py	479	# Print results	COMMENT
LOW	book/tools/scripts/content/format_tables.py	157	# Check if next line is a border	COMMENT
LOW	book/tools/scripts/content/format_tables.py	307	# Check if it's primarily numeric	COMMENT
LOW	book/tools/scripts/content/format_tables.py	348	# Check if header matches bold indicators	COMMENT
LOW	book/tools/scripts/content/format_tables.py	370	# Check if mostly numeric (data table)	COMMENT
LOW	book/tools/scripts/content/format_tables.py	383	# Check if descriptive (multi-word = comparison table)	COMMENT
LOW	book/tools/scripts/content/format_tables.py	731	# Check if any data lines differ (catches alignment changes)	COMMENT
LOW	book/tools/scripts/content/format_tables.py	540	# Check if adding this part would exceed max_width	STRING
LOW	book/tools/scripts/content/format_tables.py	571	# Check if any cell needs wrapping	STRING
LOW	book/tools/scripts/content/check_tikz_spelling.py	321	# Check if aspell is available	STRING
LOW	book/tools/scripts/content/check_tikz_spelling.py	451	# Check if aspell is available	COMMENT
LOW	book/tools/scripts/content/check_tikz_spelling.py	470	# Print results	COMMENT
LOW	book/tools/scripts/content/check_prose_spelling.py	216	# Check if any part of this line is prose	COMMENT
LOW	book/tools/scripts/content/check_prose_spelling.py	438	# Check if aspell is available	COMMENT
LOW	book/tools/scripts/content/check_prose_spelling.py	470	# Print results	COMMENT
LOW	book/tools/scripts/content/fix_numbers.py	183	# Check if we're at a single digit 1-9	COMMENT
LOW	book/tools/scripts/content/fix_numbers.py	230	# Check if this looks like a markdown ordered list item	COMMENT
LOW	book/tools/scripts/content/fix_numbers.py	325	# Check if preceded by a numbered label word (e.g. "Layer 3", "Step 5")	COMMENT
LOW	book/tools/scripts/content/fix_bibliography.py	117	# Check if it's an arXiv preprint	COMMENT
LOW⚡	book/tools/scripts/content/fix_capitalization.py	65	# Check if inside bold definition: Term or *Term*	COMMENT
LOW⚡	book/tools/scripts/content/fix_capitalization.py	73	# Check if at start of sentence	COMMENT
LOW⚡	book/tools/scripts/content/fix_capitalization.py	82	# Check if inside inline math $...$	COMMENT
LOW⚡	book/tools/scripts/content/fix_capitalization.py	97	# Check if inside \index{...}	COMMENT
LOW⚡	book/tools/scripts/content/fix_capitalization.py	104	# Check if "Iron Law of Processor Performance" (H&P reference — keep caps)	COMMENT
135 more matches not shown…

AI Slop Vocabulary116 hits · 267 pts

Severity	File	Line	Snippet	Context
MEDIUM	shared/styles/partials/_tables.scss	83	#tbl-paradigm-evolution {	COMMENT
MEDIUM	.github/workflows/infra-health-check.yml	680	# Capture raw output with timestamps using a more robust method	COMMENT
MEDIUM	.github/workflows/mlperf-edu-validate-dev.yml	3	# Fast validation for the educational MLPerf harness. The actual CI job runs	COMMENT
MEDIUM	.github/workflows/book-publish-live.yml	1625	# Commit with comprehensive validation	COMMENT
LOW	.github/workflows/update-contributors.yml	35	# every directory automatically — to add a new project just add an entry	COMMENT
MEDIUM	.github/workflows/infra-cloudflare-purge.yml	31	# next request. "Purge everything" is the simpler, more robust default.	COMMENT
MEDIUM	book/tools/audit/lego_focal_analysis.json	1668	"focal_hint": "## Serving Paradigm {#sec-model-serving-serving-paradigm-963",	CODE
MEDIUM	book/tools/scripts/content/check_prose_spelling.py	360	# Additional comprehensive technical terms (auto-generated from book content)	COMMENT
MEDIUM	book/tools/scripts/content/manage_captions.py	1063	# Apply comprehensive quality improvements	STRING
MEDIUM⚡	book/tools/scripts/publish/publish.sh	6	# A comprehensive manual publishing tool for the MLSysBook textbook	COMMENT
MEDIUM	book/tools/scripts/maintenance/repo_health_check.py	52	"""Get comprehensive repository statistics"""	STRING
MEDIUM	book/tools/scripts/maintenance/repo_health_check.py	366	"""Display comprehensive health report"""	STRING
MEDIUM	book/tools/scripts/quizzes/generate_quizzes.py	274	// correctly leverage (use without redefining)	COMMENT
MEDIUM	…ols/scripts/quizzes/_audit/security_privacy_audit.json	53	"section_id": "#sec-security-privacy-comprehensive-defense-architectures-48ab",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	47	"section_id": "#sec-robust-ai-environmental-shifts-a2cf",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	53	"section_id": "#sec-robust-ai-adversarial-attack-detection-defense-19d3",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	59	"section_id": "#sec-robust-ai-data-poisoning-defenses-d070",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	81	"section_id": "#sec-robust-ai-introduction-robust-ai-systems-4671",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	89	"section_id": "#sec-robust-ai-unified-framework-robust-ai-b25d",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	97	"section_id": "#sec-robust-ai-environmental-shifts-a2cf",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	105	"section_id": "#sec-robust-ai-inputlevel-attacks-model-robustness-d6ea",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	113	"section_id": "#sec-robust-ai-adversarial-attack-detection-defense-19d3",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	121	"section_id": "#sec-robust-ai-data-poisoning-defenses-d070",	CODE
MEDIUM⚡	book/tools/scripts/quizzes/_audit/robust_ai_audit.json	129	"section_id": "#sec-robust-ai-data-poisoning-defenses-d070",	CODE
MEDIUM	book/tools/scripts/quizzes/_audit/ml_systems_audit.json	70	"section_id": "#sec-ml-systems-deployment-paradigm-framework-0d25",	CODE
MEDIUM	book/tools/scripts/quizzes/_audit/ml_systems_audit.json	78	"section_id": "#sec-ml-systems-deployment-paradigm-framework-0d25",	CODE
MEDIUM	book/tools/scripts/quizzes/_audit/ml_systems_audit.json	150	"section_id": "#sec-ml-systems-comparative-analysis-paradigm-selection-bf66",	CODE
MEDIUM	…/tools/scripts/quizzes/_audit/model_serving_audit.json	51	"section_id": "#sec-model-serving-serving-paradigm-9634",	CODE
MEDIUM	…ls/scripts/quizzes/_audit/edge_intelligence_audit.json	46	"section_id": "#sec-edge-intelligence-distributed-learning-paradigm-shift-883d",	CODE
MEDIUM	…ls/scripts/quizzes/_audit/edge_intelligence_audit.json	86	"section_id": "#sec-edge-intelligence-distributed-learning-paradigm-shift-883d",	CODE
MEDIUM	book/cli/commands/validate.py	2027	# (Li et al. 2020): A distributed training paradigm…" — the cite	COMMENT
MEDIUM	book/cli/commands/doctor.py	34	"""Run comprehensive health check.	STRING
MEDIUM	…/vol2/edge_intelligence/edge_intelligence_quizzes.json	15	"section_id": "#sec-edge-intelligence-distributed-learning-paradigm-shift-883d",	CODE
MEDIUM	…ts/vol2/security_privacy/security_privacy_quizzes.json	441	"section_id": "#sec-security-privacy-comprehensive-defense-architectures-48ab",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	15	"section_id": "#sec-robust-ai-introduction-robust-ai-systems-4671",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	85	"section_id": "#sec-robust-ai-realworld-robustness-failures-c119",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	149	"section_id": "#sec-robust-ai-unified-framework-robust-ai-b25d",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	219	"section_id": "#sec-robust-ai-environmental-shifts-a2cf",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	290	"section_id": "#sec-robust-ai-inputlevel-attacks-model-robustness-d6ea",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	367	"section_id": "#sec-robust-ai-input-attack-detection-defense-19d3",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	431	"section_id": "#sec-robust-ai-data-poisoning-defenses-d070",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	495	"section_id": "#sec-robust-ai-fallacies-pitfalls-087e",	CODE
MEDIUM	…/quarto/contents/vol2/robust_ai/robust_ai_quizzes.json	539	"section_id": "#sec-robust-ai-summary-a274",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	10	"section_id": "#sec-robust-ai-introduction-robust-ai-systems-4671",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	66	"section_id": "#sec-robust-ai-realworld-robustness-failures-c119",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	121	"section_id": "#sec-robust-ai-unified-framework-robust-ai-b25d",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	176	"section_id": "#sec-robust-ai-hardware-faults-cf22",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	237	"section_id": "#sec-robust-ai-intentional-input-manipulation-6b2a",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	293	"section_id": "#sec-robust-ai-environmental-shifts-a2cf",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	348	"section_id": "#sec-robust-ai-robustness-evaluation-tools-6b64",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	397	"section_id": "#sec-robust-ai-inputlevel-attacks-model-robustness-d6ea",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	459	"section_id": "#sec-robust-ai-software-faults-889e",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	514	"section_id": "#sec-robust-ai-fault-injection-tools-frameworks-fc07",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	563	"section_id": "#sec-robust-ai-fallacies-pitfalls-087e",	CODE
MEDIUM	…/contents/vol2/robust_ai/footnote_context_quizzes.json	612	"section_id": "#sec-robust-ai-summary-a274",	CODE
MEDIUM	…o/contents/vol1/introduction/introduction_quizzes.json	71	"section_id": "#sec-introduction-datacentric-paradigm-shift-4eca",	CODE
MEDIUM	…o/contents/vol1/introduction/introduction_quizzes.json	133	"section_id": "#sec-introduction-ai-paradigm-evolution-ae2b",	CODE
MEDIUM	…contents/vol1/model_serving/model_serving_quizzes.json	15	"section_id": "#sec-model-serving-serving-paradigm-9634",	CODE
MEDIUM	…quarto/contents/vol1/ml_systems/frontiers_quizzes.json	391	"section_id": "#sec-ml-systems-paradigm-selection-c17d",	CODE
MEDIUM	…uarto/contents/vol1/ml_systems/ml_systems_quizzes.json	15	"section_id": "#sec-ml-systems-deployment-paradigm-framework-0d25",	CODE
56 more matches not shown…

Cross-File Repetition47 hits · 235 pts

Severity	File	Snippet	Context
HIGH	labs/vol2/lab_10_inference.py	<div style="overflow-x:auto; margin:10px 0;"> <table style="width:100%; border-collapse:collapse; font-size:0.86rem;"> <	STRING
HIGH	labs/vol2/lab_14_robust_ai.py	<div style="overflow-x:auto; margin:10px 0;"> <table style="width:100%; border-collapse:collapse; font-size:0.86rem;"> <	STRING
HIGH	labs/vol2/lab_09_perf_engineering.py	<div style="overflow-x:auto; margin:10px 0;"> <table style="width:100%; border-collapse:collapse; font-size:0.86rem;"> <	STRING
HIGH	labs/vol1/lab_14_ml_ops.py	<div style="padding:16px; border:{border_style}; border-radius:10px; min-width:150px; text-align:center; background:whit	STRING
HIGH	labs/vol1/lab_15_responsible_engr.py	<div style="padding:16px; border:{border_style}; border-radius:10px; min-width:150px; text-align:center; background:whit	STRING
HIGH	labs/vol1/lab_16_ml_conclusion.py	<div style="padding:16px; border:{border_style}; border-radius:10px; min-width:150px; text-align:center; background:whit	STRING
HIGH	book/tools/scripts/content/fix_percent.py	process a single qmd file. returns count of replacements.	STRING
HIGH	book/tools/scripts/content/fix_emdash.py	process a single qmd file. returns count of replacements.	STRING
HIGH	book/tools/scripts/content/fix_numbers.py	process a single qmd file. returns count of replacements.	STRING
HIGH	book/tools/scripts/content/fix_capitalization.py	process a single qmd file. returns count of replacements.	STRING
HIGH	book/tests/test_fmt_prose_contract.py	```{{python}} #\| echo: false class c: {assigns} ``` {prose}	STRING
HIGH	book/tests/test_lego_prose_units.py	```{{python}} #\| echo: false class c: {assigns} ``` {prose}	STRING
HIGH	book/tests/test_codemod_fmt.py	```{{python}} #\| echo: false class c: {assigns} ``` {prose}	STRING
HIGH	tinytorch/src/16_compression/16_compression.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/01_tensor/01_tensor.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/11_embeddings/11_embeddings.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/15_quantization/15_quantization.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/18_memoization/18_memoization.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/05_dataloader/05_dataloader.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/20_capstone/20_capstone.py	## 🧪 module integration test final validation that everything works together correctly before module completion.	STRING
HIGH	tinytorch/src/16_compression/16_compression.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/02_activations/02_activations.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/08_training/08_training.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/01_tensor/01_tensor.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/11_embeddings/11_embeddings.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/15_quantization/15_quantization.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/13_transformers/13_transformers.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/07_optimizers/07_optimizers.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/05_dataloader/05_dataloader.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/20_capstone/20_capstone.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/03_layers/03_layers.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/04_losses/04_losses.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/12_attention/12_attention.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/10_tokenization/10_tokenization.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/18_memoization/18_memoization.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/14_profiling/14_profiling.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/09_convolutions/09_convolutions.py	🧪 module test: complete integration comprehensive test of entire spatial module functionality. this final test runs befo	STRING
HIGH	tinytorch/src/02_activations/02_activations.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/04_losses/04_losses.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/12_attention/12_attention.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/08_training/08_training.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/13_transformers/13_transformers.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/07_optimizers/07_optimizers.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/14_profiling/14_profiling.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/09_convolutions/09_convolutions.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/03_layers/03_layers.py	## 🧪 module integration test final validation that everything works together correctly.	STRING
HIGH	tinytorch/src/06_autograd/06_autograd.py	## 🧪 module integration test final validation that everything works together correctly.	STRING

Modern AI Meta-Vocabulary77 hits · 212 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	labs/vol2/lab_10_inference.py	12	# guardrails at the same time.	COMMENT
MEDIUM	labs/vol2/lab_02_compute_infra.track-plan.md	25	\| Part D \| `#sec-compute-summary`, `#sec-compute-fallacies-pitfalls`, `#sec-compute-emerging` \| A defensible infrastruct	CODE
MEDIUM	labs/vol2/lab_13_security_privacy.track-plan.md	28	\| Part D \| `#sec-security-privacy-dp-decision-framework-c4a8`, `#sec-security-privacy-fallacies-pitfalls-0c20`, `#tbl-se	CODE
MEDIUM	labs/vol2/lab_05_dist_train.track-plan.md	21	\| Part D \| `#sec-distributed-training-systems-systems-parallelism-strategy-comparison-d92a`, `#sec-distributed-training-	CODE
MEDIUM	labs/vol2/lab_06_collective_communication.track-plan.md	23	\| Part D \| `#sec-communication-collective-operations-collective-operations-fallacies-pitfalls-9cd0`, `#sec-communication	CODE
MEDIUM	labs/vol2/lab_12_ops_scale.track-plan.md	22	\| Part D \| `#tbl-self-service-deployment-invariants`, `#sec-ml-operations-scale-resource-management-5550`, `#sec-ml-oper	CODE
MEDIUM⚡	labs/vol2/lab_11_edge_intelligence.py	25	# Energy, memory, privacy, update, and quality guardrails must all pass.	COMMENT
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	22	\| Opening \| `#sec-fleet-orchestration-introduction`, `#sec-fleet-orchestration-objectives` \| Orchestration decides who g	CODE
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	23	\| Part A \| `#sec-fleet-orchestration-objectives`, `#nbk-fleet-orchestration-queuing-theory-gpu-clusters`, fallacy "Treat	CODE
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	24	\| Part B \| `#sec-fleet-orchestration-burst-capacity`, `#sec-fleet-orchestration-preemption-cascades`, custom scheduler s	CODE
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	25	\| Part C \| `#sec-fleet-orchestration-bin-packing`, `#sec-fleet-orchestration-placement-algorithms`, `#sec-fleet-orchestr	CODE
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	26	\| Part D \| `#sec-fleet-orchestration-fair-share-multi`, `#sec-fleet-orchestration-resource-accounting`, `#sec-fleet-orch	CODE
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	26	\| Part D \| `#sec-fleet-orchestration-fair-share-multi`, `#sec-fleet-orchestration-resource-accounting`, `#sec-fleet-orch	CODE
MEDIUM⚡	labs/vol2/lab_08_fleet_orch.track-plan.md	27	\| Synthesis \| `#sec-fleet-orchestration-summary`, "From orchestration to optimization" \| The orchestration decision beco	CODE
MEDIUM	labs/vol2/lab_03_communication.track-plan.md	18	\| Part D \| `#sec-network-fabrics-monitoring`, `#sec-network-fabrics-summary`, `#sec-network-fabrics-fallacies` \| A commu	CODE
MEDIUM	book/tools/audit/margin_figure_reader_link_audit.md	5102	### 120. vol2/conclusion @ line 303: Future efficiency needs hardware, algorithm, and orchestration gains together.	COMMENT
MEDIUM	book/tools/audit/margin_figure_reader_link_audit.md	6498	307 ::: {#nbk-fleet-orchestration-queuing-theory-gpu-clusters .callout-notebook title="The queuing theory of GPU cluste	CODE
MEDIUM	book/tools/audit/margin_figure_reader_link_audit.md	6541	556 ::: {#dfn-fleet-orchestration-priority-inversion .callout-definition title="Priority inversion"}	CODE
MEDIUM	book/tools/scripts/quizzes/generate_quizzes.py	55	# Local scaffolding	COMMENT
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	41	"section_id": "#sec-fleet-orchestration-paradigms",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	47	"section_id": "#sec-fleet-orchestration-serving",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	53	"section_id": "#sec-fleet-orchestration-serving",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	61	"section_id": "#sec-fleet-orchestration-serving",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	67	"section_id": "#sec-fleet-orchestration-custom-schedulers",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	88	"section_id": "#sec-fleet-orchestration-paradigms",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	96	"section_id": "#sec-fleet-orchestration-paradigms",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	104	"section_id": "#sec-fleet-orchestration-topology-aware",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	112	"section_id": "#sec-fleet-orchestration-elastic-training",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	120	"section_id": "#sec-fleet-orchestration-cost-optimization",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	128	"section_id": "#sec-fleet-orchestration-custom-schedulers",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	136	"section_id": "#sec-fleet-orchestration-multi-tenancy",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	144	"section_id": "#sec-fleet-orchestration-debugging",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	152	"section_id": "#sec-fleet-orchestration-fallacies",	CODE
MEDIUM⚡	…/scripts/quizzes/_audit/fleet_orchestration_audit.json	160	"section_id": "#sec-fleet-orchestration-summary",	CODE
MEDIUM	book/cli/commands/validate.py	240	# Existing bibliography citations inside scaffolding blocks. New citations in	COMMENT
MEDIUM	book/cli/commands/validate.py	241	# Purpose, learning objectives, or takeaways fail `refs.scaffold-citations`.	COMMENT
MEDIUM	book/cli/commands/validate.py	3679	# Frontmatter is allowed to contain non-book scaffolding; all book	COMMENT
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	15	"section_id": "#sec-fleet-orchestration-introduction",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	85	"section_id": "#sec-fleet-orchestration-paradigms",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	161	"section_id": "#sec-fleet-orchestration-topology-aware",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	238	"section_id": "#sec-fleet-orchestration-elastic-training",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	314	"section_id": "#sec-fleet-orchestration-cost-optimization",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	384	"section_id": "#sec-fleet-orchestration-custom-schedulers",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	460	"section_id": "#sec-fleet-orchestration-serving",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	542	"section_id": "#sec-fleet-orchestration-multi-tenancy",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	618	"section_id": "#sec-fleet-orchestration-debugging",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	694	"section_id": "#sec-fleet-orchestration-fallacies",	CODE
MEDIUM	…2/fleet_orchestration/fleet_orchestration_quizzes.json	740	"section_id": "#sec-fleet-orchestration-summary",	CODE
MEDIUM	mlperf-edu/scripts/smoke_iter8_compression.py	118	# quantizable in this scaffold) cap the achievable ratio at ~6x for	COMMENT
MEDIUM	mlperf-edu/scripts/orchestration/auto_trainer.py	94	# RAG agent: query tokens in, targets for the augmented context	COMMENT
MEDIUM	mlperf-edu/reference/dataset_factory.py	459	# RAG and ToolCall still use language data but with agent-specific framing	COMMENT
MEDIUM	mlperf-edu/reference/cloud/nanogpt_decode_spec.py	137	# For the scaffold we accept Han's simplification: trust the verify	COMMENT
MEDIUM	mlperf-edu/reference/cloud/nanogpt_decode_spec.py	152	# Truncate target_kv to accepted prefix (scaffold simplification:	COMMENT
MEDIUM	site/newsletter/cli/README.md	32	news new <slug> # scaffold a new draft from the template	CODE
MEDIUM	mlsysim/mlsysim/cli/commands/eval.py	65	# Use SystemEvaluator to decouple orchestration from CLI	COMMENT
MEDIUM	mlsysim/mlsysim/cli/commands/eval.py	144	# Use SystemEvaluator to decouple orchestration from CLI	COMMENT
MEDIUM	mlsysim/mlsysim/engine/resolver_factory.py	34	# prefixed intermediates are skipped as non-instantiable scaffolding.	COMMENT
MEDIUM⚡	interviews/staffml/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	interviews/staffml/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	interviews/staffml/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
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Self-Referential Comments75 hits · 211 pts

Severity	File	Line	Snippet	Context
MEDIUM	design-grammar/rewrite-rules.yml	4	# This file is the playbook: behavior-preserving transformations that change	COMMENT
MEDIUM	.github/workflows/book-publish-live.yml	1988	# Create a basic fallback release notes file	COMMENT
MEDIUM	.github/workflows/book-publish-live.yml	2062	# Create the release as a DRAFT for manual editing	COMMENT
MEDIUM	.github/workflows/tinytorch-publish-live.yml	750	# Create the release as draft	COMMENT
MEDIUM	.github/workflows/contributors/update_contributors.py	277	# Create a combined key using username and email_address to handle	COMMENT
MEDIUM	book/tools/scripts/convert_icons.py	15	# Create a white background image for PDF to avoid alpha channel issues in some PDF viewers/printers	COMMENT
MEDIUM	book/tools/scripts/utilities/count_footnotes.sh	3	# Define the search directory	COMMENT
MEDIUM	book/tools/scripts/utilities/analyze_footnotes.sh	47	# Create a temporary file to store filename and footnote count pairs	COMMENT
MEDIUM⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	2891	# Create a copy of the data to modify	COMMENT
MEDIUM⚡	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	6326	# Create a temporary args object for this file	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	511	# Create the evaluation prompt	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	2544	# Create a custom system prompt that includes the user's instructions	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	2842	# Create a copy of the data to modify	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4392	# Create a balanced distribution of answer positions	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	4441	# Create a temporary placeholder to avoid double-swapping	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	5075	# Create a mapping of file names to their position in the book	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	5099	# Create a mapping of file names to their position in the book	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	5248	# Create a thread-local copy of args to avoid race conditions	COMMENT
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	1974	# Create a mapping from chapter name to number	STRING
MEDIUM⚡	book/quarto/config/shared/html/announcement.yml	4	# This file is kept as a no-op so old references (if any) don't 404 the	COMMENT
MEDIUM	book/quarto/scripts/epub_postprocess.py	469	# Create a temporary output file	COMMENT
MEDIUM	mlperf-edu/examples/lab2_inference_sut.py	80	# Create a dummy input prompt (in production, decode from dataset)	COMMENT
MEDIUM	mlsysim/mlsysim/sim/simulations.py	79	# Create a virtual fleet for the solver if scenario is single-node	COMMENT
MEDIUM⚡	interviews/vault-cli/tests/test_book_refs.py	81	# Create the book tree (so link-check is active) but NOT the chapter.	COMMENT
MEDIUM	tinytorch/tests/16_compression/test_compressor_core.py	47	# Create a simple model with known sparsity	COMMENT
MEDIUM	tinytorch/tests/01_tensor/test_tensor_core.py	310	# Create a 1000×1000 tensor (1 million elements)	COMMENT
MEDIUM	tinytorch/tests/integration/test_cnn_integration.py	26	# Create a simple 3x3 image with a known pattern	COMMENT
MEDIUM	tinytorch/tests/integration/test_cnn_integration.py	33	# Create a vertical edge detector kernel	COMMENT
MEDIUM	tinytorch/tests/integration/test_cnn_integration.py	207	# Create a simple loss (sum of all outputs)	COMMENT
MEDIUM	…torch/tests/integration/test_optimizers_integration.py	34	# Create a simple linear layer	COMMENT
MEDIUM	…torch/tests/integration/test_optimizers_integration.py	45	# Create a simple loss (sum of outputs)	COMMENT
MEDIUM	tinytorch/tests/07_optimizers/test_optimizer_core.py	62	# Create a simple parameter	COMMENT
MEDIUM⚡	tinytorch/tests/14_profiling/test_profiler_core.py	69	# Create a simple model	COMMENT
MEDIUM	tinytorch/tests/environment/test_setup_validation.py	102	# Create a simple plot	COMMENT
MEDIUM	…nytorch/tests/regression/test_transformer_reshaping.py	247	# Import required modules for testing	COMMENT
MEDIUM	…nytorch/tests/regression/test_transformer_reshaping.py	251	# Create a simple mock if not available	COMMENT
MEDIUM	tinytorch/tests/03_layers/test_03_layers_progressive.py	355	# Create a simple custom layer for testing	STRING
MEDIUM	tinytorch/tests/03_layers/test_03_layers_progressive.py	427	# Create a layer that actually works with tensors	STRING
MEDIUM	…milestones/01_1958_perceptron/01_rosenblatt_forward.py	178	# Create a simple scatter plot	COMMENT
MEDIUM	…/milestones/06_2018_mlperf/01_optimization_olympics.py	358	# Create a copy for pruning	COMMENT
MEDIUM	tinytorch/tito/core/status_analyzer.py	265	# Create a temporary file to test import	COMMENT
MEDIUM	tinytorch/tito/commands/setup.py	549	# Create a dummy Namespace for login command arguments	COMMENT
MEDIUM	tinytorch/tito/commands/setup.py	585	# Create a dummy Namespace for login command arguments	COMMENT
MEDIUM	tinytorch/tito/commands/system/logo.py	34	# Create the explanation text	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	135	# Create a model and analyze its weights	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	1419	# Create a simple model (Linear already imported above)	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	1761	# Create a realistic model with explicit layers - students see the architecture	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	1921	# Create a model	COMMENT
MEDIUM	tinytorch/src/04_losses/04_losses.py	1025	# Create a range of prediction errors for analysis	COMMENT
MEDIUM	tinytorch/src/08_training/08_training.py	1724	# Create a simple model	COMMENT
MEDIUM	tinytorch/src/08_training/08_training.py	1826	# Create a simple model using REAL Linear layer	COMMENT
MEDIUM	tinytorch/src/01_tensor/01_tensor.py	1632	# Create a moderately-sized matrix (large enough to show cache effects)	COMMENT
MEDIUM	tinytorch/src/19_benchmarking/19_benchmarking.py	4060	# Create a simple model and input	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1184	# Create a simple model	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1292	# Create a linear layer	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1992	# Create a simple model	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	2153	# Create a realistic model using explicit composition (Sequential from tinytorch.core.layers)	COMMENT
MEDIUM	tinytorch/src/18_memoization/18_memoization.py	1240	# Create a real cache for testing	COMMENT
MEDIUM	tinytorch/src/18_memoization/18_memoization.py	1404	# Create a minimal mock model that returns random logits	COMMENT
MEDIUM	tinytorch/src/18_memoization/18_memoization.py	1608	# Create a mock transformer-like object for testing	COMMENT
15 more matches not shown…

Modern Structural Boilerplate117 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW	labs/mlsysbook_labs/capstone.py	301	__all__ = [	CODE
LOW	labs/mlsysbook_labs/variants.py	4045	__all__ = [	CODE
LOW	labs/mlsysbook_labs/data_pipeline.py	309	__all__ = [	CODE
LOW	labs/mlsysbook_labs/tracks.py	143	__all__ = [	CODE
LOW	labs/mlsysbook_labs/style.py	7	__all__ = [	CODE
LOW	labs/mlsysbook_labs/legacy_components.py	16	__all__ = [	CODE
LOW	labs/mlsysbook_labs/deployment.py	382	__all__ = [	CODE
LOW	labs/mlsysbook_labs/serving.py	429	__all__ = [	CODE
LOW	labs/mlsysbook_labs/registry_refs.py	32	__all__ = ["resolve_mlsysim_ref"]	CODE
LOW	labs/mlsysbook_labs/track_arcs.py	293	__all__ = [	CODE
LOW	labs/mlsysbook_labs/__init__.py	321	__all__ = [	CODE
LOW	labs/mlsysbook_labs/ops.py	308	__all__ = [	CODE
LOW	labs/mlsysbook_labs/architecture.py	402	__all__ = [	CODE
LOW	labs/mlsysbook_labs/triad.py	196	__all__ = [	CODE
LOW	labs/mlsysbook_labs/frameworks.py	380	__all__ = [	CODE
LOW	labs/mlsysbook_labs/selection.py	399	__all__ = [	CODE
LOW	labs/mlsysbook_labs/workflow.py	264	__all__ = [	CODE
LOW	labs/mlsysbook_labs/migration.py	163	__all__ = [	CODE
LOW	labs/mlsysbook_labs/neural_compute.py	323	__all__ = [	CODE
LOW	labs/mlsysbook_labs/training.py	401	__all__ = [	CODE
LOW	labs/mlsysbook_labs/responsibility.py	419	__all__ = [	CODE
LOW	labs/mlsysbook_labs/state.py	5	__all__ = ["DesignLedger", "LedgerState"]	CODE
LOW	labs/mlsysbook_labs/system_design.py	953	__all__ = [	STRING
LOW	.github/workflows/contributors/add_contributor.py	152	def set_output(name: str, value: object) -> None:	CODE
LOW	book/tools/audit/spurious_zero.py	18	__all__ = [	CODE
LOW	book/tools/figures/style.py	81	def set_book_style() -> None:	CODE
LOW	book/tools/figures/__init__.py	12	__all__ = [	CODE
LOW	book/tools/scripts/images/manage_external_images.py	64	logger = logging.getLogger(__name__)	CODE
LOW	…k/tools/scripts/maintenance/update_texlive_packages.py	42	logger = logging.getLogger(__name__)	CODE
LOW	book/cli/core/config.py	197	def _setup_index_symlink(self, volume: str) -> None:	CODE
LOW	book/cli/commands/build.py	1152	def _setup_fast_build_mode(self, config_file: Path, chapter_files: List[Path]) -> None:	CODE
LOW	book/cli/commands/build.py	1193	def _setup_html_fast_build(self, config_file: Path, chapter_files: List[Path], original_content: str) -> None:	CODE
LOW	book/cli/commands/build.py	1252	def _setup_pdf_fast_build(self, config_file: Path, chapter_files: List[Path], original_content: str) -> None:	CODE
LOW	book/cli/commands/build.py	1497	def _setup_epub_fast_build(self, config_file: Path, chapter_files: List[Path], original_content: str) -> None:	CODE
LOW	book/quarto/publish/compress_pdf.py	60	def _setup_logging(self) -> None:	CODE
LOW	book/quarto/publish/compress_epub.py	58	def _setup_logging(self) -> None:	CODE
LOW	mlperf-edu/reference/distributed/ddp_runner.py	27	def _set_default_gloo_interface() -> None:	CODE
LOW	mlperf-edu/src/mlperf/__init__.py	8	__all__ = ["Referee", "TrainingResult", "PowerProfiler", "PowerMeter", "IntrospectionEngine"]	CODE
LOW	mlperf-edu/src/mlperf/edu_cli.py	1032	def update_measurement_manifest(report: dict[str, Any], report_path: Path, manifest_value: Any) -> None:	CODE
LOW	site/newsletter/cli/core/buttondown.py	30	logger = logging.getLogger(__name__)	CODE
LOW⚡	site/newsletter/cli/commands/pull.py	40	logger = logging.getLogger(__name__)	CODE
LOW	site/newsletter/cli/commands/set_author.py	31	logger = logging.getLogger(__name__)	CODE
LOW	site/newsletter/cli/commands/status.py	16	logger = logging.getLogger(__name__)	CODE
LOW	site/newsletter/cli/commands/push.py	35	logger = logging.getLogger(__name__)	CODE
LOW	mlsysim/mlsysim/labs/__init__.py	31	__all__ = [	CODE
LOW	mlsysim/mlsysim/platforms/__init__.py	6	__all__ = ["Platforms", "PlatformEnvelope"]	CODE
LOW	mlsysim/mlsysim/core/units.py	10	__all__ = [	CODE
LOW	mlsysim/mlsysim/core/optimization/__init__.py	3	__all__ = [	CODE
LOW	mlsysim/mlsysim/core/registry/__init__.py	71	__all__ = [	CODE
LOW	mlsysim/mlsysim/core/registry/plugin_manager.py	5	logger = logging.getLogger(__name__)	CODE
LOW	mlsysim/mlsysim/literature/__init__.py	3	__all__ = ["Literature"]	CODE
LOW	mlsysim/mlsysim/datasets/__init__.py	6	__all__ = ["Datasets", "DatasetProfile"]	CODE
LOW	mlsysim/mlsysim/models/importer.py	11	logger = logging.getLogger(__name__)	CODE
LOW	mlsysim/mlsysim/ops/__init__.py	3	__all__ = ["Ops"]	CODE
LOW	mlsysim/mlsysim/physics/__init__.py	72	__all__ = [	CODE
LOW	mlsysim/mlsysim/physics/quantities.py	22	__all__ = [	CODE
LOW	mlsysim/mlsysim/reference_stats/__init__.py	3	__all__ = ["ReferenceStats"]	CODE
LOW	mlsysim/mlsysim/engine/results.py	18	__all__ = [	CODE
LOW	mlsysim/mlsysim/engine/resolver_factory.py	5	logger = logging.getLogger(__name__)	CODE
LOW	mlsysim/mlsysim/engine/engine.py	11	__all__ = ["PerformanceProfile", "Engine"]	CODE
57 more matches not shown…

Docstring Block Structure13 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	book/tools/scripts/content/manage_captions.py	1559	Detect code-generated figures (R/Python blocks). Format: ```{r} #\| label: fig-	STRING
HIGH	book/tools/scripts/content/manage_captions.py	1633	Detect table captions. Supports both formats: - Old: : Caption text {#tbl-id} - New: C	STRING
HIGH	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	1462	Add or update the 'quiz' key in a QMD file's YAML frontmatter. This function safely modifies the YAML frontmat	STRING
HIGH	book/cli/core/config.py	123	Get the configuration file for a specific format and optional volume. Args: format_type: Format typ	STRING
HIGH	book/cli/core/config.py	166	Setup _quarto.yml symlink for the specified format and optional volume. Args: format_type: Format t	STRING
HIGH	book/cli/core/config.py	272	Read and parse a configuration file. Args: format_type: Format type ('html', 'pdf', 'epub')	STRING
HIGH	book/cli/core/discovery.py	245	Find a chapter file by name, using best-match scoring. Supports volume-prefixed names (e.g., 'vol1/intro') for	STRING
HIGH	book/cli/core/discovery.py	461	Validate a list of chapter names and return their paths. Args: chapter_names: List of chapter names	STRING
HIGH	book/quarto/publish/compress_pdf.py	188	Compress a PDF file using Ghostscript. Args: input_path: Path to input PDF file	STRING
HIGH	book/quarto/publish/compress_epub.py	257	Compress an EPUB file by optimizing embedded images. Args: input_path: Path to input EPUB	STRING
HIGH	mlsysim/mlsysim/engine/resolver_factory.py	57	Retrieves a resolver class by its registered name. Args: name: The class name of t	STRING
HIGH	tinytorch/src/15_quantization/15_quantization.py	1506	Measure parameter count and byte usage for a single layer. TODO: Count parameters and bytes differently for qu	STRING
HIGH	tinytorch/src/18_memoization/18_memoization.py	566	Retrieve cached key-value pairs for attention computation. TODO: Return only the valid cached portion	STRING

Synthetic Comment Markers7 hits · 54 pts

Severity	File	Line	Snippet	Context
HIGH	labs/tests/test_widget.py	212	# fill in the missing refs as requested by Marimo.	COMMENT
HIGH⚡	.github/workflows/book-publish-live.yml	9	# creates a versioned Git tag, and publishes a GitHub Release with AI-generated notes.	COMMENT
HIGH	.github/workflows/book-publish-live.yml	1936	# Use AI-generated notes directly (they include proper header)	COMMENT
HIGH	.github/workflows/book-publish-live.yml	2051	# Use the AI-generated release notes	COMMENT
HIGH	book/tools/scripts/quizzes/build_audit_context.py	287	out.append("Current quiz (generated by gpt-5.4):")	CODE
HIGH	tinytorch/quarto/community/dashboard.html	871	// Removed System Complexity Axis as requested	COMMENT
HIGH	tinytorch/quarto/community/tests/index.html	718	// Removed System Complexity Axis as requested	COMMENT

Dead Code22 hits · 44 pts

Severity	File	Line	Context
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	142	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	143	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	144	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	145	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	146	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	148	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	150	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	151	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	153	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	156	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	164	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	165	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	172	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	173	CODE
MEDIUM	book/tools/audit/fmt/run_multiplier_lane.py	177	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1113	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1114	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1115	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1136	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1137	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1138	CODE
MEDIUM	book/tools/audit/fmt/codemod_fmt.py	1141	CODE

AI Structural Patterns41 hits · 38 pts

Severity	File	Line	Context
LOW	labs/mlsysbook_labs/reports.py	70	CODE
LOW	labs/mlsysbook_labs/migration.py	46	CODE
LOW	labs/mlsysbook_labs/migration.py	94	CODE
LOW	book/tools/audit/fmt/run_scale_style_lane.py	36	CODE
LOW	book/tools/audit/fmt/codemod_design_b_rates.py	380	CODE
LOW	book/cli/checks/lego_prose_literals.py	209	CODE
LOW	book/cli/commands/layout.py	667	CODE
LOW	book/cli/commands/reference_check.py	226	CODE
LOW	mlperf-edu/reference/edge/resnet_train.py	44	CODE
LOW	mlperf-edu/reference/edge/resnet_train.py	83	CODE
LOW	mlperf-edu/reference/edge/resnet_core.py	71	CODE
LOW	mlperf-edu/src/mlperf/manifest.py	248	CODE
LOW	mlsysim/mlsysim/fmt.py	525	CODE
LOW	mlsysim/mlsysim/fmt.py	1178	CODE
LOW	mlsysim/mlsysim/fmt.py	1899	CODE
LOW	mlsysim/mlsysim/fmt.py	1949	CODE
LOW	mlsysim/mlsysim/fmt.py	1988	CODE
LOW	mlsysim/mlsysim/fmt.py	2080	CODE
LOW	mlsysim/mlsysim/cli/commands/serve.py	10	CODE
LOW	mlsysim/mlsysim/engine/engine.py	95	CODE
LOW	mlsysim/mlsysim/engine/solvers/serving.py	53	CODE
LOW	mlsysim/mlsysim/engine/solvers/compression.py	175	CODE
LOW	mlsysim/mlsysim/engine/solvers/distributed.py	65	CODE
LOW	mlsysim/mlsysim/engine/solvers/training.py	152	CODE
LOW	interviews/vault-cli/src/vault_cli/commands/release.py	705	CODE
LOW	interviews/vault-cli/src/vault_cli/commands/audit.py	67	CODE
LOW	interviews/vault-cli/src/vault_cli/commands/generate.py	322	CODE
LOW	interviews/vault-cli/src/vault_cli/commands/ls.py	33	CODE
LOW	…terviews/vault-cli/src/vault_cli/commands/authoring.py	189	CODE
LOW	interviews/vault/vault.py	1866	CODE
LOW	tinytorch/paper/scripts/benchmark_quick.py	106	CODE
LOW	tinytorch/milestones/04_1998_cnn/01_lecun_tinydigits.py	260	CODE
LOW	tinytorch/milestones/02_1969_xor/02_xor_solved.py	212	CODE
LOW	tinytorch/src/12_attention/12_attention.py	862	CODE
LOW	tinytorch/src/17_acceleration/17_acceleration.py	585	CODE
LOW	tinytorch/src/17_acceleration/17_acceleration.py	1349	CODE
LOW	tinytorch/src/11_embeddings/11_embeddings.py	702	CODE
LOW	tinytorch/src/18_memoization/18_memoization.py	153	CODE
LOW	tinytorch/src/13_transformers/13_transformers.py	781	CODE
LOW	tinytorch/src/13_transformers/13_transformers.py	1028	CODE
LOW	tinytorch/src/09_convolutions/09_convolutions.py	2263	CODE

Example Usage Blocks20 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW⚡	shared/scripts/sync-mirrors.sh	13	# Usage:	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	20	# Usage:	COMMENT
LOW	.github/scripts/visual_smoke.py	29	# Usage:	COMMENT
LOW	book/tools/scripts/utilities/analyze_footnotes.sh	8	# Usage:	COMMENT
LOW	book/tools/scripts/testing/apply_fix.sh	5	# Usage:	COMMENT
LOW⚡	book/tools/scripts/publish/mit-press-release.sh	8	# Usage:	COMMENT
LOW⚡	book/quarto/config/_quarto-pdf-vol2-copyedit.yml	7	# Usage:	COMMENT
LOW⚡	book/quarto/config/_quarto-pdf-vol1.yml	6	# Usage:	COMMENT
LOW⚡	book/quarto/config/_quarto-pdf-vol2.yml	6	# Usage:	COMMENT
LOW⚡	book/quarto/config/_quarto-pdf-vol1-copyedit.yml	7	# Usage:	COMMENT
LOW⚡	book/quarto/config/_quarto-epub-vol1.yml	6	# Usage:	COMMENT
LOW⚡	book/quarto/config/_quarto-epub-vol2.yml	6	# Usage:	COMMENT
LOW⚡	mlperf-edu/examples/configs/lab2_dense.yaml	6	# Usage:	COMMENT
LOW	socratiq/src_shadow/js/libs/agents/duck_search.js	39	// Example usage	COMMENT
LOW	socratiq/src_shadow/js/libs/agents/research.js	175	// Example usage	COMMENT
LOW	socratiq/src_shadow/js/libs/agents/research.js	521	// Example usage	COMMENT
LOW	socratiq/src_shadow/js/libs/utils/prompt_templater.js	64	// Usage example:	COMMENT
LOW	interviews/staffml/scripts/mirror-visuals.sh	7	# Usage:	COMMENT
LOW	interviews/vault/scripts/run_parallel.sh	10	# Usage:	COMMENT
LOW⚡	tinytorch/scripts/test-fresh-install.sh	8	# Usage:	COMMENT

Fake / Example Data18 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW⚡	…s/student_optimizations/stub_custom_optimizer_train.py	48	dummy_data = torch.randint(0, 50257, (1, 16)).to(device)	CODE
LOW⚡	…s/student_optimizations/stub_custom_optimizer_train.py	51	logits, loss = model(dummy_data, targets=dummy_targets)	CODE
LOW	…/js/libs/vector_db/vectordb/splitters/text_splitter.js	111	// const text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur tincidunt magna ut justo gravida, se	COMMENT
LOW	…/js/libs/vector_db/vectordb/splitters/text_splitter.js	111	// const text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur tincidunt magna ut justo gravida, se	COMMENT
LOW	socratiq/src_shadow/js/libs/utils/split_text.js	45	// const text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur tincidunt magna ut justo gravida, se	COMMENT
LOW	socratiq/src_shadow/js/libs/utils/split_text.js	45	// const text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur tincidunt magna ut justo gravida, se	COMMENT
LOW	…nts/highlight_menu/components/text_area_suggestions.js	52	this.removeAttribute('placeholder');	CODE
LOW	…nts/highlight_menu/components/text_area_suggestions.js	58	this.setAttribute('placeholder', 'Write something...');	CODE
LOW	…nts/highlight_menu/components/text_area_suggestions.js	108	this.removeAttribute('placeholder');	CODE
LOW	interviews/vault-cli/docs/CORPUS_HARDENING_PLAN.md	327	"title_quality": "good" \| "placeholder" \| "malformed",	CODE
LOW	interviews/vault-cli/docs/JSON_OUTPUT.md	283	"new_provenance": "llm-then-human-edited", "reviewed_by": "user@example.com" }	CODE
LOW	interviews/vault-cli/scripts/summarize_audit.py	107	f"{title.get('placeholder', 0)} placeholder + "	CODE
LOW	interviews/vault-cli/scripts/summarize_audit.py	243	placeholders = [r for r in rows if r.get("title_quality") == "placeholder"]	CODE
LOW	interviews/vault-cli/scripts/summarize_audit.py	292	if r.get("title_quality") == "placeholder")	CODE
LOW	interviews/vault-cli/scripts/audit_corpus_batched.py	206	- title: rewrite ONLY when title_quality is "placeholder" or "malformed".	CODE
LOW	interviews/vault-cli/scripts/audit_corpus_batched.py	245	"title_quality": "good" \| "placeholder" \| "malformed"	CODE
LOW	interviews/vault/questions/global/data/global-0046.yaml	14	realistic_solution: 'Microservice equivalence fails on artifact cost and stochasticity. Submitting 24-hour training ru	CODE
LOW	…ch/quarto/community/tests/e2e/credentials.example.json	3	"email": "user@example.com",	CODE

Slop Phrases5 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	1318	- ❌ Context-dependent phrases ("in this section", "as discussed above")	CODE
MEDIUM	book/tools/scripts/quizzes/_legacy/quizzes_reference.py	1371	- No references to "this section" or "as discussed above"	CODE
MEDIUM⚡	interviews/staffml/src/data/tracks/tinyml.json	1	[{"id":"tinyml-deployment-the-firmware-brick-0","track":"tinyml","scope":"Visual Debugging","level":"L3","title":"The Fi	CODE
MEDIUM⚡	interviews/staffml/src/data/tracks/mobile.json	1	[{"id":"mobile-on-demand-model-download-the-app-store-diet-0","track":"mobile","scope":"Ship And Update","level":"L2","t	CODE
LOW	tinytorch/src/10_tokenization/10_tokenization.py	1056	- Don't forget to call _build_mappings() at the end	STRING

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	socratiq/src_shadow/js/libs/agents/test-gemini-fix.js	30	console.log('[GEMINI_FIX] Expected URL:', 'https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flas	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tinytorch/tests/cli/test_nbgrader_command.py	204	"source": "def helper():\n return 1\n",	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings