10.9

Adjusted Signal

10.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

29.7K

Stars

Python

Language

2.2M

Lines of Code

15.3K

Files

15.0K

Pattern Hits

2026-10-31

Scan Date

0.05

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 17.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 7657 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.1/100 · LOW

Are imports declared and package/API names verified? 3044 finding(s).

Agent Over-Engineering Ratio 32.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 9450 finding(s).

PR Review Velocity Impact 44.5/100 · MEDIUM

Which changes need focused human review? 15015 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 30HIGH 674MEDIUM 3593LOW 10718

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 15015 distinct pattern matches across 28 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators3006 hits · 9223 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.pre-commit-config.yaml	52	# =============================================================================	COMMENT
MEDIUM⚡	.pre-commit-config.yaml	55	# ===========================================================================	COMMENT
MEDIUM⚡	.pre-commit-config.yaml	57	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	2	# =============================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	20	# ------------------------------------	COMMENT
MEDIUM	.pre-commit-config.yaml	29	# ------------------	COMMENT
MEDIUM	.pre-commit-config.yaml	103	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	108	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	159	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	161	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	225	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	228	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	292	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	306	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	592	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	596	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	632	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	634	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	645	# ===========================================================================	COMMENT
MEDIUM	.pre-commit-config.yaml	647	# ===========================================================================	COMMENT
MEDIUM⚡	labs/_quarto.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	labs/_quarto.yml	3	# =============================================================================	COMMENT
MEDIUM⚡	labs/_quarto.yml	6	# =============================================================================	COMMENT
MEDIUM⚡	labs/config/announcement.yml	1	# =============================================================================	COMMENT
MEDIUM⚡	labs/config/announcement.yml	3	# =============================================================================	COMMENT
MEDIUM⚡	labs/config/announcement.yml	12	# =============================================================================	COMMENT
MEDIUM	labs/tests/test_engine.py	31	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	labs/tests/test_engine.py	55	# ── Test: Cell Execution ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	labs/tests/test_engine.py	86	# ── Test: mlsysim API Validation ─────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/conftest.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	labs/tests/conftest.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	labs/tests/conftest.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	labs/tests/conftest.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	labs/tests/test_protocol.py	102	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/tests/test_protocol.py	104	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/tests/test_protocol.py	239	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/tests/test_protocol.py	241	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/tests/test_protocol.py	339	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/tests/test_protocol.py	341	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	labs/tests/test_protocol.py	35	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_protocol.py	163	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	labs/tests/test_protocol.py	165	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	labs/tests/test_protocol.py	263	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	labs/tests/test_protocol.py	265	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	labs/tests/test_protocol.py	296	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	labs/tests/test_protocol.py	298	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	labs/tests/test_static.py	42	# ── Test: Syntax ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	labs/tests/test_static.py	59	# ── Test: Marimo Structure ───────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	31	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	96	# ── Test: Required Imports ───────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	122	# ── Test: Content Quality ────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	194	# ── Test: Wheel Version Consistency ─────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	452	# ── Test: WASM Compatibility ────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	595	# ── Test: Marimo Dataflow ────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_static.py	736	# ── Test: Widget Return Completeness ─────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/browser_smoke.py	48	# ── COOP/COEP HTTP server ───────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/browser_smoke.py	80	# ── Browser driver ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_widget.py	32	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_widget.py	76	# ── Test: Widget Structure ───────────────────────────────────────────────────	COMMENT
MEDIUM	labs/tests/test_widget.py	131	# ── Test: Interactive State Engine ─────────────────────────────────────────────	COMMENT
2946 more matches not shown…

Hyper-Verbose Identifiers5061 hits · 4895 pts

Severity	File	Line	Snippet	Context
LOW	labs/INTERACTIVE_MODES_CATALOG.md	672	def build_feasibility_heatmap(batch_sizes, precisions, memory_limit_gb=80.0):	CODE
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	74	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	126	def inference_economy_profile(	CODE
LOW	labs/mlsysbook_labs/inference.py	303	def paged_attention_fragmentation(	CODE
LOW	labs/mlsysbook_labs/selection.py	419	def calc_selection_inequality(	CODE
LOW	labs/mlsysbook_labs/rationale.py	151	def render_interactive_roofline(	CODE
LOW	labs/mlsysbook_labs/rationale.py	297	def render_distributed_memory_breakdown(	CODE
LOW	labs/mlsysbook_labs/rationale.py	379	def render_distributed_step_breakdown(	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	24	def test_cost_crossover_matches_cloud_reference_case():	CODE
LOW	labs/tests/test_inference_helpers.py	31	def test_cloud_kv_capacity_uses_model_and_hardware_refs():	CODE
LOW	labs/tests/test_inference_helpers.py	48	def test_device_tracks_have_positive_state_capacity():	CODE
LOW	labs/tests/test_inference_helpers.py	64	def test_batching_result_reports_padding_speedup():	CODE
LOW	labs/tests/test_inference_helpers.py	71	def test_serving_plan_sizes_daily_cost():	CODE
LOW	labs/tests/test_inference_helpers.py	89	def test_paged_attention_fragmentation_recovers_memory_waste():	CODE
LOW⚡	labs/tests/test_protocol.py	97	def extract_hardware_references(source: str) -> set[str]:	CODE
LOW⚡	labs/tests/test_protocol.py	110	def test_no_hardcoded_hardware_specs(self, lab_path):	CODE
LOW⚡	labs/tests/test_protocol.py	247	def test_multiple_hardware_tiers(self, lab_path):	CODE
LOW⚡	labs/tests/test_protocol.py	347	def test_prediction_count_matches_parts(self, lab_path):	CODE
LOW	labs/tests/test_protocol.py	194	def test_synthesis_detector_negative_regression(self):	CODE
LOW	labs/tests/test_protocol.py	223	def test_tabs_include_synthesis(self, lab_path):	CODE
LOW	labs/tests/test_protocol.py	317	def test_ledger_chapter_matches_filename(self, lab_path):	CODE
LOW	labs/tests/test_protocol.py	384	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
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Unused Imports2865 hits · 2188 pts

Severity	File	Line	Context
LOW	labs/bootstrap.py	8	CODE
LOW	labs/tools/swarm_conductor.py	9	CODE
LOW	labs/tools/swarm_conductor.py	13	CODE
LOW	labs/tools/swarm_conductor.py	16	CODE
LOW	labs/tools/swarm_conductor.py	18	CODE
LOW	labs/tools/swarm_conductor.py	19	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	25	CODE
LOW	labs/mlsysbook_labs/__init__.py	25	CODE
LOW	labs/mlsysbook_labs/__init__.py	25	CODE
LOW	labs/mlsysbook_labs/__init__.py	25	CODE
2805 more matches not shown…

Cross-File Repetition281 hits · 1405 pts

Severity	File	Line	Snippet	Context
HIGH	labs/vol2/lab_13_security_privacy.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#70411f);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_03_ml_lifecycle.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#70411f);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_09_data_selection.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#70411f);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_10_model_compress.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#1d4f78);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_02_system_paradigms.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#1d4f78);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_01_ml_intro.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#1d4f78);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_07_ml_frameworks.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#174e63);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_13_model_serving.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#174e63);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_04_data_engr.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#174e63);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	labs/vol1/lab_05_nn_compute.py	0	<style> .pilot-head{background:linear-gradient(135deg,#101827,#174e63);color:white;border-radius:14px;padding:clamp(18px	STRING
HIGH	binder/tools/audit/book_check_registry_sources.py	0	command-line entry point. checks the given qmd files or directories (all of ``books/`` by default), prints violations gr	STRING
HIGH	binder/tools/audit/book_check_lego_equations.py	0	command-line entry point. checks the given qmd files or directories (all of ``books/`` by default), prints violations gr	STRING
HIGH	binder/tools/audit/book_check_lego_load_pint.py	0	command-line entry point. checks the given qmd files or directories (all of ``books/`` by default), prints violations gr	STRING
HIGH	binder/tools/scripts/content/fix_percent.py	0	process a single qmd file. returns count of replacements.	STRING
HIGH	binder/tools/scripts/content/fix_emdash.py	0	process a single qmd file. returns count of replacements.	STRING
HIGH	binder/tools/scripts/content/fix_capitalization.py	0	process a single qmd file. returns count of replacements.	STRING
HIGH	binder/tests/test_fmt_prose_contract.py	0	```{{python}} #\| echo: false class c: {assigns} ``` {prose}	STRING
HIGH	binder/tests/test_lego_prose_units.py	0	```{{python}} #\| echo: false class c: {assigns} ``` {prose}	STRING
HIGH	binder/tests/test_codemod_fmt.py	0	```{{python}} #\| echo: false class c: {assigns} ``` {prose}	STRING
HIGH	binder/cli/commands/headings.py	0	store the shared config manager and chapter discovery helpers.	STRING
HIGH	binder/cli/commands/formatting.py	0	store the shared config manager and chapter discovery helpers.	STRING
HIGH	binder/cli/commands/info.py	0	store the shared config manager and chapter discovery helpers.	STRING
HIGH	binder/cli/commands/bib.py	0	store the shared config manager and chapter discovery helpers.	STRING
HIGH	…eb-animations/original-v3-block-diagonal-mask/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…eb-animations/original-v2-tinytl-architecture/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…imations/original-v2-gang-scheduling-deadlock/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…1-web-animations/original-v3-radix-tree-cache/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…-animations/original-v4-10-mug-lease-timeline/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…eb-animations/original-v3-collection-pipeline/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…tions/original-v3-vol3-first-token-accounting/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…tions/original-v3-vol3-tail-sampling-pipeline/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…animations/original-v3-intent-before-dispatch/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…b-animations/original-v2-speculative-decoding/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…s/vol1-web-animations/original-v2-time-travel/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…ons/original-v4-05-compounding-error-flywheel/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…b-animations/original-v2-comm-compute-overlap/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…ions/original-v2-checkpoint-recovery-timeline/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…s/original-v4-03-request-local-prefill-decode/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…b-animations/original-v2-pipeline-parallelism/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…animations/original-v2-moe-all-to-all-routing/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…tions/original-v3-vol3-sandbox-pool-lifecycle/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…ns/original-v2-continuous-batching-comparison/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…tions/original-v4-15-hardware-fault-injection/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…mations/original-v2-federated-averaging-cycle/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…-web-animations/original-v3-search-topologies/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…-animations/original-v3-vol3-chunked-timeline/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…eb-animations/original-v2-pfc-credit-deadlock/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…eb-animations/original-v2-fusion-before-after/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…ginal-v3-vol3-asynchronous-freshness-pipeline/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…web-animations/original-v2-data-pipeline-vol2/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…/original-v3-vol3-overlapping-trace-intervals/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…nimations/original-v2-carbon-aware-scheduling/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…tions/original-v2-responsible-ai-architecture/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…-web-animations/original-v2-shadow-deployment/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…eb-animations/original-v3-hierarchical-budget/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…nimations/original-v3-vol3-index-invalidation/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…nimations/original-v2-traditional-vs-ml-fleet/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…l1-web-animations/original-v2-paged-attention/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…ol1-web-animations/original-v4-13-loaded-tick/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
HIGH	…eb-animations/original-v2-gpudirect-data-path/check.py	0	source-chapter review fixture. copied into each independently owned prototype.	STRING
221 more matches not shown…

Empty Error Handlers164 hits · 820 pts

Severity	File	Line	Snippet	Context
HIGH	labs/tools/interaction_lab_smoke.py	343	except Exception:	CODE
HIGH	labs/tests/test_widget.py	71	except ValueError:	CODE
HIGH	labs/tests/test_widget.py	184	except Exception:	CODE
HIGH	binder/tools/audit/render_playwright_verify.py	159	except Exception:	CODE
HIGH	binder/tools/audit/render_playwright_verify.py	211	except Exception:	CODE
HIGH	binder/tools/audit/check_fig_ai_performance_drift.py	59	except Exception:	CODE
HIGH	binder/tools/audit/book_check_lego_equations.py	86	except (TypeError, ValueError, AttributeError, KeyError):	CODE
HIGH	binder/tools/audit/scan.py	169	except (subprocess.TimeoutExpired, OSError):	CODE
HIGH	binder/tools/audit/fmt/cell_exec.py	21	except ImportError:	CODE
HIGH	binder/tools/audit/fmt/cell_exec.py	37	except ImportError:	CODE
HIGH	binder/tools/audit/math_render/audit_math_pdf.py	136	except OSError:	CODE
HIGH	binder/tools/audit/math_render/audit_math_pdf.py	198	except Exception:	CODE
HIGH	binder/tools/audit/math_render/audit_pdf_spot_check.py	72	except Exception:	CODE
HIGH	binder/tools/scripts/content/format_tables.py	378	except ValueError:	CODE
HIGH	…nder/tools/scripts/audit/parallel_verify_master_bib.py	90	except Exception:	CODE
HIGH	…nder/tools/scripts/audit/parallel_verify_master_bib.py	122	except Exception:	CODE
HIGH	…nder/tools/scripts/audit/parallel_verify_master_bib.py	195	except Exception:	CODE
HIGH	…nder/tools/scripts/audit/parallel_verify_master_bib.py	221	except Exception:	CODE
HIGH	…nder/tools/scripts/audit/parallel_verify_master_bib.py	248	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	60	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	180	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	214	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	273	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	301	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	341	except Exception:	CODE
HIGH	…tools/scripts/audit/comprehensive_live_bib_verifier.py	260	except ValueError:	CODE
HIGH	binder/tests/test_content_structure.py	56	except ValueError:	CODE
HIGH	binder/tests/test_units.py	514	except (pint.DimensionalityError, ValueError):	CODE
HIGH	binder/tests/test_units.py	573	except TypeError:	CODE
HIGH	binder/tests/test_units.py	579	except TypeError:	CODE
HIGH	binder/cli/core/discovery.py	281	except ValueError:	CODE
HIGH	binder/cli/core/discovery.py	332	except (ValueError, yaml.YAMLError):	CODE
HIGH	binder/cli/core/process.py	110	except ProcessLookupError:	CODE
HIGH	binder/cli/core/process.py	55	except Exception:	CODE
HIGH	binder/cli/core/process.py	95	except subprocess.TimeoutExpired:	CODE
HIGH	binder/cli/core/workspace.py	237	except OSError:	CODE
HIGH	binder/cli/checks/spelling_tikz.py	235	except Exception:	CODE
HIGH	binder/cli/commands/_epub_checks.py	467	except ImportError:	CODE
HIGH	binder/cli/commands/render.py	409	except OSError:	CODE
HIGH	binder/cli/commands/maintenance.py	276	except (subprocess.TimeoutExpired, OSError):	CODE
HIGH	binder/cli/commands/validate.py	6125	except OSError:	CODE
HIGH	binder/cli/commands/validate.py	153	except (KeyError, IndexError, ValueError):	CODE
HIGH	binder/cli/commands/validate.py	162	except (KeyError, IndexError, ValueError):	CODE
HIGH	binder/cli/commands/validate.py	6102	except (FileNotFoundError, OSError):	CODE
HIGH	binder/cli/commands/_pdf_checks.py	583	except OSError:	CODE
HIGH	binder/cli/commands/info.py	437	except ValueError:	CODE
HIGH	binder/cli/commands/doctor.py	307	except ImportError:	CODE
HIGH	binder/cli/commands/reference_check.py	244	except OSError:	CODE
HIGH	staffml/vault-cli/scripts/apply_proposed_chains.py	56	except Exception:	CODE
HIGH	staffml/vault-cli/scripts/check_reviewer_identity.py	57	except subprocess.CalledProcessError:	CODE
HIGH	books/shared/scripts/clean_svgs.py	169	except:	CODE
HIGH	slides/vol3/20_conclusion/images/data/settle_run.py	65	except OSError:	CODE
HIGH	slides/vol3/07_tool_calling/images/data/pipecap.py	8	except BlockingIOError:	CODE
HIGH	…/vol2/10_inference/images/data/aggregate_azure_2024.py	17	except ValueError:	CODE
HIGH	slides/vol2/04_data_storage/images/make_figs.py	380	except FileNotFoundError:	CODE
HIGH	scripts/figure_qa_loop.py	70	except ValueError:	CODE
HIGH	scripts/generate_chapter_from_v2.py	443	except Exception:	CODE
HIGH	mlperf-edu/tools/measure_course_budgets.py	52	except (psutil.NoSuchProcess, psutil.AccessDenied):	CODE
HIGH	mlperf-edu/tools/measure_course_budgets.py	115	except ImportError:	CODE
HIGH	mlperf-edu/tools/build_handoff_manifest.py	890	except ValueError:	CODE
104 more matches not shown…

Deep Nesting851 hits · 727 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/mlsysbook_labs/responsibility.py	273	CODE
LOW	labs/tests/test_protocol.py	56	CODE
LOW	labs/tests/test_static.py	281	CODE
LOW	labs/tests/test_static.py	508	CODE
LOW	labs/tests/test_static.py	464	CODE
LOW	labs/tests/test_static.py	538	CODE
LOW	labs/tests/browser_smoke.py	213	CODE
LOW	labs/tests/test_wasm_persistence.py	116	CODE
LOW	labs/tests/test_widget.py	242	CODE
LOW	labs/tests/test_widget.py	143	CODE
LOW	labs/vol1/lab_00_introduction.py	567	CODE
LOW	tools/section_notation_pipeline.py	53	CODE
LOW	tools/section_notation_pipeline.py	237	CODE
LOW	tools/section_notation_pipeline.py	272	CODE
LOW	binder/tools/bib_sync_preserve.py	316	CODE
LOW	…er/tools/audit/generate_registry_migration_manifest.py	213	CODE
LOW	…er/tools/audit/generate_registry_migration_manifest.py	293	CODE
LOW	binder/tools/audit/book_check_registry_sources.py	328	CODE
LOW	binder/tools/audit/registry_consumers.py	62	CODE
LOW	binder/tools/audit/book_check_lego_scenario_inputs.py	459	CODE
LOW	binder/tools/audit/book_check_lego_scenario_inputs.py	633	CODE
LOW	binder/tools/audit/generate_appendix_constants.py	316	CODE
LOW	binder/tools/audit/generate_appendix_constants.py	330	CODE
LOW	binder/tools/audit/check_rendered_html.py	99	CODE
LOW	binder/tools/audit/book_check_lego_quantity_flow.py	165	CODE
LOW	binder/tools/audit/book_check_lego_quantity_flow.py	190	CODE
LOW	binder/tools/audit/audit_dark_mode.py	118	CODE
LOW	binder/tools/audit/book_check_lego_equations.py	254	CODE
LOW	binder/tools/audit/chapter_html_verify.py	526	CODE
LOW	binder/tools/audit/chapter_pdf_verify.py	496	CODE
LOW	binder/tools/audit/verify.py	160	CODE
LOW	binder/tools/audit/verify.py	247	CODE
LOW	binder/tools/audit/refresh_mlsysim_constants_yamls.py	67	CODE
LOW	binder/tools/audit/refresh_mlsysim_constants_yamls.py	92	CODE
LOW	binder/tools/audit/chapter_build_sequence.py	30	CODE
LOW	binder/tools/audit/protected_contexts.py	229	CODE
LOW	binder/tools/audit/book_check_lego_load_pint.py	127	CODE
LOW	binder/tools/audit/fmt/audit_fmt_usage.py	186	CODE
LOW	binder/tools/audit/fmt/fix_spurious_prose.py	70	CODE
LOW	binder/tools/audit/fmt/audit_lego_rendered_prose.py	181	CODE
LOW	binder/tools/audit/fmt/audit_lego_rendered_prose.py	273	CODE
LOW	binder/tools/audit/fmt/audit_lego_rendered_prose.py	362	CODE
LOW	binder/tools/audit/fmt/fix_precision.py	47	CODE
LOW	binder/tools/audit/fmt/fix_precision.py	64	CODE
LOW	binder/tools/audit/fmt/fix_precision.py	178	CODE
LOW	binder/tools/audit/fmt/inventory_design_b_rates.py	108	CODE
LOW	binder/tools/audit/fmt/audit_lego_cells.py	111	CODE
LOW	binder/tools/audit/fmt/audit_lego_cells.py	168	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	185	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	291	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	398	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	445	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	588	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	637	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	705	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	766	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	815	CODE
LOW	binder/tools/audit/fmt/codemod_fmt.py	865	CODE
791 more matches not shown…

Cross-Language Confusion138 hits · 698 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/tests/test_wasm_persistence.py	77	window.__initError = String(e && e.stack ? e.stack : e);	CODE
HIGH	labs/tests/test_wasm_persistence.py	143	"window.__ready === true \|\| window.__initError",	STRING
HIGH	labs/tests/test_wasm_persistence.py	146	init_error = page.evaluate("window.__initError \|\| null")	STRING
HIGH	labs/tests/test_wasm_persistence.py	187	resolve(getReq.result !== undefined && getReq.result !== null);	CODE
HIGH	labs/tests/test_wasm_persistence.py	187	resolve(getReq.result !== undefined && getReq.result !== null);	CODE
HIGH	labs/tests/test_wasm_persistence.py	233	"window.__ready === true \|\| window.__initError", timeout=30_000	CODE
HIGH	labs/tests/test_wasm_persistence.py	235	init_error = page.evaluate("window.__initError \|\| null")	CODE
HIGH	labs/tests/test_wasm_persistence.py	299	true today even against the pre-#1988 resolve(null)-style onerror	STRING
HIGH	labs/tests/test_wasm_persistence.py	318	"window.__ready === true \|\| window.__initError", timeout=30_000	CODE
HIGH	labs/tests/test_wasm_persistence.py	320	init_error = page.evaluate("window.__initError \|\| null")	CODE
HIGH⚡	labs/tests/test_wasm_ledger_namespace.py	16	page.wait_for_function("window.__ready \|\| window.__initError", timeout=60000)	CODE
HIGH⚡	labs/tests/test_wasm_ledger_namespace.py	17	assert page.evaluate("window.__initError \|\| null") is None	CODE
HIGH	binder/tools/audit/render_playwright_verify.py	155	"() => typeof MathJax !== 'undefined' && MathJax.startup && MathJax.startup.promise",	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	49	const effBg = el => { const chain = []; for (let e = el; e; e = e.parentElement) chain.push(parse(getComputedStyle(e).	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	52	const add = o => { if (out.issues.length < 25) out.issues.push(o); out.total = (out.total \|\| 0) + 1; };	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	52	const add = o => { if (out.issues.length < 25) out.issues.push(o); out.total = (out.total \|\| 0) + 1; };	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	59	const el = n.parentElement; if (!el \|\| seen.has(el)) continue; seen.add(el);	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	65	cls: (el.className && el.className.toString ? el.className.toString() : '').slice(0, 40),	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	65	cls: (el.className && el.className.toString ? el.className.toString() : '').slice(0, 40),	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	72	if (el && el.getBoundingClientRect().height > 0 && lum(effBg(el)) > 0.2) add({kind: 'region-light', region: sel, lum	CODE
HIGH⚡	binder/tools/audit/audit_dark_mode.py	76	if (lum(effBg(s)) > 0.35) add({kind: 'callout-header-light', cls: s.parentElement.className.toString().slice(0, 40),	CODE
HIGH	binder/tools/audit/audit_dark_mode.py	131	print("playwright is not installed: pip install playwright && python3 -m playwright install webkit", file=sys.st	STRING
HIGH	binder/tools/scripts/check_original_player_speed.py	45	root.dataset.transitionCalls = Number(root.dataset.transitionCalls \|\| 0) + 1;	CODE
HIGH	binder/tools/scripts/check_original_player_speed.py	78	assert page.evaluate('players.first.state.speed===1 && players.second.state.speed===1')	CODE
HIGH	binder/tools/scripts/check_original_player_speed.py	108	assert page.evaluate("players.first.state.index===0 && players.first.state.target===1")	CODE
HIGH⚡	binder/tools/scripts/check_original_player_speed.py	142	assert page.evaluate("players.first.state.index===1 && players.first.state.phase==='reading'")	CODE
HIGH⚡	binder/tools/scripts/check_original_player_speed.py	146	assert page.evaluate("players.first.state.index===1 && players.first.state.target===2")	CODE
HIGH⚡	binder/tools/scripts/check_original_player_speed.py	156	assert page.evaluate('players.first.state.index===0 && players.first.state.target===1 && !players.first.state.playin	CODE
78 more matches not shown…

Excessive Try-Catch Wrapping707 hits · 695 pts

Severity	File	Line	Snippet	Context
LOW	labs/tools/swarm_conductor.py	131	except Exception as exc:	CODE
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	61	except Exception:	CODE
LOW⚡	labs/mlsysbook_labs/roofline.py	66	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	109	except Exception:	CODE
LOW	labs/mlsysbook_labs/inference.py	114	except Exception:	CODE
LOW	labs/mlsysbook_labs/selection.py	147	except Exception:	CODE
LOW	labs/mlsysbook_labs/selection.py	152	except Exception:	CODE
LOW	labs/mlsysbook_labs/selection.py	440	except Exception:	CODE
LOW	labs/mlsysbook_labs/selection.py	445	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
647 more matches not shown…

Modern AI Meta-Vocabulary299 hits · 575 pts

Severity	File	Line	Snippet	Context
MEDIUM	labs/vol2/lab_09_perf_engineering.py	174	# Experiment orchestration through MLSysIM	COMMENT
MEDIUM	binder/tools/audit/checks/abbreviation_first_use.py	383	# headings, table cells, captions, and callout scaffolding out of the count,	COMMENT
MEDIUM	…erms/vol2_fleet_orchestration_fleet_orchestration.json	102	"context": "::: {#dfn-fleet-orchestration-priority-inversion .callout-definition title=\"Priority inversion\"}"	CODE
MEDIUM	binder/cli/commands/validate.py	386	# Existing bibliography citations inside scaffolding blocks. New citations in	COMMENT
MEDIUM	binder/cli/commands/validate.py	387	# Purpose, learning objectives, or takeaways fail `refs.scaffold-citations`.	COMMENT
MEDIUM	binder/cli/commands/validate.py	4339	# Frontmatter is allowed to contain non-book scaffolding; all book	COMMENT
MEDIUM	binder/cli/commands/validate.py	5753	# _qmd_files drops index-volN.qmd and volN/index.qmd as scaffolding,	COMMENT
MEDIUM	binder/cli/commands/validate.py	8527	# Authoring scaffold, not prose: a @sec- inside an HTML comment	COMMENT
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM	books/vol3/SEMINAL_PAPERS_COMPENDIUM.md	249	### 23. From Local to Global: A Graph RAG Approach to Query-Focused Summarization	COMMENT
MEDIUM	books/vol2/04_data_storage/data_storage_quizzes.json	417	"section_id": "#sec-storage-data-versioning-orchestration",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	12	"section_id": "#sec-fleet-orchestration-introduction",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	56	"section_id": "#sec-fleet-orchestration-distributed-scheduling",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	100	"section_id": "#sec-fleet-orchestration-objectives",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	144	"section_id": "#sec-fleet-orchestration-core-allocation",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	202	"section_id": "#sec-fleet-orchestration-paradigms",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	273	"section_id": "#sec-fleet-orchestration-topology-aware",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	343	"section_id": "#sec-fleet-orchestration-elastic-training",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	407	"section_id": "#sec-fleet-orchestration-cost-optimization",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	483	"section_id": "#sec-fleet-orchestration-custom-schedulers",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	547	"section_id": "#sec-fleet-orchestration-serving",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	616	"section_id": "#sec-fleet-orchestration-multi-tenancy",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	654	"section_id": "#sec-fleet-orchestration-debugging",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	731	"section_id": "#sec-fleet-orchestration-fallacies",	CODE
MEDIUM	…8_fleet_orchestration/fleet_orchestration_quizzes.json	775	"section_id": "#sec-fleet-orchestration-summary",	CODE
MEDIUM	…1-web-animations/animation-catalog/vol1-inventory.json	1673	"context": "### Core operations {#sec-ml-frameworks-core-operations-914f}\n\nCalling `y = torch.matmul(x, w)` withou	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	1951	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	1958	"section": "Gang scheduling {#sec-fleet-orchestration-gang-scheduling}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	1963	"context": "### Gang scheduling {#sec-fleet-orchestration-gang-scheduling}\n\nPartial allocation of rigid multi-GPU	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	1970	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	1977	"section": "Gang scheduling {#sec-fleet-orchestration-gang-scheduling}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2082	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2089	"section": "The scheduler-framework contract {#sec-fleet-orchestration-elastic-contract}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2094	"context": "### The scheduler-framework contract {#sec-fleet-orchestration-elastic-contract}\n\nIf a scheduler recla	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2101	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2108	"section": "Elastic scaling policies {#sec-fleet-orchestration-elastic-policies}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2118	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2135	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2142	"section": "Capacity reservation strategies {#sec-fleet-orchestration-capacity-reservation}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2147	"context": ": Cloud Capacity Reservation Tiers: Capacity tiers trade cost and commitment against availability gu	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2154	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2171	"chapter_title": "Fleet Orchestration {#sec-fleet-orchestration}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2178	"section": "Debugging Cluster Utilization {#sec-fleet-orchestration-debugging}",	CODE
MEDIUM⚡	…1-web-animations/animation-catalog/vol2-inventory.json	2181	"context": "## Debugging Cluster Utilization {#sec-fleet-orchestration-debugging}\n\nA cluster dashboard shows avera	CODE
MEDIUM	…1-web-animations/animation-catalog/vol2-inventory.json	19	"context": "## Suggested Reading Paths {#sec-vol2-about-reading-paths}\n\nThe chapters are ordered so that each can	CODE
239 more matches not shown…

Over-Commented Block497 hits · 439 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	# To see error codes, triggers, and source-level fixes for any check group:	COMMENT
LOW	.pre-commit-config.yaml	41	#	COMMENT
LOW	.pre-commit-config.yaml	521	# anti-patterns, tag-placement, xref-resolves. Plus the original	COMMENT
LOW	.pre-commit-config.yaml	541	# kits/, slides/). The old validate.py / source_citations.py triggers	COMMENT
LOW	pyproject.toml	261	# Flake8 configuration (in setup.cfg or .flake8 file)	COMMENT
LOW	pyproject.toml	281	# heros - TeX Gyre Heros font; fith - PDF FitH parameter;	COMMENT
LOW	labs/config/announcement.yml	1	# =============================================================================	COMMENT
LOW	labs/tests/test_static.py	481	f"WASM-incompatible import 'from {node.module}' at line {node.lineno}. "	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/dark-mode.scss	101	// accent tint matches the instructors look; setting all three properties on	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	binder/tools/dependencies/requirements.txt	41	#torch>=2.0.0	COMMENT
LOW	binder/tools/dependencies/requirements.txt	61	# Wraps the W3C `epubcheck` jar so `./binder/binder check epub --scope epubcheck`	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	1	# Exact pins for the Linux build container (Python 3.10, Ubuntu 22.04).	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	21	# via isoduration	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	41	# -r binder/tools/dependencies/requirements.txt	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	61	# via	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	81	# nltk	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	101	# python-discovery	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	121	httpcore2==2.13.1	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	141	# via	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	161	# nbconvert	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	181	# via	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	201	# nbconvert	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	221	# via nbconvert	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	241	# via	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	261	# via	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	281	numpy==2.2.6	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	301	# jupyterlab	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	321	pillow==12.3.0	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	341	# ipython	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	361	pydantic-core==2.50.1	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	381	# matplotlib	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	401	# via	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	421	# via betterbib	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	441	rpds-py==0.30.0	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	461	stack-data==0.6.3	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	481	# betterbib	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	501	# jupyter-client	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	521	# cattrs	COMMENT
LOW	binder/tools/dependencies/requirements.lock.txt	541	# via	COMMENT
LOW	binder/tools/audit/book_check_registry_sources.py	161	)	COMMENT
LOW	binder/tools/audit/protected_contexts.py	301	# Opening fence — toggle on, then yield as in fence.	COMMENT
LOW	binder/tools/audit/protected_contexts.py	361		COMMENT
LOW	binder/tools/audit/checks/abbreviation_first_use.py	61	RULE_TEXT = "Abbreviations must follow chapter-level first-use policy"	COMMENT
LOW	binder/tools/audit/checks/abbreviation_first_use.py	141	# Markup that may legitimately sit between an expansion and its `(ABBREV)`	COMMENT
LOW	binder/tools/audit/checks/abbreviation_first_use.py	521	)	COMMENT
LOW	binder/tools/audit/checks/h3_titlecase.py	61	}	COMMENT
LOW	binder/tools/audit/checks/h3_titlecase.py	81	# 1. Phrase preprocessor: replace known multi-word named phrases	COMMENT
LOW	binder/tools/audit/checks/h3_titlecase.py	101	# 6. Concept-term override: if the heading contains any §10.3 lowercase	COMMENT
LOW	binder/tools/audit/checks/h3_titlecase.py	201		COMMENT
LOW	binder/tools/audit/checks/h3_titlecase.py	461		COMMENT
LOW	…nder/tools/audit/checks/concept_term_capitalization.py	81	CATEGORY = "concept-term-capitalization"	COMMENT
LOW	…nder/tools/audit/checks/concept_term_capitalization.py	141	# attribute spans completely contain any sub-spans we'd want to keep	COMMENT
LOW	…nder/tools/audit/checks/concept_term_capitalization.py	341	# caption heads, box heads, and structural lead-ins all use sentence	COMMENT
437 more matches not shown…

Hallucination Indicators30 hits · 350 pts

Severity	File	Line	Snippet	Context
CRITICAL	…der/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	…der/tools/audits/mlsysim_constants/vol2_inference.yaml	601	target_source: mlsysim.models.Models.Language.Llama2_70B.size_in_bytes(BYTES_FP16)	CODE
CRITICAL	binder/tests/test_mlsysim_registry_coverage.py	41	# ``Hardware.Cloud.H100.memory.capacity.m_as(GB)``. Resolve the registry object	COMMENT
CRITICAL	binder/vscode-ext/src/extension.ts	301	if (!event.textEditor.document.uri.fsPath.endsWith('.qmd')) {	CODE
CRITICAL	mlsysim/paper/scripts/generate_paper_values.py	512	V.num("AnchorThreeCapacityGB", Hardware.Cloud.H100.memory.capacity.m_as("GB"), "Hardware.Cloud.H100.memory.capacity	CODE
CRITICAL	mlsysim/paper/scripts/generate_paper_values.py	536	h100_cap_gb = Hardware.Cloud.H100.memory.capacity.m_as("GB")	CODE
CRITICAL	mlsysim/paper/scripts/generate_paper_values.py	554	V.num("AnchorFourTflops", Hardware.Cloud.TPUv4.compute.peak_flops.m_as("TFLOPs/s"), "Hardware.Cloud.TPUv4.compute.pe	CODE
CRITICAL	mlsysim/paper/scripts/generate_paper_values.py	556	V.num("AnchorFourIciGBs", Hardware.Cloud.TPUv4.nvlink.bandwidth_per_direction.m_as("GB/s"),	CODE
CRITICAL⚡	mlsysim/tests/test_solver_suite.py	52	from mlsysim.core.exceptions import OOMError	CODE
CRITICAL	mlsysim/tests/test_calculation_scenarios.py	1103	assert s.WarehouseFixedWindowAtAisleSpeed.result.with_takeover.required_distance.m_as('mm') == pytest.approx(1618.99	CODE
CRITICAL	mlsysim/tests/test_calculation_scenarios.py	1104	assert round(s.WarehouseFixedWindowAtCrawl.result.with_takeover.required_distance.m_as('mm')) == 307	CODE
CRITICAL	mlsysim/tests/test_training_reference_fleets.py	28	peak = Hardware.Cloud.V100.compute.peak_flops.to("TFLOP/s").magnitude	CODE
CRITICAL	mlsysim/tests/test_golden_regressions.py	205	h100_fp16_tflops = Hardware.Cloud.H100.compute.peak_flops.m_as("TFLOP/s")	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	49	assert Hardware.Cloud.V100.nvlink.bandwidth.m_as(GB / second) == 300.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	50	assert Hardware.Cloud.A100.nvlink.bandwidth.m_as(GB / second) == 600.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	51	assert Hardware.Cloud.H100.nvlink.bandwidth.m_as(GB / second) == 900.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	52	assert Hardware.Cloud.B200.nvlink.bandwidth.m_as(GB / second) == 1800.0	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	89	assert Hardware.Tech.Memory.DDR4_3200.bandwidth.m_as(GB / second) == pytest.approx(51.2)	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	90	assert Hardware.Tech.Memory.HBM2.bandwidth.m_as(GB / second) == pytest.approx(900)	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	91	assert Hardware.Tech.Memory.HBM3.bandwidth.m_as(GB / second) == pytest.approx(1600)	CODE
CRITICAL⚡	mlsysim/tests/test_hardware.py	92	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	312	fleet_system.node.accelerator.compute.peak_flops.to("TFLOPs/s").magnitude	CODE
CRITICAL	mlsysim/mlsysim/engine/scenarios.py	1315	device_memory=Q_(_Hardware.Cloud.H100.memory.capacity.to("GiB").magnitude, "GB"),	CODE
CRITICAL	mlsysim/mlsysim/engine/scenarios.py	1461	device_memory=Q_(_Hardware.Cloud.H100.memory.capacity.to("GiB").magnitude, "GB"),	CODE
CRITICAL	mlsysim/mlsysim/engine/scenarios.py	2120	device_memory=_Hardware.Cloud.A100.memory.capacity.to("GiB").magnitude * Q_(1, "GB"),	CODE
CRITICAL	mlsysim/mlsysim/engine/scenario_types.py	3971	return self.machine.brain_soc.memory.capacity.to("GB")	CODE
CRITICAL	mlsysim/mlsysim/engine/solvers/performance.py	135	fleet.node.accelerator.compute.precision_flops.get(	CODE
CRITICAL	…ts/13_transformers/test_13_transformers_progressive.py	240	before = model.embedding_layer.token_embedding.weight.data.copy()	CODE
CRITICAL	tinytorch/tests/cli/test_cli_execution.py	215	from tito.core.exceptions import TinyTorchCLIError	CODE

Docstring Block Structure82 hits · 348 pts

Severity	File	Line	Snippet	Context
HIGH	binder/cli/main.py	246	Parse `binder build` arguments into format, scope, and target components. Extracts output format ('html', 'pdf'	STRING
HIGH	binder/cli/main.py	399	Separate parallel-build flags from the rest of a ``build`` or ``debug`` argument list. Recognizes ``--parallel`	STRING
HIGH	binder/cli/core/config.py	146	Get the configuration file for a specific format and optional volume. Args: format_type: Format typ	STRING
HIGH	binder/cli/core/config.py	173	Copy the config for a format and optional volume to ``_quarto.yml``. Args: format_type: Format type	STRING
HIGH	binder/cli/core/config.py	253	Read and parse a configuration file. Args: format_type: Format type ('html', 'pdf', 'epub')	STRING
HIGH	binder/cli/core/discovery.py	337	Resolve a filename, relative path, or readable chapter title. Explicit volume prefixes constrain every matching	STRING
HIGH	binder/cli/core/discovery.py	505	Validate a list of chapter names and return their paths. Args: chapter_names: List of chapter names	STRING
HIGH	binder/cli/core/volume_index.py	12	Resolve the canonical entry point file for a volume and build format. Selects the homepage for HTML and the preface	STRING
HIGH	binder/cli/core/volume_index.py	60	Refresh the root ``index.qmd`` copy without writing through an existing symlink. Finds the canonical index source v	STRING
HIGH	binder/cli/core/parallel.py	213	Run job in the workspace and collect its log and output. Args: job: The build to run.	STRING
HIGH	binder/cli/core/parallel.py	431	Expand a build request into one job per format, volume, and chapter. Args: discovery: ``ChapterDiscovery``	STRING
HIGH	books/shared/publish/compress_pdf.py	188	Compress a PDF file using Ghostscript. Args: input_path: Path to input PDF file	STRING
HIGH	books/shared/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/datasets/tinypy/tinypy_sample.txt	348	Compute the quotient of two numbers. Args: a: Dividend value. b: Divisor value. Returns:	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	400	Calculate the factorial of a non-negative integer. Args: n: Non-negative integer. Returns: Fac	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	419	Compute the n-th Fibonacci number iteratively. Args: n: Zero-indexed position in Fibonacci sequence. R	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	560	Compute the arithmetic average of a sequence of numbers. Args: numbers: List of floating point numbers.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	577	Compute the sample variance of a collection of values. Args: numbers: List of numerical measurements.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	596	Compute the sample standard deviation of numerical data. Args: numbers: List of observations. Returns:	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	615	Find the median value of a sequence of numbers. Args: numbers: List of numeric values. Returns:	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	684	Calculate the harmonic mean of positive numbers. Args: numbers: List of strictly positive real numbers.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	705	Calculate the geometric mean of positive numbers. Args: numbers: List of strictly positive real values.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	726	Compute the recursive single-digit sum of an integer. Args: n: Non-negative integer. Returns:	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	745	Compute the binomial coefficient n choose k. Args: n: Total number of items. k: Number of chosen it	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	772	Compute the number of ordered arrangements of k items from n. Args: n: Size of the total population.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	971	Sort non-negative integers in linear time via frequency counting. Args: arr: List of non-negative integers.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1463	Perform topological ordering on a directed acyclic graph. Args: graph: Mapping from each vertex to its outg	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1604	Compute numerically stable softmax distribution over logits. Args: logits: Unnormalized class score vector.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1623	Compute numerically stable logarithm of softmax distribution. Args: logits: Raw unnormalized prediction val	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1642	Compute mean squared error loss between predictions and targets. Args: predictions: Model output prediction	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1678	Compute multiclass cross entropy loss given unnormalized logits. Args: logits: Raw predictions for each cla	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1700	Compute binary cross entropy loss for probability predictions. Args: predictions: Predicted probabilities i	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	1724	Perform forward matrix-vector affine transformation y = Wx + b. Args: x: Input feature vector of size in_fe	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2198	Partition a list into consecutive sublists of fixed size. Args: items: List of integers to partition.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2245	Identify the largest numerical value in a list. Args: numbers: Non-empty list of floating point values.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2265	Identify the smallest numerical value in a list. Args: numbers: Non-empty list of floating point numbers.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2300	Compute standard dot product between two numerical vectors. Args: vec_a: First vector of floating point num	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2317	Compute straight-line Euclidean distance between two points. Args: vec_a: Coordinates of first vector point	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2337	Compute cosine of the angle between two multi-dimensional vectors. Args: vec_a: First feature vector.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2361	Compute L1 taxicab distance between two vector coordinates. Args: vec_a: First point coordinates. v	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2398	Compute the matrix product of two 2D numerical matrices. Args: mat_a: Left matrix of dimension [M, K].	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2460	Extract overlapping sequential windows from an integer list. Args: items: Source list of integers.	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2548	Extract consecutive character n-grams from a text string. Args: text: Source text sequence. n: Wind	STRING
HIGH	tinytorch/datasets/tinypy/tinypy_sample.txt	2569	Pad or truncate an integer sequence to an exact uniform length. Args: seq: Source integer sequence.	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	187	def divide(a: float, b: float) -> float: """Compute the quotient of two numbers. Args: a: Dividend valu	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	267	def factorial(n: int) -> int: """Calculate the factorial of a non-negative integer. Args: n: Non-negati	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	293	def fibonacci(n: int) -> int: """Compute the n-th Fibonacci number iteratively. Args: n: Zero-indexed p	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	483	def mean(numbers: list[float]) -> float: """Compute the arithmetic average of a sequence of numbers. Args:	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	507	def variance(numbers: list[float]) -> float: """Compute the sample variance of a collection of values. Args:	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	533	def standard_deviation(numbers: list[float]) -> float: """Compute the sample standard deviation of numerical data.	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	559	def median(numbers: list[float]) -> float: """Find the median value of a sequence of numbers. Args: num	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	663	def harmonic_mean(numbers: list[float]) -> float: """Calculate the harmonic mean of positive numbers. Args:	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	691	def geometric_mean(numbers: list[float]) -> float: """Calculate the geometric mean of positive numbers. Args:	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	719	def digital_root(n: int) -> int: """Compute the recursive single-digit sum of an integer. Args: n: Non-	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	745	def combinations_count(n: int, k: int) -> int: """Compute the binomial coefficient n choose k. Args: n:	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	779	def permutations_count(n: int, k: int) -> int: """Compute the number of ordered arrangements of k items from n.	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	1047	def counting_sort(arr: list[int]) -> list[int]: """Sort non-negative integers in linear time via frequency counting.	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	1079	class Stack: """A Last In First Out (LIFO) stack data structure.""" def __init__(self) -> None: """Init	STRING
HIGH	tinytorch/datasets/tinypy/create_tinypy.py	1143	class Queue: """A First In First Out (FIFO) queue data structure.""" def __init__(self) -> None: """Ini	STRING
22 more matches not shown…

AI Slop Vocabulary159 hits · 336 pts

Severity	File	Line	Snippet	Context
LOW	tools/migrate_all.py	17	# Actually, a simpler way is to just use word boundaries for the LaTeX string.	COMMENT
MEDIUM	…audit/data/chapter_terms/vol2_robust_ai_robust_ai.json	49	"context": "::: {#dfn-robust-ai-robust-ai .callout-definition title=\"Robust AI\"}"	CODE
MEDIUM	…audit/data/chapter_terms/vol2_robust_ai_robust_ai.json	290	"context": "::: {#dfn-robust-ai-concept-drift .callout-definition title=\"Concept drift\"}"	CODE
MEDIUM	…audit/data/chapter_terms/vol2_robust_ai_robust_ai.json	414	"context": "::: {#dfn-robust-ai-adversarial-attack .callout-definition title=\"Adversarial attack\"}"	CODE
MEDIUM	…audit/data/chapter_terms/vol2_robust_ai_robust_ai.json	500	"context": "::: {#dfn-robust-ai-data-poisoning .callout-definition title=\"Data poisoning\"}"	CODE
MEDIUM	…hapter_terms/global_frontmatter_socratiq_socratiq.json	21	"context": "::: {#fig-quiz-questions fig-env=\"figure\" fig-pos=\"htb\" fig-cap=\"**AI-Generated Personalized Quiz	CODE
MEDIUM	…ools/scripts/margin_figures/generate_margin_figures.py	583	# term, against the erosion allowance (the chapter's pivotal decision:	COMMENT
MEDIUM⚡	binder/tools/scripts/publish/publish.sh	6	# A comprehensive manual publishing tool for the MLSysBook textbook	COMMENT
MEDIUM	binder/tools/scripts/maintenance/repo_health_check.py	60	"""Get comprehensive repository statistics"""	STRING
MEDIUM	binder/tools/scripts/maintenance/repo_health_check.py	374	"""Display comprehensive health report"""	STRING
MEDIUM	binder/cli/commands/validate.py	2524	# (Li et al. 2020): A distributed training paradigm…" — the cite	COMMENT
MEDIUM	binder/cli/commands/doctor.py	45	"""Run comprehensive health check.	STRING
MEDIUM	binder/cli/commands/layout_chapter.py	618	# the harness back to Roman numerals. Restore the authoritative Arabic	COMMENT
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
LOW⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/src/data/tracks/edge.json	1	[{"id":"edge-sensor-drift-regression-the-decaying-sensor-dilemma-0","track":"edge","scope":"Realtime Pipeline","level":"	CODE
MEDIUM⚡	staffml/app/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⚡	staffml/app/src/data/tracks/tinyml.json	1	[{"id":"tinyml-deployment-the-firmware-brick-0","track":"tinyml","scope":"Visual Debugging","level":"L3","title":"The Fi	CODE
LOW⚡	staffml/app/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⚡	staffml/app/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⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
LOW⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/src/data/tracks/cloud.json	1	[{"id":"cloud-kv-cache-cost-the-per-token-kv-cache-cost-0","track":"cloud","scope":"Serving Stack","level":"L2","title":	CODE
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM⚡	staffml/app/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
MEDIUM	staffml/app/src/data/tracks/global.json	1	[{"id":"global-memory-hierarchy-the-hbm-vs-l1-latency-gap-0","track":"global","scope":"Foundations","level":"L1","title"	CODE
MEDIUM	shared/styles/partials/_tables.scss	93	#tbl-paradigm-evolution {	COMMENT
MEDIUM	…vol2/13_security_privacy/security_privacy_quizzes.json	404	"section_id": "#sec-security-privacy-comprehensive-defense-architectures-48ab",	CODE
MEDIUM	…l2/11_edge_intelligence/edge_intelligence_quizzes.json	12	"section_id": "#sec-edge-intelligence-distributed-learning-paradigm-shift-883d",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	12	"section_id": "#sec-robust-ai-introduction-robust-ai-systems-4671",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	82	"section_id": "#sec-robust-ai-realworld-robustness-failures-c119",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	146	"section_id": "#sec-robust-ai-unified-framework-robust-ai-b25d",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	210	"section_id": "#sec-robust-ai-environmental-shifts-a2cf",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	281	"section_id": "#sec-robust-ai-inputlevel-attacks-model-robustness-d6ea",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	346	"section_id": "#sec-robust-ai-input-attack-detection-defense-19d3",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	410	"section_id": "#sec-robust-ai-data-poisoning-defenses-d070",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	481	"section_id": "#sec-robust-ai-robustness-generative-ai-941b",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	518	"section_id": "#sec-robust-ai-diagnosing-the-masquerade-9f21",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	562	"section_id": "#sec-robust-ai-fallacies-pitfalls-087e",	CODE
MEDIUM	books/vol2/14_robust_ai/robust_ai_quizzes.json	619	"section_id": "#sec-robust-ai-summary-a274",	CODE
MEDIUM	books/shared/assets/styles/_base-styles.scss	868	#tbl-paradigm-evolution {	COMMENT
MEDIUM	…/_prototypes/vol1-web-animations/figure-plan/vol1.json	550	"section": "### Benchmark harness {#sec-benchmarking-benchmark-harness-09ea}",	CODE
MEDIUM	…/_prototypes/vol1-web-animations/figure-plan/vol1.json	565	"section": "### Benchmark harness {#sec-benchmarking-benchmark-harness-09ea}",	CODE
MEDIUM	…vol1-web-animations/figure-plan/generated-figures.html	240	<script type="application/json" id="records">[{"key": "vol1:fig-preprocessing-fitted-state", "volume": 1, "title": "Shar	CODE
MEDIUM	…animations/figure-plan/section-integration-review.json	389	"heading": "## System-Level Faults {#sec-robust-ai-diagnosing-the-masquerade-9f21}",	CODE
MEDIUM	…1-web-animations/animation-catalog/vol1-inventory.json	33	"section": "The Evolution of AI Bottlenecks {#sec-introduction-ai-paradigm-evolution-ae2b}",	CODE
MEDIUM	…1-web-animations/animation-catalog/vol1-inventory.json	152	"section": "Four Deployment Regimes Across Nine Orders of Magnitude {#sec-ml-systems-deployment-paradigm-framework-0	CODE
MEDIUM	…1-web-animations/animation-catalog/vol1-inventory.json	2998	"section": "Benchmark harness {#sec-benchmarking-benchmark-harness-09ea}",	CODE
MEDIUM	…1-web-animations/animation-catalog/vol1-inventory.json	3015	"section": "Benchmark harness {#sec-benchmarking-benchmark-harness-09ea}",	CODE
99 more matches not shown…

Structural Annotation Overuse212 hits · 297 pts

Severity	File	Line	Snippet	Context
LOW	labs/tools/swarm_conductor.py	50	# Step 1: Static AST & Reactive checks	COMMENT
LOW	labs/tools/swarm_conductor.py	71	# Step 2: Headless HTML export	COMMENT
LOW	labs/tools/swarm_conductor.py	96	# Step 3: Playwright visual snapshot	COMMENT
LOW	labs/vol4/staff/station-pilot/README.md	17	## Step 0: Receive and make the station safe	COMMENT
LOW	labs/vol4/staff/station-pilot/README.md	26	## Step 1: Reproduce stock LeRobot on a workstation	COMMENT
LOW	labs/vol4/staff/station-pilot/README.md	76	## Step 2: Test UNO Q Linux ↔ STM32 communication without motors	COMMENT
LOW	labs/vol4/staff/station-pilot/README.md	91	## Step 3: Put the STM32 in the motor command path, first with no motor load	COMMENT
LOW⚡	labs/vol4/staff/station-pilot/README.md	122	## Step 4: Run a learned action policy locally on the Q	COMMENT
LOW⚡	labs/vol4/staff/station-pilot/README.md	130	## Step 5: Observe again, compare policies, and test faults	COMMENT
LOW⚡	labs/vol4/staff/station-pilot/README.md	138	## Step 6: Reproduce as a student would	COMMENT
LOW⚡	binder/tools/audit/checks/h3_titlecase.py	505	"### Step 3: Estimate ROI",	CODE
LOW⚡	binder/tools/audit/checks/h3_titlecase.py	509	"### Step 2: Simplify for large N",	CODE
LOW⚡	binder/tools/audit/checks/h3_titlecase.py	511	"#### Step 1: Calculate the failure rate per GPU subsystem",	CODE
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	519	# Step 1: Universal DOI lookup from raw entry	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	525	# Step 2: Canonical DOI lookup from existing record or backup audit manifest	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	531	# Step 3: Universal arXiv lookup	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	537	# Step 4: Official standard or regulation	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	541	# Step 5: Verified Web URL from raw bib entry	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	545	# Step 6: Canonical URL from existing record or backup audit manifest	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	551	# Step 7: Crossref title search	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	555	# Step 8: OpenLibrary search for books	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	560	# Step 9: Curated subagent audit evidence from previous verification pass	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	452	# Step 1: Curated Provenance Override	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	458	# Step 2: Direct DOI lookup (from doi field or URL)	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	502	# Step 4: Official Standards / Specifications Registry	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	509	# Step 5: Web URL Liveness & Verification	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	520	# Step 6: Bibliographic search via Crossref (by Title & Author)	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	528	# Step 7: Academic Search via OpenAlex (by Title & Author)	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	536	# Step 7: OpenLibrary Search for Books	COMMENT
LOW	…tools/scripts/audit/comprehensive_live_bib_verifier.py	480	# Step 3: arXiv lookup (from eprint, URL, or raw text)	COMMENT
LOW	scripts/generate_chapter_from_v4.py	1027	# Step 0: Frontmatter (Purpose & Objectives)	COMMENT
LOW	scripts/generate_chapter_from_v3.py	1026	# Step 0: Frontmatter (Purpose & Objectives)	COMMENT
LOW	scripts/generate_chapter_from_v2.py	1330	# Step 0: Frontmatter (Purpose & Objectives)	COMMENT
LOW⚡	.github/workflows/book-validate-dev.yml	208	# Step 3: Update contributors (runs in parallel with builds after pre-commit passes)	COMMENT
LOW⚡	.github/workflows/book-validate-dev.yml	215	# Step 4: Determine build configuration (shared logic)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	138	# Step 1: Pre-commit validation	COMMENT
LOW	.github/workflows/book-validate-dev.yml	196	# Step 2: Container Health Check (validate containers before builds)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	345	# Step 4: Matrix-driven build calls (clean and simple!)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	364	# Step 4: Collect build results (needed for outputs)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	579	# Step 5: Final results and summary	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	107	# Step 1: Book (vol1 + vol2). Off by default — opt in via deploy_book=true.	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	123	# Step 2: Kits	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	141	# Step 3: TinyTorch	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	160	# Step 4: MLSYSIM (with quartodoc)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	180	# Step 5: Labs	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	201	# Step 6: StaffML (Next.js + D1 ship + Cloudflare worker deploy)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	223	# Step 7: Slides	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	246	# Step 8: MLPerf EDU independent preview. Off by default until explicitly selected.	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	268	# Step 9: Landing Site (landing + about + community + newsletter)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	288	# Step 10: Instructors	COMMENT
LOW⚡	mlsysim/docs/understanding-efficiency.md	131	### Step 1: Run the 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 one-way bandwidth source available.	COMMENT
LOW⚡	mlsysim/mlsysim/cli/schemas.py	234	# Step 4: compile the declarative plan into the Fleet object used by	COMMENT
152 more matches not shown…

Verbosity Indicators196 hits · 270 pts

Severity	File	Line	Snippet	Context
LOW	labs/tools/swarm_conductor.py	50	# Step 1: Static AST & Reactive checks	COMMENT
LOW	labs/tools/swarm_conductor.py	71	# Step 2: Headless HTML export	COMMENT
LOW	labs/tools/swarm_conductor.py	96	# Step 3: Playwright visual snapshot	COMMENT
LOW⚡	binder/tools/audit/checks/h3_titlecase.py	505	"### Step 3: Estimate ROI",	CODE
LOW⚡	binder/tools/audit/checks/h3_titlecase.py	509	"### Step 2: Simplify for large N",	CODE
LOW⚡	binder/tools/audit/checks/h3_titlecase.py	511	"#### Step 1: Calculate the failure rate per GPU subsystem",	CODE
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	519	# Step 1: Universal DOI lookup from raw entry	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	525	# Step 2: Canonical DOI lookup from existing record or backup audit manifest	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	531	# Step 3: Universal arXiv lookup	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	537	# Step 4: Official standard or regulation	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	541	# Step 5: Verified Web URL from raw bib entry	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	545	# Step 6: Canonical URL from existing record or backup audit manifest	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	551	# Step 7: Crossref title search	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	555	# Step 8: OpenLibrary search for books	COMMENT
LOW⚡	…nder/tools/scripts/audit/parallel_verify_master_bib.py	560	# Step 9: Curated subagent audit evidence from previous verification pass	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	452	# Step 1: Curated Provenance Override	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	458	# Step 2: Direct DOI lookup (from doi field or URL)	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	502	# Step 4: Official Standards / Specifications Registry	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	509	# Step 5: Web URL Liveness & Verification	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	520	# Step 6: Bibliographic search via Crossref (by Title & Author)	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	528	# Step 7: Academic Search via OpenAlex (by Title & Author)	COMMENT
LOW⚡	…tools/scripts/audit/comprehensive_live_bib_verifier.py	536	# Step 7: OpenLibrary Search for Books	COMMENT
LOW	…tools/scripts/audit/comprehensive_live_bib_verifier.py	480	# Step 3: arXiv lookup (from eprint, URL, or raw text)	COMMENT
LOW	scripts/generate_chapter_from_v4.py	1027	# Step 0: Frontmatter (Purpose & Objectives)	COMMENT
LOW	scripts/generate_chapter_from_v3.py	1026	# Step 0: Frontmatter (Purpose & Objectives)	COMMENT
LOW	scripts/generate_chapter_from_v2.py	1330	# Step 0: Frontmatter (Purpose & Objectives)	COMMENT
LOW⚡	.github/workflows/book-validate-dev.yml	208	# Step 3: Update contributors (runs in parallel with builds after pre-commit passes)	COMMENT
LOW⚡	.github/workflows/book-validate-dev.yml	215	# Step 4: Determine build configuration (shared logic)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	138	# Step 1: Pre-commit validation	COMMENT
LOW	.github/workflows/book-validate-dev.yml	196	# Step 2: Container Health Check (validate containers before builds)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	345	# Step 4: Matrix-driven build calls (clean and simple!)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	364	# Step 4: Collect build results (needed for outputs)	COMMENT
LOW	.github/workflows/book-validate-dev.yml	579	# Step 5: Final results and summary	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	107	# Step 1: Book (vol1 + vol2). Off by default — opt in via deploy_book=true.	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	123	# Step 2: Kits	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	141	# Step 3: TinyTorch	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	160	# Step 4: MLSYSIM (with quartodoc)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	180	# Step 5: Labs	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	201	# Step 6: StaffML (Next.js + D1 ship + Cloudflare worker deploy)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	223	# Step 7: Slides	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	246	# Step 8: MLPerf EDU independent preview. Off by default until explicitly selected.	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	268	# Step 9: Landing Site (landing + about + community + newsletter)	COMMENT
LOW⚡	.github/workflows/publish-all-live.yml	288	# Step 10: Instructors	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 one-way 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	207	# Step 1: shard model state across model-parallel dimensions before	COMMENT
LOW	mlsysim/mlsysim/engine/solvers/training.py	230	# 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⚡	tinytorch/guide/install.sh	728	# Step 1: Download from GitHub using sparse checkout	COMMENT
LOW⚡	tinytorch/guide/install.sh	886	# Step 2: Create Python virtual environment	COMMENT
LOW⚡	tinytorch/guide/install.sh	916	# Step 3: Install dependencies	COMMENT
LOW⚡	tinytorch/guide/install.sh	963	# Step 4: Verify installation	COMMENT
136 more matches not shown…

Self-Referential Comments71 hits · 206 pts

Severity	File	Line	Snippet	Context
MEDIUM	binder/tools/scripts/utilities/count_footnotes.sh	3	# Define the search directory	COMMENT
MEDIUM	binder/tools/scripts/utilities/analyze_footnotes.sh	47	# Create a temporary file to store filename and footnote count pairs	COMMENT
MEDIUM	binder/cli/data/concept_terms.yaml	3	# This file defines the §10.3 concept terms that must be naturalized to lowercase	COMMENT
MEDIUM	binder/cli/data/abbreviations.yaml	3	# This file is the single source of truth for:	COMMENT
MEDIUM⚡	staffml/vault-cli/tests/test_book_refs.py	81	# Create the book tree (so link-check is active) but NOT the chapter.	COMMENT
MEDIUM⚡	books/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	books/shared/scripts/epub_postprocess.py	490	# Create a temporary output file	COMMENT
MEDIUM	…15_trajectory_curation/images/data/corpus_excerpt.json	34	"text": "[File: /django-environ/environ/environ.py (994 lines total)]\n1:# This file is part of the django-environ.\n	CODE
MEDIUM⚡	…15_trajectory_curation/images/data/corpus_excerpt.json	54	"text": "[File: /django-environ/environ/environ.py (1002 lines total)]\n1:# This file is part of the django-environ.\	CODE
MEDIUM⚡	…15_trajectory_curation/images/data/corpus_excerpt.json	64	"text": "[File: /django-environ/environ/environ.py (1003 lines total)]\n1:# This file is part of the django-environ.\	CODE
MEDIUM	scripts/build_outline_v4.py	32	# Define the new V4 Frontmatter / Curriculum Charter	COMMENT
MEDIUM	scripts/create_master_outline_v3.py	8	# Define the new V3 Preamble (Lines 1 to ~540)	COMMENT
MEDIUM	scripts/create_master_outline_v3.py	299	# Define the new Chapter 02 blueprint for V3	STRING
MEDIUM	scripts/pedagogy_sim/apply_edits.py	60	# Create a backup	COMMENT
MEDIUM	.github/workflows/book-publish-live.yml	2189	# Create a basic fallback release notes file	COMMENT
MEDIUM	.github/workflows/book-publish-live.yml	2263	# Create the release as a DRAFT for manual editing	COMMENT
MEDIUM	.github/workflows/tinytorch-publish-live.yml	869	# Create the release as draft	COMMENT
MEDIUM	.github/workflows/contributors/update_contributors.py	287	# Create a combined key using username and email_address to handle	COMMENT
MEDIUM	mlperf-edu/registry/suites.yaml	3	# This file is registry source of truth, exactly like the per-workload YAML	COMMENT
MEDIUM⚡	tinytorch/guide/install.sh	126	VENV_CREATE_TIMEOUT=60 # Creating the virtual environment	CODE
MEDIUM	tinytorch/tools/check_grading_holes.py	118	# Define the test, then call it. A cell that passes here is a cell no	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	304	# 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	192	# Create a simple loss (sum of all outputs)	COMMENT
MEDIUM	…torch/tests/integration/test_optimizers_integration.py	31	# Create a simple linear layer	COMMENT
MEDIUM	…torch/tests/integration/test_optimizers_integration.py	42	# Create a simple loss (sum of outputs)	COMMENT
MEDIUM	tinytorch/tests/07_optimizers/test_optimizer_core.py	58	# 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	126	# Create a simple plot	COMMENT
MEDIUM	tinytorch/tests/environment/test_conftest_validation.py	317	# Create a fake module file	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	180	# Create a simple scatter plot	COMMENT
MEDIUM	…/milestones/06_2018_mlperf/01_optimization_olympics.py	525	# Create a copy for pruning	COMMENT
MEDIUM	tinytorch/tito/core/auth.py	105	# Create the temp file owner-only from the start (O_EXCL + 0o600), so the	COMMENT
MEDIUM	tinytorch/tito/core/status_analyzer.py	265	# Create a temporary file to test import	COMMENT
MEDIUM	tinytorch/tito/commands/setup.py	579	# Create a dummy Namespace for login command arguments	COMMENT
MEDIUM	tinytorch/tito/commands/setup.py	615	# 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	139	# Create a model and analyze its weights	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	1474	# Create a simple model (Linear already imported above)	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	1684	# Create a realistic model with explicit layers - students see the architecture	COMMENT
MEDIUM	tinytorch/src/16_compression/16_compression.py	1876	# Create a model	COMMENT
MEDIUM	tinytorch/src/04_losses/04_losses.py	977	# Create a range of prediction errors for analysis	STRING
MEDIUM	tinytorch/src/08_training/08_training.py	1736	# Create a simple model	COMMENT
MEDIUM	tinytorch/src/08_training/08_training.py	1836	# Create a simple model using REAL Linear layer	COMMENT
MEDIUM	tinytorch/src/01_tensor/01_tensor.py	1739	# Create a moderately-sized matrix (large enough to show cache effects)	COMMENT
MEDIUM	tinytorch/src/19_benchmarking/19_benchmarking.py	4608	# Create a simple model and input	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1129	# Create a simple model	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1235	# Create a linear layer	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1865	# Create a simple model	COMMENT
MEDIUM	tinytorch/src/15_quantization/15_quantization.py	1953	# Create a realistic model using explicit composition (Sequential from tinytorch.core.layers)	COMMENT
MEDIUM	tinytorch/src/18_memoization/18_memoization.py	1321	# Create a minimal mock model that returns random logits	COMMENT
MEDIUM	tinytorch/src/18_memoization/18_memoization.py	1500	# Create a mock transformer-like object for testing	COMMENT
MEDIUM	tinytorch/src/18_memoization/18_memoization.py	1961	# Create a cache for 2-layer transformer	COMMENT
MEDIUM⚡	tinytorch/src/13_transformers/13_transformers.py	1295	# Create a small vocabulary (character-level)	COMMENT
MEDIUM⚡	tinytorch/src/13_transformers/13_transformers.py	1304	# Create the model from the classes defined above in this notebook, not from	COMMENT
MEDIUM	tinytorch/src/13_transformers/13_transformers.py	1670	# Create a small transformer block (using concrete parameters)	COMMENT
11 more matches not shown…

Redundant / Tautological Comments124 hits · 180 pts

Severity	File	Line	Snippet	Context
LOW	labs/tests/test_protocol.py	130	# Check if it's inside a string (skip those)	COMMENT
LOW	binder/setup.py	18	# Check if we're in a virtual environment	COMMENT
LOW	binder/tools/setup/setup.sh	10	# Check if Python is installed	COMMENT
LOW	binder/tools/setup/clean.sh	130	# Check if GC is needed	COMMENT
LOW	binder/tools/audit/protected_contexts.py	246	# Check if this line closes the comment	COMMENT
LOW	binder/tools/scripts/transform_pico_cells.py	175	# Check if body has structured sections already	COMMENT
LOW	binder/tools/scripts/images/remove_bg.py	39	# Set alpha to 0 (transparent) for white pixels	COMMENT
LOW	binder/tools/scripts/content/section_splitter.py	114	# Check if unnumbered	COMMENT
LOW	binder/tools/scripts/content/section_splitter.py	362	# Check if this is a real section header	COMMENT
LOW	binder/tools/scripts/content/format_div_spacing.py	221	# Check if we need to insert a blank line before this line	COMMENT
LOW	binder/tools/scripts/content/fix_abbreviations.py	160	# Check if this first use includes the expansion	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	158	# Check if next line is a border	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	308	# Check if it's primarily numeric	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	349	# Check if header matches bold indicators	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	371	# Check if mostly numeric (data table)	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	384	# Check if descriptive (multi-word = comparison table)	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	732	# Check if any data lines differ (catches alignment changes)	COMMENT
LOW	binder/tools/scripts/content/format_tables.py	541	# Check if adding this part would exceed max_width	STRING
LOW	binder/tools/scripts/content/format_tables.py	572	# Check if any cell needs wrapping	STRING
LOW	binder/tools/scripts/content/fix_bibliography.py	117	# Check if it's an arXiv preprint	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	65	# Check if inside bold definition: Term or *Term*	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	73	# Check if at start of sentence	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	82	# Check if inside inline math $...$	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	97	# Check if inside \index{...}	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	104	# Check if "Iron Law of Processor Performance" (H&P reference — keep caps)	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	111	# Check if inside title="..."	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	118	# Check if inside fig-cap="..." or fig-alt="..."	COMMENT
LOW⚡	binder/tools/scripts/content/fix_capitalization.py	126	# Check if referring to Sutton's essay title "The Bitter Lesson"	COMMENT
LOW	binder/tools/scripts/content/fix_capitalization.py	188	# Check if this match should be preserved	COMMENT
LOW	binder/tools/scripts/content/format_python_in_qmd.py	148	# Check if it's a comment line	COMMENT
LOW	binder/tools/scripts/content/format_python_in_qmd.py	151	# Check if it's a single-line docstring	COMMENT
LOW	binder/tools/scripts/utilities/prettify_pipe_tables.py	212	# Check if this starts a pipe table	COMMENT
LOW	binder/tools/scripts/utilities/analyze_footnotes.sh	35	# Check if exactly one positional argument is given	COMMENT
LOW	binder/tools/scripts/publish/publish.sh	140	# Check if GitHub CLI is available	COMMENT
LOW	binder/tools/scripts/publish/publish.sh	287	# Check if PDF was created	COMMENT
LOW	binder/tools/scripts/publish/publish.sh	311	# Check if Ghostscript is available	COMMENT
LOW	binder/tools/scripts/publish/publish.sh	625	# Check if version already exists	COMMENT
LOW⚡	binder/tools/scripts/publish/modify_dev_announcement.py	46	# Read the file	COMMENT
LOW	binder/tools/scripts/publish/modify_dev_announcement.py	95	# Check if any changes were made	COMMENT
LOW	…r/tools/scripts/maintenance/update_texlive_packages.py	353	# Check if file should be excluded	COMMENT
LOW	…scripts/maintenance/capitalize_sentence_start_xrefs.py	228	# Check if already capitalized	COMMENT
LOW	binder/tools/scripts/maintenance/run_maintenance.sh	20	# Check if we're in a git repository	COMMENT
LOW	binder/tools/scripts/maintenance/repo_health_check.py	339	# Check if BFG is installed	COMMENT
LOW	binder/tools/scripts/maintenance/repo_health_check.py	455	# Check if we're in a git repo	COMMENT
LOW⚡	binder/cli/core/bib_gateway.py	714	# Write files atomically	COMMENT
LOW	binder/cli/checks/lego_cell_architecture.py	123	# Check if any Stage 1, 2, or 3 comment appears before the class definition in the cell	COMMENT
LOW⚡	binder/cli/commands/bib.py	532	# Check if betterbib is available	COMMENT
LOW	binder/cli/commands/doctor.py	98	# Display results	COMMENT
LOW	binder/cli/commands/doctor.py	397	# Check if we're in a git repo	COMMENT
LOW	books/shared/scripts/clean_svgs.py	113	# Check if file contains control characters	COMMENT
LOW	books/shared/scripts/clean_svgs.py	207	# Check if build directory exists	COMMENT
LOW	scripts/generate_chapter_from_v4.py	562	# Check if anchor tag exists anywhere in first 5 lines	COMMENT
LOW	scripts/generate_chapter_from_v3.py	561	# Check if anchor tag exists anywhere in first 5 lines	COMMENT
LOW	.github/workflows/infra-health-check.yml	289	# Check if any tools are missing and fail if so	COMMENT
LOW	.github/workflows/infra-health-check.yml	525	# 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	1772	# Check if there are actually changes to commit	COMMENT
LOW	.github/workflows/infra-container-linux.yml	245	# Check if we have the required permissions	COMMENT
64 more matches not shown…

Modern Structural Boilerplate149 hits · 148 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	338	__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/inference.py	354	__all__ = [	CODE
LOW	labs/mlsysbook_labs/selection.py	523	__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	424	__all__ = [	CODE
LOW	labs/mlsysbook_labs/state.py	5	__all__ = ["DesignLedger", "LedgerState"]	CODE
LOW	labs/mlsysbook_labs/system_design.py	953	__all__ = [	STRING
LOW	binder/tools/audit/spurious_zero.py	18	__all__ = [	CODE
LOW	binder/tools/figures/__init__.py	12	__all__ = [	CODE
LOW	…r/tools/scripts/maintenance/update_texlive_packages.py	42	logger = logging.getLogger(__name__)	CODE
LOW	staffml/vault-cli/src/vault_cli/validator.py	639	__all__ = ["InvariantFailure", "fast_tier", "structural_tier", "run_all"]	CODE
LOW	staffml/vault-cli/src/vault_cli/book_refs.py	168	__all__ = ["BookRefError", "BookRefResolver"]	CODE
LOW	staffml/vault-cli/src/vault_cli/release.py	257	def update_latest_pointer(releases_dir: Path, version: str) -> None:	CODE
LOW	staffml/vault-cli/src/vault_cli/release.py	280	__all__ = [	CODE
LOW	staffml/vault-cli/src/vault_cli/compiler.py	405	__all__ = ["DDL", "build"]	CODE
LOW	staffml/vault-cli/src/vault_cli/models.py	453	__all__ = [	CODE
LOW	staffml/vault-cli/src/vault_cli/paths.py	119	__all__ = [	CODE
LOW	staffml/vault-cli/src/vault_cli/exit_codes.py	30	__all__ = ["ExitCode"]	CODE
LOW	staffml/vault-cli/src/vault_cli/policy.py	55	__all__ = ["load_policy", "is_published", "filter_questions", "policy_version"]	CODE
LOW	staffml/vault-cli/src/vault_cli/__init__.py	10	__all__ = ["__version__"]	CODE
LOW	staffml/vault-cli/src/vault_cli/legacy_export.py	435	__all__ = [	CODE
LOW	staffml/vault-cli/src/vault_cli/ship.py	233	__all__ = ["LegPlan", "LegState", "ShipError", "ShipJournal", "ShipOutcome", "run_ship"]	CODE
LOW	staffml/vault-cli/src/vault_cli/yaml_io.py	91	__all__ = ["VaultYamlError", "MAX_BYTES", "MAX_DEPTH", "load_bytes", "load_file", "dump_str"]	CODE
LOW	staffml/vault-cli/src/vault_cli/hashing.py	117	__all__ = ["CANON_VERSION", "content_hash", "hash_of_canonical_yaml", "release_hash"]	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/show.py	121	__all__ = ["register"]	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/chain.py	189	__all__ = ["register"]	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/ls.py	95	__all__ = ["register"]	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/lint.py	236	__all__ = ["register", "ALL_CHECKS", "Finding"]	CODE
LOW	staffml/vault-cli/src/vault_cli/chains/audit.py	206	__all__ = [	CODE
LOW	staffml/vault-cli/src/vault_cli/chains/rescue.py	193	__all__ = [	CODE
LOW	staffml/vault-cli/src/vault_cli/chains/embeddings.py	156	__all__ = [	CODE
LOW	staffml/vault/schema/enums.py	200	__all__ = [	CODE
LOW	books/shared/publish/compress_pdf.py	60	def _setup_logging(self) -> None:	CODE
LOW	books/shared/publish/compress_epub.py	58	def _setup_logging(self) -> None:	CODE
LOW	.github/workflows/contributors/add_contributor.py	152	def set_output(name: str, value: object) -> None:	CODE
LOW	.github/scripts/sync-repository-name.py	146	def set_outputs(**values: str) -> None:	CODE
LOW	mlperf-edu/src/mlperf/__init__.py	5	__all__ = ["PowerMeter"]	CODE
LOW	…u/src/mlperf/reference/timeseries/patchtst/__init__.py	5	__all__ = ["PatchTST_backbone"]	CODE
LOW	site/scripts/update_volume_status.py	119	def update_status_files(jobs: list[dict]) -> 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
89 more matches not shown…

AI Structural Patterns75 hits · 73 pts

Severity	File	Line	Context
LOW	labs/mlsysbook_labs/reports.py	70	CODE
LOW	labs/mlsysbook_labs/selection.py	419	CODE
LOW	labs/mlsysbook_labs/migration.py	46	CODE
LOW	labs/mlsysbook_labs/migration.py	94	CODE
LOW	binder/tools/figures/margin/devices.py	465	CODE
LOW	binder/cli/checks/lego_prose_literals.py	213	CODE
LOW	binder/cli/commands/layout.py	820	CODE
LOW	binder/cli/commands/bib.py	600	CODE
LOW	binder/cli/commands/reference_check.py	249	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/release.py	704	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/ls.py	33	CODE
LOW	staffml/vault-cli/src/vault_cli/commands/authoring.py	187	CODE
LOW	slides/vol3/12_failure_recovery/images/make_figs.py	43	CODE
LOW	slides/vol3/18_multi_agent/images/make_figs.py	46	CODE
LOW	slides/vol3/11_durable_execution/images/make_figs.py	70	CODE
LOW	slides/vol3/11_durable_execution/images/make_figs.py	77	CODE
LOW	slides/vol3/05_kv_cache/images/make_figs.py	47	CODE
LOW	slides/vol3/16_fine_tuning/images/make_figs.py	44	CODE
LOW	slides/vol3/14_agent_operations/images/make_figs.py	51	CODE
LOW	slides/vol4/13_placement/images/make_figs.py	37	CODE
LOW	slides/vol2/11_edge_intelligence/images/make_figs.py	79	CODE
LOW	slides/vol1/10b_model_compression/images/make_figs.py	65	CODE
LOW	slides/vol1/04_data_engineering/images/make_figs.py	34	CODE
LOW	slides/vol1/16_conclusion/images/make_figs.py	94	CODE
LOW	slides/vol1/10_model_compression/images/make_figs.py	53	CODE
LOW	slides/vol1/04b_data_engineering/images/make_figs.py	35	CODE
LOW	slides/assets/kit/slideplot.py	52	CODE
LOW	slides/assets/kit/slideplot.py	113	CODE
LOW	scripts/generate_figure_contact_sheet.py	50	CODE
LOW	mlperf-edu/src/mlperf/manifest.py	494	CODE
LOW	…u/src/mlperf/reference/timeseries/patchtst/backbone.py	17	CODE
LOW	…u/src/mlperf/reference/timeseries/patchtst/backbone.py	129	CODE
LOW	…u/src/mlperf/reference/timeseries/patchtst/backbone.py	178	CODE
LOW	…u/src/mlperf/reference/timeseries/patchtst/backbone.py	202	CODE
LOW	mlsysim/mlsysim/labs/experiments/v2_11_experiments.py	512	CODE
LOW	mlsysim/mlsysim/labs/experiments/v1_06_experiments.py	154	CODE
LOW	mlsysim/mlsysim/labs/experiments/v2_02_experiments.py	556	CODE
LOW	mlsysim/mlsysim/labs/experiments/v2_02_experiments.py	658	CODE
LOW	mlsysim/mlsysim/labs/experiments/v2_05_experiments.py	431	CODE
LOW	mlsysim/mlsysim/labs/experiments/v2_07_experiments.py	225	CODE
LOW	mlsysim/mlsysim/labs/experiments/v1_05_experiments.py	298	CODE
LOW	mlsysim/mlsysim/fmt/domains.py	808	CODE
LOW	mlsysim/mlsysim/fmt/domains.py	1413	CODE
LOW	mlsysim/mlsysim/fmt/core.py	532	CODE
LOW	mlsysim/mlsysim/fmt/quantities.py	87	CODE
LOW	mlsysim/mlsysim/fmt/quantities.py	137	CODE
LOW	mlsysim/mlsysim/fmt/quantities.py	176	CODE
LOW	mlsysim/mlsysim/fmt/quantities.py	268	CODE
LOW	mlsysim/mlsysim/fmt/ranges.py	211	CODE
LOW	mlsysim/mlsysim/cli/commands/serve.py	10	CODE
LOW	mlsysim/mlsysim/physics/robotics/perception.py	67	CODE
LOW	mlsysim/mlsysim/engine/constraint_explorer.py	232	CODE
LOW	mlsysim/mlsysim/engine/constraint_explorer.py	111	CODE
LOW	mlsysim/mlsysim/engine/engine.py	95	CODE
LOW	mlsysim/mlsysim/engine/solvers/serving.py	53	CODE
LOW	mlsysim/mlsysim/engine/solvers/serving.py	275	CODE
LOW	mlsysim/mlsysim/engine/solvers/compression.py	193	CODE
LOW	mlsysim/mlsysim/engine/solvers/distributed.py	239	CODE
LOW	mlsysim/mlsysim/engine/solvers/embodied.py	71	CODE
LOW	mlsysim/mlsysim/engine/solvers/embodied.py	213	CODE
15 more matches not shown…

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	2137	# Use AI-generated notes directly (they include proper header)	COMMENT
HIGH	.github/workflows/book-publish-live.yml	2252	# Use the AI-generated release notes	COMMENT
HIGH	mlperf-edu/src/mlperf/assets.py	728	citation="Liu et al., Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Mo	CODE
HIGH	tinytorch/guide/community/dashboard.html	871	// Removed System Complexity Axis as requested	COMMENT
HIGH	tinytorch/guide/community/tests/index.html	718	// Removed System Complexity Axis as requested	COMMENT

Example Usage Blocks17 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	binder/tools/scripts/utilities/analyze_footnotes.sh	8	# Usage:	COMMENT
LOW⚡	binder/tools/scripts/publish/mit-press-release.sh	8	# Usage:	COMMENT
LOW	staffml/app/scripts/mirror-visuals.sh	7	# Usage:	COMMENT
LOW⚡	shared/scripts/sync-mirrors.sh	13	# Usage:	COMMENT
LOW⚡	books/config/_quarto-pdf-vol2-copyedit.yml	7	# Usage:	COMMENT
LOW⚡	books/config/_quarto-pdf-vol1.yml	6	# Usage:	COMMENT
LOW⚡	books/config/_quarto-pdf-vol2.yml	6	# Usage:	COMMENT
LOW⚡	books/config/_quarto-pdf-vol1-copyedit.yml	7	# Usage:	COMMENT
LOW⚡	books/config/_quarto-epub-vol1.yml	6	# Usage:	COMMENT
LOW⚡	books/config/_quarto-epub-vol2.yml	6	# Usage:	COMMENT
LOW	.github/scripts/flatten-vol-urls.sh	30	# Usage:	COMMENT
LOW	.github/scripts/visual_smoke.py	34	# 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⚡	tinytorch/scripts/test-fresh-install.sh	8	# Usage:	COMMENT

Dead Code7 hits · 14 pts

Severity	File	Line	Context
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1138	CODE
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1139	CODE
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1140	CODE
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1161	CODE
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1162	CODE
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1163	CODE
MEDIUM	binder/tools/audit/fmt/codemod_fmt.py	1166	CODE

Fake / Example Data10 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	staffml/vault-cli/docs/JSON_OUTPUT.md	282	"new_provenance": "llm-then-human-edited", "reviewed_by": "user@example.com" }	CODE
LOW	staffml/vault/questions/global/data/global-0046.yaml	17	realistic_solution: 'Microservice equivalence fails on artifact cost and stochasticity. Submitting 24-hour training ru	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	…rch/guide/community/tests/e2e/credentials.example.json	3	"email": "user@example.com",	CODE

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	staffml/app/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⚡	staffml/app/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	991	- Don't forget to call _build_mappings() at the end	STRING

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…audit/data/chapter_terms/vol2_inference_inference.json	415	"context": "::: {#fig-prefix-caching fig-env=\"figure\" fig-pos=\"htb\" fig-cap=\"**Prefix Caching via Block Shari	CODE

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

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	slides/vol3/17_rlvr/images/data/verifier_gap.py	35	# TODO: implement a proper validator to compare against ground truth. For now we just check for exact string mat	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tinytorch/tests/cli/test_nbgrader_command.py	226	"source": "def helper():\n return 1\n",	CODE

harvard-edge/cs249r_book

Open-Source Code Quality, Security and Technical Debt Review