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mattmre/CHELATEDAI

https://github.com/mattmre/CHELATEDAI · scanned 2026-06-16 04:33 UTC (1 month, 4 weeks ago)

103 raw signals (0 security + 103 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 4 weeks ago · v1 · 86 actionable findings from 1 signal source. 17 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
86.0
/100
Security checks
86
0 findings
System graph
86
66.7% cov · 86 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 12 Low 68 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 86 Crowd 0 Layer: Software 16 Api 1 Security 3 Quality 66
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Scan summary Repository scanned at 86.0/100 with 66.7% coverage. It contains 5103 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 103 findings — concentrated in quality (83), software (16), security (3). Risk profile is low: 0 critical, 0 high, 12 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 80 of 86 actionable findings. 103 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in dashboard_server.py:2026
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
dashboard_server.py:2026 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in dashboard_server.py:782
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
dashboard_server.py:782 Direct innerhtml assignment
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — run_overnight_campaign.py:149
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — run_repeatability_check.py:222
`subprocess.Popen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — run_weight_refinement_campaign.py:119
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — test_analyze_phase_c_results.py:552
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — test_cleanup_review_diagnostic.py:124
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 18 placeholder/mock markers across 10 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 500 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 15 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: test_audit_evidence_index_freshness.py:test_audit_blocks_missing_indexed_paths, test_audit_evidence_index_freshness.py:test_audit_blocks_missing_index This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai…
15 occurrences
repo-level (15 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: test_recursive_decomposer.py:run_inference, test_recursive_decomposer.py:run_inference, test_recursive_decomposer.py:run_inference This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Cons…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: test_recursive_decomposer.py:setUp, test_recursive_decomposer.py:setUp, test_recursive_decomposer.py:setUp, test_recursive_decomposer.py:setUp This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hy…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `01_reform_v2` in test_road_course_tuning_loop.py:108
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_deep_copy` in model_scope_memory.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `chelated_direction_bank_v1` in feature_direction_bank.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `closed_course_v1` in run_safety_testbed.py:271
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `guard_learned_reform_gate_v1` in run_model_scope_overlay_smoke.py:67
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `learned_reform_gate_v1` in run_phase_c_eval.py:6
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `learned_reform_gate_v1` in test_analyze_phase_c_results.py:245
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `learned_reform_gate_v1` in test_phase_c_seed.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `learned_reform_gate_v1` in test_run_phase_c_eval.py:302
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `manual_backup` in checkpoint_manager.py:351
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mask_gate_v1` in test_integrated_diagnostics_report.py:65
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mask_gate_v1` in test_run_model_scope_campaign.py:115
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_scope_shadow_policy_v1` in model_scope_trainer.py:136
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_scope_shadow_policy_v1` in run_model_scope_campaign.py:280
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `my_backup` in test_checkpoint_manager.py:59
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_gate_v1` in run_gate_train.py:13
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in learned_reformulation_gate.py:155
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in run_golden_default_autopilot.py:445
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in run_learned_reformulation_autopilot.py:52
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in run_thousand_query_tuning.py:120
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_adaptive_overlay.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_engine_scope.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_engine_scope_coverage.py:21
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_engine_scope_negatives.py:20
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_evidence_contract.py:46
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_learned_reformulation_gate.py:23
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_run_gate_train.py:69
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_rrf_v2` in test_run_golden_default_autopilot.py:76
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reform_v2` in run_road_course_tuning_loop.py:32
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `safe_old` in chelation_logger.py:414
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `shadow_v1` in test_model_scope_trainer.py:57
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `shadow_v1` in test_promotion_contract.py:15
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_get_events_returns_copy` in test_model_scope_runtime.py:475
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_get_log_returns_copy` in test_model_hook_bus.py:162
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_preset_returns_copy` in test_attnres_adapter.py:206
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_preset_returns_copy` in test_sweep_presets.py:48
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_update_config_is_defensive_copy` in test_tts_engine_integration.py:555
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `V_old` in antigravity_engine.py:1624
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: clone_parameters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
elite_archive.py:21
low System graph software Dead code conf 1.00 Possibly dead Python function: compare_replay_bundles
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
expectation_comparator.py:261
low System graph software Dead code conf 1.00 Possibly dead Python function: create_custom_profile
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
device_profiles.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: dataset_engine_factory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmark_beir.py:456
low System graph software Dead code conf 1.00 Possibly dead Python function: enable_adapter_routing
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
antigravity_engine.py:1178
low System graph software Dead code conf 1.00 Possibly dead Python function: enable_convergence_detection
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
antigravity_engine.py:745
low System graph software Dead code conf 1.00 Possibly dead Python function: enable_evolutionary_online_updates
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
antigravity_engine.py:990
low System graph software Dead code conf 1.00 Possibly dead Python function: enable_isomer_detection
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
antigravity_engine.py:1481
low System graph software Dead code conf 1.00 Possibly dead Python function: enable_teacher_weight_scheduling
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
antigravity_engine.py:1437
low System graph software Dead code conf 1.00 Possibly dead Python function: enable_topology_analysis
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
antigravity_engine.py:1467
low System graph software Dead code conf 1.00 Possibly dead Python function: ensure_parent_directory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
run_candidate_transfer_gate.py:254
low System graph software Dead code conf 1.00 Possibly dead Python function: hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_scope_runtime.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: latency_seconds
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
device_profiles.py:42
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
dashboard_server.py:2034
low System graph software Dead code conf 1.00 Possibly dead Python function: override_count
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
feature_direction_bank.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: update_from_activation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
feature_direction_bank.py:42
low System graph quality Integrity conf 1.00 Stub function `close` (body is just `pass`/`return`) — test_benchmark_comparative.py:254
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `collection_exists` (body is just `pass`/`return`) — vector_store.py:13
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `remediate_none` (body is just `pass`/`return`) — test_aep_orchestrator.py:780
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Complexity conf 1.00 Very large file: antigravity_engine.py (2828 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: dashboard_server.py (2112 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: run_golden_default_autopilot.py (1556 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: test_aep_orchestrator.py (1171 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: test_dashboard_server.py (1165 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: test_tts_engine_integration.py (1200 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: test_unit_core.py (1248 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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