{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-3f12a6d8bdb6aaef", "name": "Possibly dead Python function: require_lamquant_neural", "shortDescription": {"text": "Possibly dead Python function: require_lamquant_neural"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-13cc606bf0fa2568", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ac42a848c77ab27d", "name": "Possibly dead Python function: trigger_decay", "shortDescription": {"text": "Possibly dead Python function: trigger_decay"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-763619734c15967e", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-5975401a8de63b30", "name": "Possibly dead Python function: check_padded_leak", "shortDescription": {"text": "Possibly dead Python function: check_padded_leak"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-0dcd9465ec10dc87", "name": "Possibly dead Python function: gradient_health", "shortDescription": {"text": "Possibly dead Python function: gradient_health"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-066a3fbf894a0db0", "name": "Possibly dead Python function: distribution_summary", "shortDescription": {"text": "Possibly dead Python function: distribution_summary"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f9001afbb483b094", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-bb281d8b8727a26d", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b48d95e0475b7d63", "name": "Possibly dead Python function: encoder_parameters", "shortDescription": {"text": "Possibly dead Python function: encoder_parameters"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6b3a6f4ac1433fef", "name": "Possibly dead Python function: decoder_parameters", "shortDescription": {"text": "Possibly dead Python function: decoder_parameters"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-c7ecfbc9fe5d5b7e", "name": "Possibly dead Python function: encoder_alpha_parameters", "shortDescription": {"text": "Possibly dead Python function: encoder_alpha_parameters"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6b092aaa2c8a3414", "name": "Possibly dead Python function: encoder_other_parameters", "shortDescription": {"text": "Possibly dead Python function: encoder_other_parameters"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-bdafc286efcb5703", "name": "Possibly dead Python function: freeze_decoder", "shortDescription": {"text": "Possibly dead Python function: freeze_decoder"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b3ffae74e2288b23", "name": "Possibly dead Python function: freeze_encoder", "shortDescription": {"text": "Possibly dead Python function: freeze_encoder"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-56c3db391ecf366a", "name": "Possibly dead Python function: unfreeze_all", "shortDescription": {"text": "Possibly dead Python function: unfreeze_all"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ca345b0a27936ce1", "name": "Possibly dead Python function: read_ckpt_provenance", "shortDescription": {"text": "Possibly dead Python function: read_ckpt_provenance"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-86f5f45cd38c76ec", "name": "Possibly dead Python function: pearson", "shortDescription": {"text": "Possibly dead Python function: pearson"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-add51da94bbc2fba", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-c6d9cf2bcad4cbfa", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a25da4ee52f48b1f", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-bf7399c3a8328a9a", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-18274e58077fcd60", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a5989e9339a709d9", "name": "Possibly dead Python function: format_time", "shortDescription": {"text": "Possibly dead Python function: format_time"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d08ec0e6b3a6fee5", "name": "Possibly dead Python function: patient_wise_split", "shortDescription": {"text": "Possibly dead Python function: patient_wise_split"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-362130c949d64f45", "name": "Insecure pattern 'eval_used' in python/lamquant/student/README.md:16", "shortDescription": {"text": "Insecure pattern 'eval_used' in python/lamquant/student/README.md:16"}, "fullDescription": {"text": "Found a known-risky pattern (eval_used). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "confidence": 1.0}}, {"id": "scanner-a002e7119c860349", "name": "Insecure pattern 'eval_used' in python/lamquant/snn/README.md:13", "shortDescription": {"text": "Insecure pattern 'eval_used' in python/lamquant/snn/README.md:13"}, "fullDescription": {"text": "Found a known-risky pattern (eval_used). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-27924aa79fa4a517", "name": "GitHub Action is tag-pinned rather than SHA-pinned", "shortDescription": {"text": "GitHub Action is tag-pinned rather than SHA-pinned"}, "fullDescription": {"text": "dtolnay/rust-toolchain@stable can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-a53abf63d8857c11", "name": "Very large file: python/lamquant/student/train_joint.py (2487 lines)", "shortDescription": {"text": "Very large file: python/lamquant/student/train_joint.py (2487 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ff411168cae91e69", "name": "Very large file: python/lamquant/student/archive/training_utils.py (1481 lines)", "shortDescription": {"text": "Very large file: python/lamquant/student/archive/training_utils.py (1481 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-bb18a18bb2c92067", "name": "Very large file: python/lamquant/snn/lma_dataset.py (1245 lines)", "shortDescription": {"text": "Very large file: python/lamquant/snn/lma_dataset.py (1245 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8a28f25b78bb4bb8", "name": "Very large file: python/lamquant/snn/train_4state_controller.py (1132 lines)", "shortDescription": {"text": "Very large file: python/lamquant/snn/train_4state_controller.py (1132 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8a0e25d038564e32", "name": "Very large file: python/lamquant/snn/archive/train_mamba_snn.py (1921 lines)", "shortDescription": {"text": "Very large file: python/lamquant/snn/archive/train_mamba_snn.py (1921 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-13394316d0c9dcfd", "name": "Very large file: python/lamquant/oracle/streaming_dataset.py (1088 lines)", "shortDescription": {"text": "Very large file: python/lamquant/oracle/streaming_dataset.py (1088 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-7bcece257d78c549", "name": "Very large file: src/cli.rs (3404 lines)", "shortDescription": {"text": "Very large file: src/cli.rs (3404 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-e9b8689e36127c45", "name": "Very large file: src/tui/mod.rs (2538 lines)", "shortDescription": {"text": "Very large file: src/tui/mod.rs (2538 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-5c0c6afde727c0b3", "name": "Very large file: src/framework/executor.rs (3086 lines)", "shortDescription": {"text": "Very large file: src/framework/executor.rs (3086 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-63bc6857bcdad40d", "name": "Very large file: src/broker/footprint.rs (1264 lines)", "shortDescription": {"text": "Very large file: src/broker/footprint.rs (1264 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 1335 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-72b2a6250083a784", "name": "Placeholder or mock-heavy implementation detected", "shortDescription": {"text": "Placeholder or mock-heavy implementation detected"}, "fullDescription": {"text": "Found 39 placeholder/mock markers across 18 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-a6a9a1a180a730b3", "name": "Commented-code block (7 lines) in python/test_build_optimizer.py:54", "shortDescription": {"text": "Commented-code block (7 lines) in python/test_build_optimizer.py:54"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-95af3a0a95e4c4c8", "name": "Commented-code block (5 lines) in python/trainer.py:170", "shortDescription": {"text": "Commented-code block (5 lines) in python/trainer.py:170"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-7485070f3bef732b", "name": "Legacy-named symbol `pre_hardening_backup` in python/lamquant/student/harden_artifacts.py:189", "shortDescription": {"text": "Legacy-named symbol `pre_hardening_backup` in python/lamquant/student/harden_artifacts.py:189"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3a2286a55c2f212b", "name": "Commented-code block (6 lines) in python/lamquant/student/warm_fb_cache.py:85", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/student/warm_fb_cache.py:85"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-8468510762b8d7e2", "name": "Legacy-named symbol `split_manifest_codec_v1` in python/lamquant/student/eval_codec_pccp.py:43", "shortDescription": {"text": "Legacy-named symbol `split_manifest_codec_v1` in python/lamquant/student/eval_codec_pccp.py:43"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3f384ba6c6ca2ed8", "name": "Legacy-named symbol `use_v1` in python/lamquant/student/experiment_runner.py:59", "shortDescription": {"text": "Legacy-named symbol `use_v1` in python/lamquant/student/experiment_runner.py:59"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1e85cb7857554111", "name": "Legacy-named symbol `ca_decoder_legacy` in python/lamquant/student/train_joint.py:482", "shortDescription": {"text": "Legacy-named symbol `ca_decoder_legacy` in python/lamquant/student/train_joint.py:482"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-281b74114048d0f9", "name": "Commented-code block (12 lines) in python/lamquant/student/train_joint.py:53", "shortDescription": {"text": "Commented-code block (12 lines) in python/lamquant/student/train_joint.py:53"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-c2eb0191524655cd", "name": "Commented-code block (10 lines) in python/lamquant/student/sinksoaph.py:6", "shortDescription": {"text": "Commented-code block (10 lines) in python/lamquant/student/sinksoaph.py:6"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-ae5f88e6162efcdd", "name": "Commented-code block (8 lines) in python/lamquant/student/esoap.py:7", "shortDescription": {"text": "Commented-code block (8 lines) in python/lamquant/student/esoap.py:7"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-236bb101b55e4f90", "name": "Commented-code block (5 lines) in python/lamquant/student/soap_optimizer.py:132", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/student/soap_optimizer.py:132"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-042c927b9b3b555c", "name": "Commented-code block (5 lines) in python/lamquant/student/training_diagnostics.py:210", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/student/training_diagnostics.py:210"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-17896203629a7bfe", "name": "Network/subprocess call without timeout or try/except \u2014 python/lamquant/student/launch_production.py:206", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 python/lamquant/student/launch_production.py:206"}, "fullDescription": {"text": "`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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-e09b24366b6677ff", "name": "Legacy-named symbol `split_manifest_codec_v1` in python/lamquant/student/residual_diagnostics.py:320", "shortDescription": {"text": "Legacy-named symbol `split_manifest_codec_v1` in python/lamquant/student/residual_diagnostics.py:320"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-69626b2418409a50", "name": "Commented-code block (5 lines) in python/lamquant/student/durable_resume.py:119", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/student/durable_resume.py:119"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-767118134db950a8", "name": "Commented-code block (7 lines) in python/lamquant/student/lma_typed_adapter.py:221", "shortDescription": {"text": "Commented-code block (7 lines) in python/lamquant/student/lma_typed_adapter.py:221"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-b3c0ebc27b0fd2d4", "name": "Commented-code block (6 lines) in python/lamquant/student/precompute_l3_fast.py:52", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/student/precompute_l3_fast.py:52"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-78e85eafa1e11e42", "name": "Commented-code block (6 lines) in python/lamquant/student/joint_codec.py:294", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/student/joint_codec.py:294"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-7ddbbce5e40ca625", "name": "Legacy-named symbol `q31_cache_v1` in python/lamquant/student/archive/training_utils.py:539", "shortDescription": {"text": "Legacy-named symbol `q31_cache_v1` in python/lamquant/student/archive/training_utils.py:539"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d568bf2379c3b29e", "name": "Commented-code block (6 lines) in python/lamquant/student/archive/training_utils.py:471", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/student/archive/training_utils.py:471"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-665434d012e3639e", "name": "Legacy-named symbol `x_copy` in python/lamquant/student/archive/tests/test_training_utils_coverage.py:221", "shortDescription": {"text": "Legacy-named symbol `x_copy` in python/lamquant/student/archive/tests/test_training_utils_coverage.py:221"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a66574ee8e2a0259", "name": "Commented-code block (5 lines) in python/lamquant/student/archive/tests/test_training_utils_coverage.py:683", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/student/archive/tests/test_training_utils_coverage.py:683"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-bfbcf1ca3518e5a6", "name": "Legacy-named symbol `test_unknown_string_falls_back_to_v2` in python/lamquant/student/tests/test_training_guard.py:41", "shortDescription": {"text": "Legacy-named symbol `test_unknown_string_falls_back_to_v2` in python/lamquant/student/tests/test_training_guard.py:41"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-4667338e5e1a3094", "name": "Commented-code block (6 lines) in python/lamquant/student/tests/test_checkpoint_manager.py:200", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/student/tests/test_checkpoint_manager.py:200"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-b128569892fea392", "name": "Legacy-named symbol `tueg_v2` in python/lamquant/snn/generate_tueg_quiet_labels.py:34", "shortDescription": {"text": "Legacy-named symbol `tueg_v2` in python/lamquant/snn/generate_tueg_quiet_labels.py:34"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-87d7d09c82c8a0be", "name": "Legacy-named symbol `w1_stage_labels_v2` in python/lamquant/snn/lma_dataset.py:156", "shortDescription": {"text": "Legacy-named symbol `w1_stage_labels_v2` in python/lamquant/snn/lma_dataset.py:156"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-c675d7673e15db65", "name": "Commented-code block (6 lines) in python/lamquant/snn/lma_dataset.py:58", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/snn/lma_dataset.py:58"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-dc2407eb7df7206e", "name": "Legacy-named symbol `tueg_v2` in python/lamquant/snn/lma_subject_id.py:42", "shortDescription": {"text": "Legacy-named symbol `tueg_v2` in python/lamquant/snn/lma_subject_id.py:42"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-48c4da644cf3edd6", "name": "Legacy-named symbol `csv_v1` in python/lamquant/snn/snn_to_nedc_eval.py:10", "shortDescription": {"text": "Legacy-named symbol `csv_v1` in python/lamquant/snn/snn_to_nedc_eval.py:10"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3e2408556687f0a0", "name": "Commented-code block (5 lines) in python/lamquant/snn/snn_to_nedc_eval.py:42", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/snn/snn_to_nedc_eval.py:42"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-708f97dbe87c7220", "name": "Commented-code block (10 lines) in python/lamquant/snn/pretrain_ssl_tueg.py:10", "shortDescription": {"text": "Commented-code block (10 lines) in python/lamquant/snn/pretrain_ssl_tueg.py:10"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-02b21cdfc6d25101", "name": "Commented-code block (9 lines) in python/lamquant/snn/ingest_new_seizure_corpus.py:161", "shortDescription": {"text": "Commented-code block (9 lines) in python/lamquant/snn/ingest_new_seizure_corpus.py:161"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-a1ec863a2c599bc2", "name": "Commented-code block (8 lines) in python/lamquant/snn/distill_teacher.py:7", "shortDescription": {"text": "Commented-code block (8 lines) in python/lamquant/snn/distill_teacher.py:7"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-88ba0cdcaefc8917", "name": "Legacy-named symbol `tse_v1` in python/lamquant/snn/generate_activity_labels.py:143", "shortDescription": {"text": "Legacy-named symbol `tse_v1` in python/lamquant/snn/generate_activity_labels.py:143"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a412d47f68267a1c", "name": "Commented-code block (16 lines) in python/lamquant/snn/generate_activity_labels.py:336", "shortDescription": {"text": "Commented-code block (16 lines) in python/lamquant/snn/generate_activity_labels.py:336"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-5add5d881e7bff37", "name": "Commented-code block (6 lines) in python/lamquant/snn/ordinal_loss.py:16", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/snn/ordinal_loss.py:16"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-5337834c8f323e3e", "name": "Commented-code block (6 lines) in python/lamquant/snn/spectral.py:6", "shortDescription": {"text": "Commented-code block (6 lines) in python/lamquant/snn/spectral.py:6"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-473415a6dc4ce427", "name": "Commented-code block (5 lines) in python/lamquant/snn/event_scoring.py:404", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/snn/event_scoring.py:404"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-10c255d8725ce8cd", "name": "Legacy-named symbol `tusz_v2` in python/lamquant/snn/verify_lma_annotations.py:16", "shortDescription": {"text": "Legacy-named symbol `tusz_v2` in python/lamquant/snn/verify_lma_annotations.py:16"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6cb6364daccb8a10", "name": "Legacy-named symbol `threshold_legacy` in python/lamquant/snn/head_benchmark.py:4", "shortDescription": {"text": "Legacy-named symbol `threshold_legacy` in python/lamquant/snn/head_benchmark.py:4"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-566ca86de386c731", "name": "Commented-code block (8 lines) in python/lamquant/snn/head_benchmark.py:192", "shortDescription": {"text": "Commented-code block (8 lines) in python/lamquant/snn/head_benchmark.py:192"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-e26b120c7b64801d", "name": "Commented-code block (10 lines) in python/lamquant/snn/snn_training_config.py:158", "shortDescription": {"text": "Commented-code block (10 lines) in python/lamquant/snn/snn_training_config.py:158"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-6d8a76193301de60", "name": "Commented-code block (7 lines) in python/lamquant/snn/train_4state_controller.py:18", "shortDescription": {"text": "Commented-code block (7 lines) in python/lamquant/snn/train_4state_controller.py:18"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-b4eaea8ff9adc129", "name": "Commented-code block (7 lines) in python/lamquant/snn/lma_annotations.py:147", "shortDescription": {"text": "Commented-code block (7 lines) in python/lamquant/snn/lma_annotations.py:147"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-7bd22212e433edfa", "name": "Commented-code block (5 lines) in python/lamquant/snn/archive/train_mamba_snn.py:45", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/snn/archive/train_mamba_snn.py:45"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-5764748947f9433c", "name": "Legacy-named symbol `tueg_v2` in python/lamquant/snn/tests/test_lma_subject_id_coverage.py:29", "shortDescription": {"text": "Legacy-named symbol `tueg_v2` in python/lamquant/snn/tests/test_lma_subject_id_coverage.py:29"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-cfb30889e4a93fba", "name": "Commented-code block (5 lines) in python/lamquant/snn/tests/test_distill_teacher.py:7", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/snn/tests/test_distill_teacher.py:7"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-7e621d8545130edd", "name": "Legacy-named symbol `edf_copy` in python/lamquant/snn/tests/test_lma_dataset_coverage.py:82", "shortDescription": {"text": "Legacy-named symbol `edf_copy` in python/lamquant/snn/tests/test_lma_dataset_coverage.py:82"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-da00c55a3878ba2e", "name": "Commented-code block (5 lines) in python/lamquant/snn/tests/test_train_mamba_snn_deep.py:44", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/snn/tests/test_train_mamba_snn_deep.py:44"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-3f18fbb1f1bd7e7f", "name": "Legacy-named symbol `threshold_legacy` in python/lamquant/snn/tests/test_head_benchmark.py:52", "shortDescription": {"text": "Legacy-named symbol `threshold_legacy` in python/lamquant/snn/tests/test_head_benchmark.py:52"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b38ad3522ddf9a6d", "name": "Commented-code block (5 lines) in python/lamquant/oracle/streaming_dataset.py:303", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/oracle/streaming_dataset.py:303"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-25afb672811dda14", "name": "Legacy-named symbol `q31_cache_v1` in python/lamquant/oracle/train_teacher.py:206", "shortDescription": {"text": "Legacy-named symbol `q31_cache_v1` in python/lamquant/oracle/train_teacher.py:206"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-cced63e4311691e8", "name": "Commented-code block (5 lines) in python/lamquant/oracle/train_teacher.py:18", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/oracle/train_teacher.py:18"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-ee84883093ca3bda", "name": "Commented-code block (5 lines) in python/lamquant/common/losses.py:7", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/common/losses.py:7"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-469266216729f971", "name": "Commented-code block (5 lines) in python/lamquant/common/metrics.py:377", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/common/metrics.py:377"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-365f9c8216fe44e3", "name": "Commented-code block (5 lines) in python/lamquant/common/training_types.py:174", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/common/training_types.py:174"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-c876edb5324f2ae0", "name": "Commented-code block (5 lines) in python/lamquant/common/data_types.py:150", "shortDescription": {"text": "Commented-code block (5 lines) in python/lamquant/common/data_types.py:150"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-1bc592f3eaf626ff", "name": "Legacy-named symbol `test_main_tier1_one_epoch_legacy` in python/lamquant/decoder/tests/test_train_vocos_decoder.py:283", "shortDescription": {"text": "Legacy-named symbol `test_main_tier1_one_epoch_legacy` in python/lamquant/decoder/tests/test_train_vocos_decoder.py:283"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-081250a7b832ee53", "name": "Commented-code block (7 lines) in python/lamquant/dataset/precompute_fullband_memmap.py:145", "shortDescription": {"text": "Commented-code block (7 lines) in python/lamquant/dataset/precompute_fullband_memmap.py:145"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. 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