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wordingone/ember

https://github.com/wordingone/ember · scanned 2026-06-16 00:59 UTC (2 months, 1 week ago)

220 raw signals (92 security + 128 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 120 actionable findings from 2 signal sources. 285 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 98.8/100 with 88.9% coverage. It contains 2544 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 128 findings — concentrated in quality (95), software (24), security (7). Risk profile is high: 0 critical, 6 high, 22 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 78 of 120 actionable findings. 405 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.

critical Security checks quality Practices conf 0.82 4 occurrences Foundry mined mock as real or placeholder: wordingone/ember
Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real Query id: mock_as_real_or_placeholder Query type: motif_query Intent: Hard negatives for fake completeness and missing real data paths. Motif: mock_as_real_or_placeholder Training usage: hard_negative Graph gol…
4 occurrences
repo-level (4 hits)
critical Security checks security auth conf 0.78 28 occurrences Foundry mined security auth guardrail gaps: wordingone/ember
Graph query export: Security/auth changes without enough guardrails Query id: security_auth_guardrail_gaps Query type: motif_query Intent: Assumption-check security/auth examples requiring stronger tests or CI. Motif: security_auth_without_guardrails Training usage: assumption_check Graph gold labe…
28 occurrences
repo-level (28 hits)
high Security checks quality Practices conf 0.84 8 occurrences Foundry mined bad chains: wordingone/ember
Comment chain pattern product: bad_chains Repo: wordingone/ember Thread: wordingone/ember#61 Outcome: not_resolved_or_not_observed Thread label: thread_has_human_issue_without_fix_context Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_artifacts, link_q…
8 occurrences
repo-level (8 hits)
high Security checks quality Quality conf 0.76 19 occurrences Foundry mined schema ui api mismatch: wordingone/ember
Graph query export: Schema, UI, and API mismatch Query id: schema_ui_api_mismatch Query type: motif_query Intent: Assumption-check examples for data-path consistency across layers. Motif: schema_ui_api_mismatch Training usage: assumption_check Graph gold label: supported_by_verification_signal Repo…
19 occurrences
repo-level (19 hits)
high Security checks quality Testing conf 0.78 43 occurrences Foundry mined test ci gap after feedback: wordingone/ember
Graph query export: Feedback exposes missing tests or CI Query id: test_ci_gap_after_feedback Query type: motif_query Intent: Hard negatives for feedback/fix chains without adequate guardrails. Motif: test_ci_gap_after_feedback Training usage: hard_negative Graph gold label: weak_supervision_needs_…
43 occurrences
repo-level (43 hits)
high System graph security security conf 1.00 Insecure pattern 'eval_used' in README.md:55
Found a known-risky pattern (eval_used). Review and replace if possible.
README.md:55 Eval used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in scripts/fp8_vgate.py:226
Found a known-risky pattern (exec_used). Review and replace if possible.
scripts/fp8_vgate.py:226 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in scripts/nck/checkpoint_probe.py:170
Found a known-risky pattern (exec_used). Review and replace if possible.
scripts/nck/checkpoint_probe.py:170 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in scripts/t1_probe.py:194
Found a known-risky pattern (exec_used). Review and replace if possible.
scripts/t1_probe.py:194 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in scripts/t3b_diag.py:112
Found a known-risky pattern (exec_used). Review and replace if possible.
scripts/t3b_diag.py:112 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in scripts/v_compare.py:132
Found a known-risky pattern (exec_used). Review and replace if possible.
scripts/v_compare.py:132 Exec used
medium Security checks quality Practices conf 0.62 117 occurrences Foundry mined assumption checks: wordingone/ember
Comment chain pattern product: assumption_checks Repo: wordingone/ember Thread: wordingone/ember#98 Outcome: ambiguous_needs_more_evidence Thread label: thread_needs_classification Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_artifacts, link_quality_…
117 occurrences
repo-level (117 hits)
medium Security checks quality maintenance conf 0.70 40 occurrences Foundry mined blueprint gap alignment: wordingone/ember
Graph query export: Human feedback aligned with blueprint or architecture gaps Query id: blueprint_gap_alignment Query type: motif_query Intent: Curriculum-gap examples connecting issue threads to helicopter-view gaps. Motif: blueprint_gap_alignment Training usage: curriculum_gap Graph gold label: …
40 occurrences
repo-level (40 hits)
medium Security checks quality Practices conf 0.70 18 occurrences Foundry mined unresolved feedback: wordingone/ember
Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: assu…
18 occurrences
repo-level (18 hits)
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, tests. 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/fp27b_round1_verdict.py:230
`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 — scripts/fp30b_register_deviations.py:92
`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 — scripts/fp30d_shard_gate.py:77
`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 — scripts/fp32_e1b_gate.py:89
`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 — scripts/fp33_e3_install_datasets.py:18
`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 — scripts/fp33_e3_setup_eval_venv.py:22
`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 — scripts/fp_verdict_chain_rehearsal.py:190
`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 — scripts/heartbeat_runner.py:164
`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 — scripts/nck/activation_receipt.py:90
`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 — scripts/nck/checkpoint_probe.py:526
`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 — scripts/nck/invariants.py:100
`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 — scripts/nck/round_local_loop.py:185
`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 — scripts/nck/selftest_b_run_designation.py:147
`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 — scripts/selective_recompute_ab.py:514
`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 — scripts/sp3_terminal_audit.py:147
`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 cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 44 placeholder/mock markers across 24 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Runtime service client appears to use placeholder configuration
A runtime source file appears to wire Supabase/Firebase/AI/payment-style clients to placeholder URLs, keys, or fallback values. In the Fable corpus this often means the UI/API shape is present while the backend service is not actually configured.
Runtime configService clientGenerated repo pattern
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
26 test file(s) for 261 source file(s) (ratio 0.10). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 1599 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: scripts/w4_eval_taskfilter_selftest.py:filter_problems_by_ids, scripts/w4_eval.py:filter_problems_by_ids This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why th…
15 occurrences
repo-level (15 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: scripts/w1_humaneval.py:problem_prompt, scripts/t5_harm.py:problem_prompt, scripts/w1_mbpp.py:problem_prompt This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document wh…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: scripts/act_model_refit.py:main, scripts/fp21b_scope_132.py:main, scripts/fp29_kill_synthesis_gate.py:main, scripts/c04_grid.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Co…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: scripts/t2_r2w.py:file_sha256, scripts/t2_mtp.py:file_sha256, scripts/w4_control_delta_repair.py:file_sha256, scripts/ledger_license.py:sha256_file This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-co…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_receipts_listing_v2` in scripts/nck/selftest_replay_rig.py:64
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 `f_old` in scripts/fp30b_register_deviations.py:182
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 `ledger_content_v1` in scripts/p_gate.py:480
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_pt_copy` in scripts/nck/checkpoint_probe.py:559
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_pt_copy` in scripts/nck/ember_shakedown.py:319
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 `padded_slots_unused` in scripts/corpus_mix.py:113
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 `proportional_interleave_v1` in scripts/density_ab_prep.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 `total_delta_vs_old` in scripts/tokenizer_freeze.py:350
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 `v0_guard_unused` in scripts/timeshare_pretrain.py:1895
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 `wsl9p_probe_v1` in scripts/wsl9p_probe.py:357
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: ce_test
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe6.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/t2_mtp.py:285
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_A1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/fp33_surpass_verdict.py:182
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_A2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/fp33_surpass_verdict.py:198
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_A3
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/fp33_surpass_verdict.py:229
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_B1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/fp33_surpass_verdict.py:262
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_B2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/fp33_surpass_verdict.py:299
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_B4
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/fp33_surpass_verdict.py:345
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_b
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe9.py:130
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_bwd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe7.py:113
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_bwd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe6.py:86
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_c
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe9.py:159
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_eager
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe9.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: gpu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/t0_preflight.py:36
low System graph software Dead code conf 1.00 Possibly dead Python function: measure_eager
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/cuda_graph_ab.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: measure_graph
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/cuda_graph_ab.py:214
low System graph software Dead code conf 1.00 Possibly dead Python function: mlp_block
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/selective_recompute_ab.py:154
low System graph software Dead code conf 1.00 Possibly dead Python function: reader
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/wsl9p_probe.py:197
low System graph software Dead code conf 1.00 Possibly dead Python function: run_parallel_io
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/wsl9p_probe.py:188
low System graph software Dead code conf 1.00 Possibly dead Python function: run_random_io
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/wsl9p_probe.py:163
low System graph software Dead code conf 1.00 Possibly dead Python function: run_sequential_read
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/wsl9p_probe.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: run_sequential_write
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/wsl9p_probe.py:120
low System graph software Dead code conf 1.00 Possibly dead Python function: step_full
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe7.py:147
low System graph software Dead code conf 1.00 Possibly dead Python function: step_full
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/c04_compile_probe6.py:109
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph quality Complexity conf 1.00 Very large file: scripts/timeshare_pretrain.py (2036 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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