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TheArtOfSound/lolm

https://github.com/TheArtOfSound/lolm · scanned 2026-06-16 00:33 UTC (2 months, 2 weeks ago)

194 raw signals (0 security + 194 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 169 actionable findings from 1 signal source. 25 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 59.9/100 with 100.0% coverage. It contains 2103 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 194 findings — concentrated in security (54), api (51), quality (49). Risk profile is high: 0 critical, 41 high, 30 medium. Recommended next step: open the security layer findings first — that's where the highest-impact wins live.

Showing 158 of 169 actionable findings. 194 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.

high System graph api Wiring conf 1.00 Dangling fetch: GET /replays/index.json (site/sw.js:29)
`site/sw.js:29` calls `GET /replays/index.json` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/replays/index.json` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph security auth conf 1.00 FastAPI DELETE `delete_checkpoint` without auth dependency — dashboard/backend/checkpoints.py:93
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/checkpoints.py:93 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI DELETE `delete_tpu` without auth dependency — dashboard/backend/tpu.py:139
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/tpu.py:139 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `add_goal` without auth dependency — local_ui/server.py:480
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:480 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `add_identity_line` without auth dependency — local_ui/server.py:469
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:469 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `add_journal` without auth dependency — local_ui/server.py:491
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:491 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `agent_run` without auth dependency — local_ui/control_routes.py:116
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/control_routes.py:116 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `agent_tick` without auth dependency — local_ui/control_routes.py:88
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/control_routes.py:88 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `chat_stream` without auth dependency — local_ui/server.py:428
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:428 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `chat` without auth dependency — local_ui/server.py:415
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:415 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `command_run` without auth dependency — local_ui/command_center.py:148
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/command_center.py:148 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `control_decide` without auth dependency — local_ui/control_routes.py:63
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/control_routes.py:63 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_tpu` without auth dependency — dashboard/backend/tpu.py:111
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/tpu.py:111 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `demo_run_stream` without auth dependency — local_ui/public_demo.py:291
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/public_demo.py:291 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `feedback` without auth dependency — local_ui/server.py:436
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:436 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_model_card` without auth dependency — dashboard/backend/publish.py:117
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/publish.py:117 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_text` without auth dependency — dashboard/backend/chat.py:44
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/chat.py:44 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `hf_ingest_now` without auth dependency — local_ui/hf_service.py:177
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/hf_service.py:177 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `launch_pair` without auth dependency — dashboard/backend/training.py:799
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/training.py:799 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `launch_training` without auth dependency — dashboard/backend/training.py:436
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/training.py:436 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `load_model` without auth dependency — local_ui/server.py:381
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:381 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `nfet_agent_run_stream` without auth dependency — local_ui/nfet_agent.py:1262
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/nfet_agent.py:1262 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `nfet_agent_run` without auth dependency — local_ui/nfet_agent.py:1258
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/nfet_agent.py:1258 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `operator_run` without auth dependency — local_ui/operator_routes.py:48
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/operator_routes.py:48 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `publish_to_hf` without auth dependency — dashboard/backend/publish.py:141
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/publish.py:141 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `research_job_pause` without auth dependency — local_ui/research_service.py:266
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/research_service.py:266 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `research_job_resume` without auth dependency — local_ui/research_service.py:272
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/research_service.py:272 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `research_job_run` without auth dependency — local_ui/research_service.py:257
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/research_service.py:257 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `research` without auth dependency — local_ui/research_service.py:215
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/research_service.py:215 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `resume_from_checkpoint` without auth dependency — dashboard/backend/checkpoints.py:57
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/checkpoints.py:57 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `run_analysis` without auth dependency — dashboard/backend/analysis.py:86
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/analysis.py:86 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `run_enterprise_report` without auth dependency — dashboard/backend/eval_runner.py:190
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/eval_runner.py:190 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `run_evaluation` without auth dependency — dashboard/backend/benchmarks.py:123
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/benchmarks.py:123 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `run_evaluation` without auth dependency — dashboard/backend/eval_runner.py:111
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/eval_runner.py:111 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `save_memory_note` without auth dependency — local_ui/server.py:448
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/server.py:448 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `self_tick` without auth dependency — local_ui/self_tick.py:118
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/self_tick.py:118 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `stop_training` without auth dependency — dashboard/backend/training.py:539
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/training.py:539 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `system_state` without auth dependency — local_ui/control_routes.py:70
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/control_routes.py:70 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `vault_seal` without auth dependency — local_ui/vault_routes.py:111
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/vault_routes.py:111 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `vault_verify` without auth dependency — local_ui/vault_routes.py:138
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
local_ui/vault_routes.py:138 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PUT `update_config` without auth dependency — dashboard/backend/config_manager.py:148
`@router.put` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
dashboard/backend/config_manager.py:148 securityAuth fastapi unauth mutation
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — clients/js/index.mjs:86
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — dashboard/frontend/src/panels/CheckpointsPanel.tsx:63
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — edge/cloudflare/src/index.js:293
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — local_ui/static/app.js:26
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — local_ui/static/command.js:6
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — local_ui/static/proof.js:6
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .mcp.json
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.
.mcp.json VerificationMcp config
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 hardware Security conf 1.00 Dockerfile runs as root: Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph cicd CI/CD security conf 1.00 3 occurrences GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
3 files, 3 locations
.github/workflows/daily-lolm-learned-update.yml
.github/workflows/publish-npm-canary.yml
.github/workflows/publish-npm-stable.yml
CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in edge/cloudflare/src/index.js:94
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
edge/cloudflare/src/index.js:94 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in local_ui/server.py:116
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
local_ui/server.py:116 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in lolm_chat_server.py:53
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
lolm_chat_server.py:53 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in local_ui/static/app.js:12
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
local_ui/static/app.js:12 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in local_ui/static/command.js:42
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
local_ui/static/command.js:42 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in local_ui/static/proof.js:25
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
local_ui/static/proof.js:25 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/hf.html:162
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/hf.html:162 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/index.html:724
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/index.html:724 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/operator.html:164
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/operator.html:164 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/research.html:130
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/research.html:130 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/try.html:291
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/try.html:291 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'local_storage_auth_token' in dashboard/frontend/src/panels/DatasetPanel.tsx:83
Found a known-risky pattern (local_storage_auth_token). Review and replace if possible.
dashboard/frontend/src/panels/DatasetPanel.tsx:83 Local storage auth token
medium System graph security security conf 1.00 Insecure pattern 'local_storage_auth_token' in site/try.html:580
Found a known-risky pattern (local_storage_auth_token). Review and replace if possible.
site/try.html:580 Local storage auth token
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — ablation.py:46
`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 — local_ui/browser_reader_client.py:63
`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 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 network Security conf 1.00 Privileged port 17 in use
Port 17 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/workflows/daily-lolm-learned-update.yml Ports
medium System graph network Security conf 1.00 Privileged port 7 in use
Port 7 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/workflows/daily-lolm-learned-update.yml Ports
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 511 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 hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: vastai/base-image:cuda-12.8.1-auto
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
Dockerfile:9 containersPinned dependencies
low System graph cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/upload-artifact@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
lines 82, 88
.github/workflows/daily-lolm-learned-update.yml:82, 88 (2 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
39 tests / 173 src (ratio 0.23).
low System graph quality Integrity conf 1.00 12 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: train.py:get_lr, train_tpu_pod.py:get_lr 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 they're separate.
12 occurrences
repo-level (12 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: lolm/release/gates.py:missing, lolm/release/gates.py:missing, lolm/release/gates.py:missing 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 they're separat…
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: lolm/ssm.py:forward, lolm/ssm.py:forward, lolm/ssm.py:forward, lolm/ssm.py:forward 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 they're separate.
5 occurrences
repo-level (5 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: lolm/nfet_graft.py:forward, lolm/nfet_graft.py:forward, lolm/nfet_graft.py:forward, lolm/nfet_graft.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document …
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: lolm/agent/tools.py:run, lolm/agent/tools.py:run, lolm/agent/tools.py:run, lolm/agent/tools.py:run 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 they're …
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_build_aad_v2` in lolm/qev_vault.py:78
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_copy` in local_ui/proof_mode.py:18
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_decorative_note_is_flagged_unused` in tests/test_retrieval_report.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 software Dead code conf 1.00 Possibly dead Python function: as_transformers_kwargs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm/hf_registry.py:63
low System graph software Dead code conf 1.00 Possibly dead Python function: create_run
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
dashboard/backend/db.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm_chat_server.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: do_OPTIONS
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm_chat_server.py:51
low System graph software Dead code conf 1.00 Possibly dead Python function: do_POST
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm_chat_server.py:58
low System graph software Dead code conf 1.00 Possibly dead Python function: fixed_gate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablate_gate.py:39
low System graph software Dead code conf 1.00 Possibly dead Python function: fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
downstream_eval.py:333
low System graph software Dead code conf 1.00 8 occurrences Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
8 files, 8 locations
lolm/decoder.py:103
lolm/gate.py:53
lolm/hf_backbone.py:117
lolm/losses.py:443
lolm/memory.py:133
lolm/model.py:123
lolm/nfet_graft.py:243
lolm/regime.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: gate_half_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_eval.py:101
low System graph software Dead code conf 1.00 Possibly dead Python function: gate_one_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_eval.py:98
low System graph software Dead code conf 1.00 Possibly dead Python function: hf_list_datasets
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm/research/hf_ingest.py:64
low System graph software Dead code conf 1.00 Possibly dead Python function: insert_metrics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
dashboard/backend/db.py:103
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.
lolm_chat_server.py:83
low System graph software Dead code conf 1.00 Possibly dead Python function: pending
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm/agent/scheduler.py:62
low System graph software Dead code conf 1.00 Possibly dead Python function: pythia_tokenize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
compare_baseline.py:159
low System graph software Dead code conf 1.00 Possibly dead Python function: require_auth
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
dashboard/backend/auth.py:10
low System graph software Dead code conf 1.00 Possibly dead Python function: safe_receipt_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm/control/receipt_validator.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: slugify
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/record_demo_replays.py:34
low System graph software Dead code conf 1.00 Possibly dead Python function: step_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm/ssm.py:157
low System graph software Dead code conf 1.00 Possibly dead Python function: unfreeze_last_layers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lolm/hf_backbone.py:87
low System graph software Dead code conf 1.00 Possibly dead Python function: update_run_status
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
dashboard/backend/db.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: zero_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_eval.py:95
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 Integrity conf 1.00 Stub function `log_message` (body is just `pass`/`return`) — local_ui/browser_reader.py:56
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 `log_message` (body is just `pass`/`return`) — lolm_chat_server.py:83
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph api Wiring conf 1.00 Unused endpoint: DELETE /{name}
`dashboard/backend/tpu.py` declares `DELETE /{name}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /
`dashboard/backend/db.py` declares `GET /` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/auth/verify
`dashboard/backend/main.py` declares `GET /api/auth/verify` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/demo/research/jobs
`local_ui/research_service.py` declares `GET /api/demo/research/jobs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/demo/research/memory
`local_ui/research_service.py` declares `GET /api/demo/research/memory` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/notifications
`dashboard/backend/main.py` declares `GET /api/notifications` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/notifications/count
`dashboard/backend/main.py` declares `GET /api/notifications/count` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /available-checkpoints
`dashboard/backend/eval_runner.py` declares `GET /available-checkpoints` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /checkpoints
`dashboard/backend/chat.py` declares `GET /checkpoints` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /compare
`dashboard/backend/compare.py` declares `GET /compare` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /compare-live
`dashboard/backend/benchmarks.py` declares `GET /compare-live` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /compare-logs
`dashboard/backend/training.py` declares `GET /compare-logs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /comparisons
`dashboard/backend/benchmarks.py` declares `GET /comparisons` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /cost
`dashboard/backend/benchmarks.py` declares `GET /cost` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /datasets
`dashboard/backend/training.py` declares `GET /datasets` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /download/{name}
`dashboard/backend/checkpoints.py` declares `GET /download/{name}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /history
`dashboard/backend/chat.py` declares `GET /history` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /jobs
`dashboard/backend/training.py` declares `GET /jobs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /latest
`dashboard/backend/analysis.py` declares `GET /latest` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /list
`dashboard/backend/tpu.py` declares `GET /list` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /log/recent
`dashboard/backend/training.py` declares `GET /log/recent` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /model-info
`dashboard/backend/training.py` declares `GET /model-info` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /models
`dashboard/backend/publish.py` declares `GET /models` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /results
`dashboard/backend/benchmarks.py` declares `GET /results` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /runs
`dashboard/backend/training.py` declares `GET /runs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /runs/{run_id}
`dashboard/backend/training.py` declares `GET /runs/{run_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /schema
`dashboard/backend/config_manager.py` declares `GET /schema` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /watchdog-status
`dashboard/backend/training.py` declares `GET /watchdog-status` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /{name}
`dashboard/backend/tpu.py` declares `GET /{name}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /{name}/health
`dashboard/backend/tpu.py` declares `GET /{name}/health` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /{run_id}
`dashboard/backend/db.py` declares `GET /{run_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /{run_id}/metrics
`dashboard/backend/db.py` declares `GET /{run_id}/metrics` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/demo/research
`local_ui/research_service.py` declares `POST /api/demo/research` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/demo/research/jobs/pause
`local_ui/research_service.py` declares `POST /api/demo/research/jobs/pause` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/demo/research/jobs/resume
`local_ui/research_service.py` declares `POST /api/demo/research/jobs/resume` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/demo/research/jobs/run
`local_ui/research_service.py` declares `POST /api/demo/research/jobs/run` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/notifications/clear
`dashboard/backend/main.py` declares `POST /api/notifications/clear` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/proof/compare
`local_ui/proof_mode.py` declares `POST /api/proof/compare` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /create
`dashboard/backend/tpu.py` declares `POST /create` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /enterprise-report
`dashboard/backend/eval_runner.py` declares `POST /enterprise-report` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /generate
`dashboard/backend/chat.py` declares `POST /generate` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /generate-card
`dashboard/backend/publish.py` declares `POST /generate-card` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /launch
`dashboard/backend/training.py` declares `POST /launch` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /launch-pair
`dashboard/backend/training.py` declares `POST /launch-pair` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /push
`dashboard/backend/publish.py` declares `POST /push` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /resume
`dashboard/backend/checkpoints.py` declares `POST /resume` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /run
`dashboard/backend/eval_runner.py` declares `POST /run` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /run-eval
`dashboard/backend/benchmarks.py` declares `POST /run-eval` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /stop
`dashboard/backend/training.py` declares `POST /stop` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: PUT /{name}
`dashboard/backend/config_manager.py` declares `PUT /{name}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: local_ui/nfet_agent.py (1272 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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