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arch-team/ai-studio-project

https://github.com/arch-team/ai-studio-project · scanned 2026-06-17 01:35 UTC (1 month, 2 weeks ago)

156 raw signals (0 security + 156 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ -18.4 (diff) · 93 actionable findings from 1 signal source. 63 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 58.3/100 with 100.0% coverage. It contains 8836 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 156 findings — concentrated in quality (58), cicd (35), security (23). Risk profile is high: 1 critical, 17 high, 50 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 68 of 93 actionable findings. 156 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 System graph security Secrets conf 1.00 Possible secret in infrastructure/gitops/monitoring/alerting-rules.yaml
Detected pattern matching slack_token. Rotate the credential and move to a secret manager.
infrastructure/gitops/monitoring/alerting-rules.yaml:117
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: .claude/plans/aws-deploy-e2e.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
.claude/plans/aws-deploy-e2e.md:15 SecretsClaude instruction
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: frontend/.claude/rules/interaction-states.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
frontend/.claude/rules/interaction-states.md:274 SecretsClaude instruction
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: frontend/.claude/rules/security.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
frontend/.claude/rules/security.md:127 SecretsClaude instruction
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: frontend/.claude/rules/state-management.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
frontend/.claude/rules/state-management.md:62 SecretsClaude instruction
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: infrastructure/cdk/.claude/rules/architecture.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
infrastructure/cdk/.claude/rules/architecture.md:23 SecretsClaude instruction
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: infrastructure/cdk/.claude/rules/construct-design.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
infrastructure/cdk/.claude/rules/construct-design.md:34 SecretsClaude instruction
high System graph security auth conf 1.00 FastAPI DELETE `delete_dataset` without auth dependency — backend/src/modules/datasets/api/endpoints/datasets.py:153
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/datasets/api/endpoints/datasets.py:153 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI DELETE `release_dataset_cache` without auth dependency — backend/src/modules/datasets/api/endpoints/fsx.py:88
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/datasets/api/endpoints/fsx.py:88 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PATCH `update_dataset` without auth dependency — backend/src/modules/datasets/api/endpoints/datasets.py:138
`@router.patch` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/datasets/api/endpoints/datasets.py:138 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `confirm_password_reset` without auth dependency — backend/src/modules/auth/api/endpoints/password.py:67
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/auth/api/endpoints/password.py:67 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_dataset_version` without auth dependency — backend/src/modules/datasets/api/endpoints/datasets.py:164
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/datasets/api/endpoints/datasets.py:164 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_user` without auth dependency — backend/src/modules/auth/api/endpoints/users.py:69
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/auth/api/endpoints/users.py:69 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `initiate_fsx_sync` without auth dependency — backend/src/modules/datasets/api/endpoints/fsx.py:26
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/datasets/api/endpoints/fsx.py:26 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `prefetch_dataset_to_fsx` without auth dependency — backend/src/modules/datasets/api/endpoints/fsx.py:66
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/datasets/api/endpoints/fsx.py:66 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `request_password_reset` without auth dependency — backend/src/modules/auth/api/endpoints/password.py:50
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/auth/api/endpoints/password.py:50 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PUT `update_user` without auth dependency — backend/src/modules/auth/api/endpoints/users.py:119
`@router.put` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/src/modules/auth/api/endpoints/users.py:119 securityAuth fastapi unauth mutation
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/hyperpod-scheduling/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/skills/hyperpod-scheduling/SKILL.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/ui-audit/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/skills/ui-audit/SKILL.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: frontend/.claude/rules/security.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
frontend/.claude/rules/security.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: infrastructure/cdk/.claude/rules/configuration.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
infrastructure/cdk/.claude/rules/configuration.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: infrastructure/cdk/.claude/rules/hyperpod.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
infrastructure/cdk/.claude/rules/hyperpod.md VerificationClaude instruction
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: infrastructure/cdk/.claude/rules/tech-stack.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
infrastructure/cdk/.claude/rules/tech-stack.md:27 Supply chainClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license. 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 hardware Security conf 1.00 Dockerfile runs as root: frontend/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph quality Integrity conf 1.00 Frontend route `/home` has no Link/navigate to it — frontend/tests/unit/app/router/RoleGuard.test.tsx
The route is registered but no `<Link to=…>` or `navigate(…)` in the codebase navigates here. Either it's reachable only via direct URL (intentional), it's dead, or the link broke during a refactor.
Orphan pageWiring
medium System graph quality Integrity conf 1.00 Frontend route `/protected` has no Link/navigate to it — frontend/tests/unit/app/router/AuthGuard.test.tsx
The route is registered but no `<Link to=…>` or `navigate(…)` in the codebase navigates here. Either it's reachable only via direct URL (intentional), it's dead, or the link broke during a refactor.
Orphan pageWiring
medium System graph cicd CI/CD security conf 1.00 8 occurrences GitHub Action is tag-pinned rather than SHA-pinned
aws-actions/configure-aws-credentials@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 8 locations
.github/workflows/deploy.yaml:155, 161, 224, 230, 321 (5 hits)
infrastructure/cdk/.github/workflows/cdk-ci.yml:135, 227 (2 hits)
infrastructure/cdk/.github/workflows/cdk-deploy.yml:126
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 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.
.github/workflows/deploy.yaml CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in frontend/docs/brand-palette-preview.html:561
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
frontend/docs/brand-palette-preview.html:561 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'local_storage_auth_token' in frontend/e2e/audit/auditSetup.ts:46
Found a known-risky pattern (local_storage_auth_token). Review and replace if possible.
frontend/e2e/audit/auditSetup.ts:46 Local storage auth token
medium System graph security security conf 1.00 Insecure pattern 'local_storage_auth_token' in frontend/e2e/utils/auth.ts:77
Found a known-risky pattern (local_storage_auth_token). Review and replace if possible.
frontend/e2e/utils/auth.ts:77 Local storage auth token
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in backend/src/modules/datasets/api/schemas/upload_schemas.py:62
Found a known-risky pattern (weak_hash). Review and replace if possible.
backend/src/modules/datasets/api/schemas/upload_schemas.py:62 Weak hash
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 68 placeholder/mock markers across 29 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 network Security conf 1.00 Privileged port 1021 in use
Port 1021 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
infrastructure/k8s/network-policies/training-network-policy.yaml Ports
medium System graph network Security conf 1.00 Privileged port 1022 in use
Port 1022 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
infrastructure/k8s/network-policies/training-network-policy.yaml Ports
medium System graph network Security conf 1.00 Privileged port 1023 in use
Port 1023 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
infrastructure/k8s/network-policies/training-network-policy.yaml Ports
medium System graph network Security conf 1.00 Privileged port 988 in use
Port 988 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
infrastructure/k8s/network-policies/training-network-policy.yaml Ports
low System graph quality Integrity conf 1.00 8 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `AUDIT_DATE`, `CI`, `DEV`, `E2E_BASE_URL`, `E2E_PASSWORD`, `E2E_USERNAME`, `KUBERNETES_SERVICE_HOST`, `VITE_GRAFANA_URL`. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 9 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: nginx:alpine
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
frontend/Dockerfile:24 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: node:18-alpine
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
frontend/Dockerfile:2 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
backend/Dockerfile:2 containersPinned dependencies
low System graph cicd CI/CD security conf 1.00 26 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 26 locations
infrastructure/cdk/.github/workflows/cdk-ci.yml:49, 52, 57, 92, 95, 100, 126, 158, +8 more (16 hits)
.github/workflows/deploy.yaml:123, 126, 188, 191, 262 (5 hits)
infrastructure/cdk/.github/workflows/cdk-deploy.yml:97, 100, 105, 110, 211 (5 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: backend/src/modules/billing/application/interfaces/resource_usage_query.py:get_training_job_stats_by_period, backend/src/modules/billing/infrastructure/repositories/resource_usage_query_impl.py:get_training_job_stats_by_period This is *the* AI-coder …
16 occurrences
repo-level (16 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: backend/src/modules/billing/application/services/cost_models.py:calculate, backend/src/modules/billing/application/services/cost_models.py:calculate, backend/src/modules/billing/application/services/cost_models.py:calculate This is *the* AI-coder fai…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `compare_v1` in frontend/src/features/models/api/modelApi.ts:49
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 `compare_v1` in frontend/src/features/models/api/queries.ts:49
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 `compare_v1` in frontend/src/features/models/pages/ModelVersionsPage.tsx:63
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 `list_objects_v2` in backend/src/modules/training/infrastructure/hyperpod/checkpoint_client.py:63
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 `list_objects_v2` in backend/src/shared/infrastructure/storage/s3_client.py:80
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 `list_objects_v2` in backend/tests/unit/shared/test_svc_s3_client.py:124
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 `list_objects_v2` in backend/tests/unit/training/test_svc_hyperpod_client.py:48
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mock_run_old` in backend/tests/unit/modules/training/application/services/test_mlflow_service.py:314
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_v2` in backend/tests/unit/models/test_svc_model.py:106
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_parse_version_v1` in backend/tests/unit/models/test_entity_model.py:184
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_version_default_is_v1` in backend/tests/unit/modules/datasets/infrastructure/test_dataset_model.py:140
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: do_run_migrations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/alembic/env.py:68
low System graph software Dead code conf 1.00 14 occurrences Possibly dead Python function: downgrade
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
12 files, 12 locations
backend/alembic/versions/20260114_221056_206d5baf77c1_create_core_tables_users_resource_.py:299
backend/alembic/versions/20260114_221209_7778e77de8a6_create_training_job_state_transition_.py:165
backend/alembic/versions/20260114_225426_a743f443fb73_add_auth_fields_and_tables.py:218
backend/alembic/versions/20260115_100000_create_training_jobs.py:462
backend/alembic/versions/20260115_100100_create_checkpoints.py:223
backend/alembic/versions/20260115_100300_add_auto_resume_checkpoint_id.py:53
backend/alembic/versions/20260125_100100_9a1b2c3d4e5f_create_datasets.py:204
backend/alembic/versions/20260126_100000_create_hyperpod_clusters.py:201
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/e2e/tests/accessibility.spec.ts:44
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/e2e/tests/phase8-quality.spec.ts:193
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/e2e/tests/resource-quotas-crud.spec.ts:699
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/e2e/tests/resource-quotas.spec.ts:336
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/src/shared/events/useEvent.ts:192
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/src/shared/hooks/useDebounce.ts:84
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
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