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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)

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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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Combined
59.9
/100
Security checks
60
0 findings
System graph
60
100.0% cov · 169 findings
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Severity: Critical 0 High 41 Medium 28 Low 89 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 169 Crowd 0 Layer: Software 22 Frontend 1 Network 2 Hardware 3 Security 54 Cicd 2 Quality 34 Api 51

All 2103 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
is_distributed software healthy train.py:54
setup_distributed software healthy train.py:59
cleanup_distributed software healthy train.py:75
get_lr software healthy train.py:86
get_regime_temperature software healthy train.py:95
_raw_model software healthy train.py:105
train software healthy train.py:119
get_wikitext2 software healthy eval_baselines.py:55
get_fineweb_sample software healthy eval_baselines.py:64
sliding_window_ppl software healthy eval_baselines.py:96
evaluate_model software healthy eval_baselines.py:153
main software healthy eval_baselines.py:209
get_wikitext_raw software healthy downstream_eval.py:58
tokenize_and_chunk software healthy downstream_eval.py:67
positional_ppl software healthy downstream_eval.py:88
long_range_cloze software healthy downstream_eval.py:140
generation_quality software healthy downstream_eval.py:241
make_lolm_fn software healthy downstream_eval.py:331
fn software dead downstream_eval.py:333
load_lolm software healthy downstream_eval.py:339
load_pythia software healthy downstream_eval.py:372
model_fn software healthy downstream_eval.py:387
main software healthy downstream_eval.py:406
get_eval_batches software healthy ablation_eval.py:54
ablation_hooks software healthy ablation_eval.py:82
zero_hook software dead ablation_eval.py:95
gate_one_hook software dead ablation_eval.py:98
gate_half_hook software dead ablation_eval.py:101
eval_perplexity software healthy ablation_eval.py:145
eval_positional_ppl software healthy ablation_eval.py:174
main software healthy ablation_eval.py:221
generate software healthy lolm_chat_server.py:27
do_OPTIONS software dead lolm_chat_server.py:51
do_POST software dead lolm_chat_server.py:58
do_GET software dead lolm_chat_server.py:76
log_message software dead lolm_chat_server.py:83
get_wikitext_raw software healthy compare_baseline.py:47
tokenize_and_chunk software healthy compare_baseline.py:59
eval_lolm software healthy compare_baseline.py:76
eval_pythia software healthy compare_baseline.py:143
pythia_tokenize software dead compare_baseline.py:159
main software healthy compare_baseline.py:209
main software healthy prepare_data.py:21
make_fixed_gate software healthy ablate_gate.py:37
fixed_gate software dead ablate_gate.py:39
eval_condition software healthy ablate_gate.py:45
main software healthy ablate_gate.py:104
load_training_log software healthy eval_enterprise.py:43
tokens_to_ppl software healthy eval_enterprise.py:54
training_cost_analysis software healthy eval_enterprise.py:71

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
train.py software healthy train.py
eval_baselines.py software healthy eval_baselines.py
downstream_eval.py software healthy downstream_eval.py
AGENT.md software healthy AGENT.md
.mcp.json software healthy .mcp.json
ablation_eval.py software healthy ablation_eval.py
README.md software healthy README.md
lolm_chat_server.py software healthy lolm_chat_server.py
compare_baseline.py software healthy compare_baseline.py
package.json software healthy package.json
setup_tpu.sh software healthy setup_tpu.sh
Dockerfile software healthy Dockerfile
prepare_data.py software healthy prepare_data.py
ablate_gate.py software healthy ablate_gate.py
launch_pod.sh software healthy launch_pod.sh
eval_enterprise.py software healthy eval_enterprise.py
pyproject.toml software healthy pyproject.toml
Makefile software healthy Makefile
setup_tpu_pod.sh software healthy setup_tpu_pod.sh
SPEED_AND_NFET_GUIDE.md software healthy SPEED_AND_NFET_GUIDE.md
downstream_eval_tpu.py software healthy downstream_eval_tpu.py
LICENSE software healthy LICENSE
LOLM_NFET_HF_BUILD.md software healthy LOLM_NFET_HF_BUILD.md
NOTICE software healthy NOTICE
test_tpu.py software healthy test_tpu.py
train_tpu_pod.py software healthy train_tpu_pod.py
requirements.txt software healthy requirements.txt
setup_vastai.sh software healthy setup_vastai.sh
ablation.py software healthy ablation.py
evaluate.py software healthy evaluate.py
brain_schema.sql software healthy edge/cloudflare/brain_schema.sql
README.md software healthy edge/cloudflare/README.md
schema.sql software healthy edge/cloudflare/schema.sql
index.js software healthy edge/cloudflare/src/index.js
hard-eval-0.6b-recheck.json software healthy launch/hard-eval-0.6b-recheck.json
hard-eval-0.6b-recheck.md software healthy launch/hard-eval-0.6b-recheck.md
hard-eval-prod-live.json software healthy launch/hard-eval-prod-live.json
hard-eval-0.6b.md software healthy launch/hard-eval-0.6b.md
hard-eval-4b.md software healthy launch/hard-eval-4b.md
x-thread.md software healthy launch/x-thread.md
hard-eval-prod-live.md software healthy launch/hard-eval-prod-live.md
hard-eval-epistemic.json software healthy launch/hard-eval-epistemic.json
hard-eval-0.6b.json software healthy launch/hard-eval-0.6b.json
hard-eval-report.md software healthy launch/hard-eval-report.md
show-hn.md software healthy launch/show-hn.md
hard-eval-4b.json software healthy launch/hard-eval-4b.json
linkedin.md software healthy launch/linkedin.md
test_research_scheduler.py software healthy tests/test_research_scheduler.py
test_nfet_policy.py software healthy tests/test_nfet_policy.py
test_research_pipeline.py software healthy tests/test_research_pipeline.py

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
Handler software healthy lolm_chat_server.py:50
DeleteTool software healthy tests/test_l4_l5.py:45
StubLMHead software healthy tests/test_hf_registry_and_graft.py:102
StubBackbone software healthy tests/test_hf_registry_and_graft.py:110
_FakePipe software healthy tests/test_freshness.py:8
DeployTool software healthy tests/test_operator_loop.py:86
Msg software healthy tests/test_nfet_agent.py:12
Req software healthy tests/test_nfet_agent.py:18
FakeLoop software healthy tests/test_nfet_agent.py:49
HeadLoop software healthy tests/test_nfet_agent.py:273
FrontierDownLoop software healthy tests/test_nfet_agent.py:557
OkFrontier software healthy tests/test_nfet_agent.py:584
FakeBrain software healthy tests/test_nfet_agent.py:600
Msg software healthy tests/test_claude_reasoner.py:12
Req software healthy tests/test_claude_reasoner.py:18
FakeAnthropicClient software healthy tests/test_claude_reasoner.py:29
DeployTool software healthy tests/test_operator.py:75
Case software healthy scripts/hard_eval.py:34
Result software healthy scripts/hard_eval.py:112
Notification software healthy dashboard/backend/main.py:36
LOLMLoss software healthy lolm/losses.py:47
VaultError software healthy lolm/qev_vault.py:53
ManifestationGate software healthy lolm/gate.py:26
AutonomyFlywheel software healthy lolm/flywheel.py:31
NFETTrainingConfig software healthy lolm/nfet_trainer.py:36
NFETTrainingController software healthy lolm/nfet_trainer.py:61
LOLMOutput software healthy lolm/model.py:37
LOLM software healthy lolm/model.py:47
TelemetryFrame software healthy lolm/nfet_policy.py:46
PolicyConfig software healthy lolm/nfet_policy.py:75
ControlDecision software healthy lolm/nfet_policy.py:111
RollingStats software healthy lolm/nfet_policy.py:132
FrozenStats software healthy lolm/nfet_policy.py:170
NFETControlPolicy software healthy lolm/nfet_policy.py:193
_EfficientScanFn software healthy lolm/ssm.py:86
CudaSSMLayer software healthy lolm/ssm.py:179
SelectiveSSMLayer software healthy lolm/ssm.py:194
LatentSSMCore software healthy lolm/ssm.py:281
SSMConfig software healthy lolm/config.py:23
RegimeConfig software healthy lolm/config.py:33
MemoryConfig software healthy lolm/config.py:50
GateConfig software healthy lolm/config.py:59
ModelConfig software healthy lolm/config.py:68
TrainingConfig software healthy lolm/config.py:83
LossConfig software healthy lolm/config.py:105
DataConfig software healthy lolm/config.py:131
LOLMConfig software healthy lolm/config.py:140
NFETState software healthy lolm/nfet_graft.py:28
GraftOutput software healthy lolm/nfet_graft.py:39
LatentGRUDebugPath software healthy lolm/nfet_graft.py:48

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
GET /compare api healthy dashboard/backend/compare.py
GET /results api healthy dashboard/backend/benchmarks.py
GET /cost api healthy dashboard/backend/benchmarks.py
POST /run-eval api healthy dashboard/backend/benchmarks.py
GET /comparisons api healthy dashboard/backend/benchmarks.py
GET /compare-live api healthy dashboard/backend/benchmarks.py
GET /list api healthy dashboard/backend/tpu.py
GET /{name} api healthy dashboard/backend/tpu.py
POST /create api healthy dashboard/backend/tpu.py
DELETE /{name} api healthy dashboard/backend/tpu.py
GET /{name}/health api healthy dashboard/backend/tpu.py
GET /status/overview api healthy dashboard/backend/tpu.py
GET /available-checkpoints api healthy dashboard/backend/eval_runner.py
POST /run api healthy dashboard/backend/eval_runner.py
POST /enterprise-report api healthy dashboard/backend/eval_runner.py
GET / api healthy dashboard/backend/db.py
GET /{run_id} api healthy dashboard/backend/db.py
GET /{run_id}/metrics api healthy dashboard/backend/db.py
POST /launch api healthy dashboard/backend/training.py
POST /stop api healthy dashboard/backend/training.py
GET /status api healthy dashboard/backend/training.py
GET /model-info api healthy dashboard/backend/training.py
GET /log/recent api healthy dashboard/backend/training.py
GET /runs api healthy dashboard/backend/training.py
GET /runs/{run_id} api healthy dashboard/backend/training.py
GET /jobs api healthy dashboard/backend/training.py
POST /launch-pair api healthy dashboard/backend/training.py
GET /compare-logs api healthy dashboard/backend/training.py
GET /datasets api healthy dashboard/backend/training.py
GET /watchdog-status api healthy dashboard/backend/training.py
POST /generate api healthy dashboard/backend/chat.py
GET /history api healthy dashboard/backend/chat.py
GET /checkpoints api healthy dashboard/backend/chat.py
GET /schema api healthy dashboard/backend/config_manager.py
PUT /{name} api healthy dashboard/backend/config_manager.py
GET /health api healthy dashboard/backend/main.py
GET /api/auth/verify api healthy dashboard/backend/main.py
GET /api/notifications api healthy dashboard/backend/main.py
GET /api/notifications/count api healthy dashboard/backend/main.py
POST /api/notifications/clear api healthy dashboard/backend/main.py
GET /models api healthy dashboard/backend/publish.py
POST /generate-card api healthy dashboard/backend/publish.py
POST /push api healthy dashboard/backend/publish.py
GET /latest api healthy dashboard/backend/analysis.py
POST /resume api healthy dashboard/backend/checkpoints.py
GET /download/{name} api healthy dashboard/backend/checkpoints.py
POST /api/proof/compare api healthy local_ui/proof_mode.py
POST /api/demo/research api healthy local_ui/research_service.py
GET /api/demo/research/memory api healthy local_ui/research_service.py
GET /api/demo/research/jobs api healthy local_ui/research_service.py

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
edge software healthy edge
cloudflare software healthy edge/cloudflare
src software healthy edge/cloudflare/src
launch software healthy launch
tests software healthy tests
scripts software healthy scripts
dashboard software healthy dashboard
frontend software healthy dashboard/frontend
src software healthy dashboard/frontend/src
components software healthy dashboard/frontend/src/components
panels software healthy dashboard/frontend/src/panels
hooks software healthy dashboard/frontend/src/hooks
backend software healthy dashboard/backend
deploy software healthy deploy
lolm software healthy lolm
research software healthy lolm/research
agent software healthy lolm/agent
release software healthy lolm/release
control software healthy lolm/control
site software healthy site
replays software healthy site/replays
local_ui software healthy local_ui
static software healthy local_ui/static
clients software healthy clients
js software healthy clients/js
test software healthy clients/js/test
evals software healthy evals
artifacts software healthy artifacts
lolm-real-tests software healthy artifacts/lolm-real-tests
2026-06-12-2356 software healthy artifacts/lolm-real-tests/2026-06-12-2356
quality-lift-2026-06-14-1209 software healthy artifacts/quality-lift-2026-06-14-1209
.github software healthy .github
workflows software healthy .github/workflows
configs software healthy configs
scale software healthy configs/scale
ablations software healthy configs/ablations

LabelLayerStatusPath
App frontend healthy dashboard/frontend/src/App.tsx
StatusBadge frontend healthy dashboard/frontend/src/components/StatusBadge.tsx
Sidebar frontend healthy dashboard/frontend/src/components/Sidebar.tsx
Stat frontend healthy dashboard/frontend/src/components/Stat.tsx
Card frontend healthy dashboard/frontend/src/components/Card.tsx
DatasetPanel frontend healthy dashboard/frontend/src/panels/DatasetPanel.tsx
TPUPanel frontend healthy dashboard/frontend/src/panels/TPUPanel.tsx
ShipPanel frontend healthy dashboard/frontend/src/panels/ShipPanel.tsx
QuickLaunchPanel frontend healthy dashboard/frontend/src/panels/QuickLaunchPanel.tsx
TrainingPanel frontend healthy dashboard/frontend/src/panels/TrainingPanel.tsx
ResultsPanel frontend healthy dashboard/frontend/src/panels/ResultsPanel.tsx
EvalPanel frontend healthy dashboard/frontend/src/panels/EvalPanel.tsx
CheckpointsPanel frontend healthy dashboard/frontend/src/panels/CheckpointsPanel.tsx
ExperimentsPanel frontend healthy dashboard/frontend/src/panels/ExperimentsPanel.tsx
ChatPanel frontend healthy dashboard/frontend/src/panels/ChatPanel.tsx
ConfigPanel frontend healthy dashboard/frontend/src/panels/ConfigPanel.tsx

LabelLayerStatusPath
port:7866 network healthy local_ui/server_public_demo.py
port:7861 network healthy local_ui/static/command.js
port:07 network healthy .github/workflows/daily-lolm-learned-update.yml
port:17 network healthy .github/workflows/daily-lolm-learned-update.yml
port:08 network healthy .github/workflows/full-test-suite.yml
port:23 network healthy .github/workflows/full-test-suite.yml
port:16 network healthy configs/scale/3b_baseline_pod.yaml

LabelLayerStatusPath
gha::deploy-production cicd healthy .github/workflows/deploy-production.yml
gha::daily-lolm-learned-update cicd healthy .github/workflows/daily-lolm-learned-update.yml
gha::publish-npm-canary cicd healthy .github/workflows/publish-npm-canary.yml
gha::publish-npm-stable cicd healthy .github/workflows/publish-npm-stable.yml
gha::rollback-production cicd healthy .github/workflows/rollback-production.yml
gha::full-test-suite cicd healthy .github/workflows/full-test-suite.yml

LabelLayerStatusPath
deploy cicd healthy .github/workflows/deploy-production.yml
daily cicd healthy .github/workflows/daily-lolm-learned-update.yml
canary cicd healthy .github/workflows/publish-npm-canary.yml
stable cicd healthy .github/workflows/publish-npm-stable.yml
rollback cicd healthy .github/workflows/rollback-production.yml
test cicd healthy .github/workflows/full-test-suite.yml

LabelLayerStatusPath
sessions data healthy edge/cloudflare/brain_schema.sql
turns data healthy edge/cloudflare/brain_schema.sql
memory data healthy edge/cloudflare/brain_schema.sql
memories data healthy edge/cloudflare/schema.sql

LabelLayerStatusPath
169.254.169.254 network healthy tests/test_operator.py
127.0.0.1 network healthy tests/test_operator.py
10.0.0.5 network healthy tests/test_operator.py
10.2.4.9 network healthy evals/eval_pack.py

LabelLayerStatusPath
vps::aws hardware healthy edge/cloudflare/README.md
vps::gcp hardware healthy dashboard/backend/tpu.py
vps::droplet hardware healthy dashboard/backend/chat.py

LabelLayerStatusPath
DEPLOY_SSH_HOST cicd healthy —
DEPLOY_KEY cicd healthy —
NPM_TOKEN cicd healthy —

LabelLayerStatusPath
postgresql data healthy evals/eval_pack.py
postgres data healthy evals/eval_pack.py

LabelLayerStatusPath
repobility-clone-bt6kttn1 software healthy /tmp/repobility-clone-bt6kttn1

LabelLayerStatusPath
nginx network healthy scripts/serve_4b_public.sh

LabelLayerStatusPath
image::Dockerfile hardware healthy Dockerfile

LabelLayerStatusPath
gpu (detected) hardware healthy train.py
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