Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

boblee0717/llm-learning

https://github.com/boblee0717/llm-learning · scanned 2026-06-17 01:41 UTC (1 month, 1 week ago)

61 raw signals (0 security + 61 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +4.8 (diff) · 47 actionable findings from 1 signal source. 14 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all

All 458 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
__init__ software healthy phase2-transformer/05_gpt_from_scratch.py:176
forward software healthy phase2-transformer/05_gpt_from_scratch.py:213
_init_weights software healthy phase2-transformer/05_gpt_from_scratch.py:200
generate software healthy phase2-transformer/05_gpt_from_scratch.py:245
count_parameters software healthy phase2-transformer/05_gpt_from_scratch.py:269
get_batch software healthy phase2-transformer/05_gpt_from_scratch.py:327
generate_text software healthy phase2-transformer/05_gpt_from_scratch.py:368
cosine_similarity software healthy phase2-transformer/01_word_embeddings.py:54
sinusoidal_position_encoding software healthy phase2-transformer/01_word_embeddings.py:145
replace_block software healthy phase2-transformer/reset_exercises_04.py:19
main software healthy phase2-transformer/reset_exercises_04.py:123
section software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:52
require_not_none software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:62
require_true software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:67
require_shape software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:72
require_close software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:80
__init__ software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:329
build_causal_mask software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:108
split_qkv_heads software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:137
causal_attention software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:180
forward software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:359
tie_weights software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:342
_init_weights software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:350
generate software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:375
get_batch software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:462
apply_top_k software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:494
apply_top_p software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:551
encode_with_gpt2_bpe software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:597
softmax software healthy phase2-transformer/04_transformer_block.py:29
layer_norm software healthy phase2-transformer/04_transformer_block.py:34
gelu software healthy phase2-transformer/04_transformer_block.py:43
__init__ software healthy phase2-transformer/04_transformer_block.py:252
forward software healthy phase2-transformer/04_transformer_block.py:257
plot_relu_vs_gelu software healthy phase2-transformer/04_transformer_block.py:116
dropout software healthy phase2-transformer/04_transformer_block.py:372
softmax software healthy phase2-transformer/03_multi_head_attention.py:25
single_head_attention software healthy phase2-transformer/03_multi_head_attention.py:79
multi_head_attention software healthy phase2-transformer/03_multi_head_attention.py:96
layer_norm software healthy phase2-transformer/03_multi_head_attention.py:248
post_norm_block software healthy phase2-transformer/03_multi_head_attention.py:317
pre_norm_block software healthy phase2-transformer/03_multi_head_attention.py:324
softmax software healthy phase2-transformer/02_self_attention.py:78
self_attention software healthy phase2-transformer/02_self_attention.py:149
causal_self_attention software healthy phase2-transformer/02_self_attention.py:191
replace_block software healthy phase2-transformer/reset_exercises_05.py:19
main software healthy phase2-transformer/reset_exercises_05.py:182
section software healthy phase2-transformer/03_multi_head_attention_self_write.py:34
require_not_none software healthy phase2-transformer/03_multi_head_attention_self_write.py:44
require_shape software healthy phase2-transformer/03_multi_head_attention_self_write.py:49
require_close software healthy phase2-transformer/03_multi_head_attention_self_write.py:57

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

LabelLayerStatusPath
github-copilot-claude-code.md software healthy github-copilot-claude-code.md
karpathy-best-resources.md software healthy karpathy-best-resources.md
AGENTS.md software healthy AGENTS.md
attention_paper_prerequisites.md software healthy attention_paper_prerequisites.md
harness-engineering-li-hongyi.md software healthy harness-engineering-li-hongyi.md
learning-progress.md software healthy learning-progress.md
requirements.txt software healthy requirements.txt
llm-interview-questions.md software healthy llm-interview-questions.md
README.md software healthy README.md
05_gpt_from_scratch.py software healthy phase2-transformer/05_gpt_from_scratch.py
01_word_embeddings.py software healthy phase2-transformer/01_word_embeddings.py
reset_exercises_04.py software healthy phase2-transformer/reset_exercises_04.py
05_gpt_from_scratch_self_write.py software healthy phase2-transformer/05_gpt_from_scratch_self_write.py
04_transformer_block.py software healthy phase2-transformer/04_transformer_block.py
03_multi_head_attention.py software healthy phase2-transformer/03_multi_head_attention.py
README.md software healthy phase2-transformer/README.md
02_self_attention.py software healthy phase2-transformer/02_self_attention.py
reset_exercises_05.py software healthy phase2-transformer/reset_exercises_05.py
03_multi_head_attention_self_write.py software healthy phase2-transformer/03_multi_head_attention_self_write.py
02_self_attention_self_write.py software healthy phase2-transformer/02_self_attention_self_write.py
06_scaling_laws.py software healthy phase2-transformer/06_scaling_laws.py
reset_exercises_03.py software healthy phase2-transformer/reset_exercises_03.py
04_transformer_block_self_write.py software healthy phase2-transformer/04_transformer_block_self_write.py
reset_exercises_02.py software healthy phase2-transformer/reset_exercises_02.py
01_word_embeddings_self_write.py software healthy phase2-transformer/01_word_embeddings_self_write.py
reset_exercises_01.py software healthy phase2-transformer/reset_exercises_01.py
01b_positional_encoding_viz.py software healthy phase2-transformer/01b_positional_encoding_viz.py
04_rlhf.py software healthy phase3-training/04_rlhf.py
README.md software healthy phase3-training/README.md
03_quantization.py software healthy phase3-training/03_quantization.py
02_lora.py software healthy phase3-training/02_lora.py
01_training_pipeline.py software healthy phase3-training/01_training_pipeline.py
05_inference_optimization.py software healthy phase3-training/05_inference_optimization.py
01_minimal_agent_loop.py software healthy phase5-agent-architecture/01_minimal_agent_loop.py
02_tool_calling.py software healthy phase5-agent-architecture/02_tool_calling.py
README.md software healthy phase5-agent-architecture/README.md
03_agent_runtime.py software healthy phase5-agent-architecture/03_agent_runtime.py
README.md software healthy papers/README.md
frontier-ai-2024-2025.md software healthy papers/frontier-ai-2024-2025.md
gpt3_reading_2.1_model_and_architectures.md software healthy papers/notes/gpt3_reading_2.1_model_and_architectures.md
chinchilla_compute_optimal_2022.md software healthy papers/notes/chinchilla_compute_optimal_2022.md
scaling_laws_kaplan_2020.md software healthy papers/notes/scaling_laws_kaplan_2020.md
attention_is_all_you_need_reading_3.1_3.2.2.md software healthy papers/notes/attention_is_all_you_need_reading_3.1_3.2.2.md
bert_reading_model_architecture.md software healthy papers/notes/bert_reading_model_architecture.md
notes_gpt2_input_and_model.md software healthy papers/notes/notes_gpt2_input_and_model.md
attention_is_all_you_need_reading_3.3.md software healthy papers/notes/attention_is_all_you_need_reading_3.3.md
attention_is_all_you_need_reading_3.4_3.5.md software healthy papers/notes/attention_is_all_you_need_reading_3.4_3.5.md
notes_attention_qkv.md software healthy papers/notes/notes_attention_qkv.md
reset_exercises_04.py software healthy phase0-math/reset_exercises_04.py
01_vectors_and_axes.py software healthy phase0-math/01_vectors_and_axes.py

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

LabelLayerStatusPath
GPTConfig software healthy phase2-transformer/05_gpt_from_scratch.py:41
CausalSelfAttention software healthy phase2-transformer/05_gpt_from_scratch.py:77
FeedForward software healthy phase2-transformer/05_gpt_from_scratch.py:125
TransformerBlock software healthy phase2-transformer/05_gpt_from_scratch.py:140
GPT software healthy phase2-transformer/05_gpt_from_scratch.py:165
ValidationError software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:58
GPTConfig software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:89
CausalSelfAttention software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:216
FeedForward software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:243
TransformerBlock software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:274
GPT software healthy phase2-transformer/05_gpt_from_scratch_self_write.py:328
FeedForward software healthy phase2-transformer/04_transformer_block.py:83
MultiHeadAttention software healthy phase2-transformer/04_transformer_block.py:183
TransformerBlock software healthy phase2-transformer/04_transformer_block.py:232
ValidationError software healthy phase2-transformer/03_multi_head_attention_self_write.py:40
ValidationError software healthy phase2-transformer/02_self_attention_self_write.py:39
ValidationError software healthy phase2-transformer/04_transformer_block_self_write.py:52
ValidationError software healthy phase2-transformer/01_word_embeddings_self_write.py:27
TinyLM software healthy phase3-training/04_rlhf.py:87
RewardModel software healthy phase3-training/04_rlhf.py:179
SimpleModel software healthy phase3-training/03_quantization.py:237
QuantizedLinear software healthy phase3-training/03_quantization.py:250
FakeQuantize software healthy phase3-training/03_quantization.py:379
LoRALinear software healthy phase3-training/02_lora.py:84
MiniTransformerBlock software healthy phase3-training/02_lora.py:146
MiniGPTForLoRA software healthy phase3-training/02_lora.py:180
TextDataset software healthy phase3-training/01_training_pipeline.py:40
MiniGPT software healthy phase3-training/01_training_pipeline.py:96
SimpleAttention software healthy phase3-training/05_inference_optimization.py:56
CachedTransformerBlock software healthy phase3-training/05_inference_optimization.py:138
CachedGPT software healthy phase3-training/05_inference_optimization.py:190
DraftModel software healthy phase3-training/05_inference_optimization.py:455
Decision software healthy phase5-agent-architecture/01_minimal_agent_loop.py:54
FakeLLM software healthy phase5-agent-architecture/01_minimal_agent_loop.py:63
AgentResult software healthy phase5-agent-architecture/01_minimal_agent_loop.py:101
Tool software healthy phase5-agent-architecture/02_tool_calling.py:38
ToolRegistry software healthy phase5-agent-architecture/02_tool_calling.py:72
FakeLLM software healthy phase5-agent-architecture/02_tool_calling.py:165
StepTrace software healthy phase5-agent-architecture/03_agent_runtime.py:55
RunState software healthy phase5-agent-architecture/03_agent_runtime.py:65
CheckpointStore software healthy phase5-agent-architecture/03_agent_runtime.py:88
FakeLLM software healthy phase5-agent-architecture/03_agent_runtime.py:115
AgentRuntime software healthy phase5-agent-architecture/03_agent_runtime.py:130
ValidationError software healthy phase0-math/03_reshape_transpose_split_self_write.py:28
ValidationError software healthy phase0-math/04_matrix_calculus_self_write.py:32
ValidationError software healthy phase0-math/02_matmul_and_shapes_self_write.py:28
ValidationError software healthy phase0-math/01_vectors_and_axes_self_write.py:28
ValidationError software healthy phase1-foundations/01_numpy_basics_self_write.py:21
ValidationError software healthy phase1-foundations/02_gradient_descent_self_write.py:29
ValidationError software healthy phase1-foundations/03_neural_network_self_write.py:36

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

LabelLayerStatusPath
phase2-transformer software healthy phase2-transformer
phase3-training software healthy phase3-training
phase5-agent-architecture software healthy phase5-agent-architecture
papers software healthy papers
notes software healthy papers/notes
phase0-math software healthy phase0-math
phase4-deepseek-reasoning software healthy phase4-deepseek-reasoning
phase1-foundations software healthy phase1-foundations

LabelLayerStatusPath
boblee0717__llm-learning software healthy /data/fable5_failed_archive/boblee0717__llm-learning

LabelLayerStatusPath
sqlite data healthy phase5-agent-architecture/README.md

LabelLayerStatusPath
gpu (detected) hardware healthy README.md
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/9a06dd62-92da-48b4-bc82-a2a676529349/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/9a06dd62-92da-48b4-bc82-a2a676529349/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.