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)
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.
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.
| Label | Layer | Status | Path |
|---|---|---|---|
__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.
| Label | Layer | Status | Path |
|---|---|---|---|
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.
| Label | Layer | Status | Path |
|---|---|---|---|
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.
| Label | Layer | Status | Path |
|---|---|---|---|
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 |
| Label | Layer | Status | Path |
|---|---|---|---|
boblee0717__llm-learning |
software | healthy | /data/fable5_failed_archive/boblee0717__llm-learning |
| Label | Layer | Status | Path |
|---|---|---|---|
sqlite |
data | healthy | phase5-agent-architecture/README.md |
| Label | Layer | Status | Path |
|---|---|---|---|
gpu (detected) |
hardware | healthy | README.md |
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