21.3

Adjusted Signal

21.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

41.4K

Stars

Jupyter Notebook

Language

12.3K

Lines of Code

Files

203

Pattern Hits

2026-10-31

Scan Date

0.19

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 39.6/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 120 finding(s).

Hallucinated Dependency & Supply Chain Risk 17.7/100 · LOW

Are imports declared and package/API names verified? 49 finding(s).

Agent Over-Engineering Ratio 53.0/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 124 finding(s).

PR Review Velocity Impact 67.7/100 · HIGH

Which changes need focused human review? 203 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 13MEDIUM 5LOW 185

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 203 distinct pattern matches across 10 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers82 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW	training/qlora.py	381	def print_trainable_parameters(args, model):	CODE
LOW	training/qlora.py	398	def smart_tokenizer_and_embedding_resize(	CODE
LOW	training/qlora.py	473	def extract_unnatural_instructions_data(examples, extract_reformulations=False):	CODE
LOW⚡	air_llm/tests/test_kimi_k3_split.py	110	def test_every_module_is_split_out(self):	CODE
LOW⚡	air_llm/tests/test_kimi_k3_split.py	118	def test_one_shard_per_layer_is_linked_not_copied(self):	CODE
LOW⚡	air_llm/tests/test_kimi_k3_split.py	126	def test_projector_and_vision_tower_are_linked(self):	CODE
LOW⚡	air_llm/tests/test_kimi_k3_split.py	132	def test_shared_shard_modules_are_materialised_separately(self):	CODE
LOW	air_llm/tests/test_kimi_k3_split.py	145	def test_contents_match_the_original_checkpoint(self):	CODE
LOW	air_llm/tests/test_kimi_k3_split.py	203	def test_all_modules_written_as_real_files(self):	CODE
LOW	air_llm/tests/test_compression.py	18	def test_should_compress_uncompress(self):	CODE
LOW⚡	air_llm/tests/test_default_device.py	30	def test_prefers_cuda_when_available(self):	CODE
LOW⚡	air_llm/tests/test_default_device.py	34	def test_falls_back_to_mps_on_apple_silicon(self):	CODE
LOW⚡	air_llm/tests/test_default_device.py	40	def test_falls_back_to_cpu_when_no_accelerator(self):	CODE
LOW⚡	air_llm/tests/test_default_device.py	44	def test_cuda_preferred_over_mps(self):	CODE
LOW⚡	air_llm/tests/test_default_device.py	48	def test_init_uses_default_device_when_none_passed(self):	CODE
LOW⚡	air_llm/tests/test_default_device.py	56	def test_explicit_device_is_still_honoured(self):	CODE
LOW	air_llm/tests/test_automodel.py	16	def test_auto_model_should_return_correct_model(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	33	def test_base_is_frozen_adapters_train(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	55	def test_inject_and_roundtrip_state(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	76	def test_matches_full_cross_entropy(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	98	def test_batched_shape_and_cpu_weight(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	154	def test_streamed_lora_matches_resident_grads(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	198	def test_base_frozen_and_loss_drops(self):	CODE
LOW	air_llm/tests/test_streamed_lora.py	221	def test_inject_by_class_name(self):	CODE
LOW	air_llm/tests/test_qwen3_8_split.py	114	def test_every_streamed_and_resident_module_is_split_out(self):	CODE
LOW	air_llm/tests/test_qwen3_8_split.py	122	def test_vision_tower_is_one_shard_and_excludes_decoder_weights(self):	CODE
LOW	air_llm/tests/test_qwen3_8_split.py	139	def test_decoder_and_head_round_trip(self):	CODE
LOW	air_llm/tests/test_qwen3_8_split.py	154	def test_shared_shards_are_copied_not_linked(self):	CODE
LOW	air_llm/tests/test_mlx_input_types.py	7	def test_torch_tensor_is_converted_for_embedding_lookup(self):	CODE
LOW	air_llm/tests/test_mlx_input_types.py	20	def test_existing_mlx_array_is_reused(self):	CODE
LOW	air_llm/tests/test_mlx_input_types.py	29	def test_python_sequence_is_converted(self):	CODE
LOW	air_llm/tests/test_expert_streaming_compression.py	68	def test_expert_streaming_engages_without_compression(self):	CODE
LOW	air_llm/tests/test_expert_streaming_compression.py	77	def test_expert_streaming_disabled_when_compression_is_on(self):	CODE
LOW	air_llm/tests/test_expert_streaming_compression.py	88	def test_load_layer_subset_does_not_decompress(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	123	def test_file_loader_concatenates_without_keeping_shard_keys(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	143	def test_rejects_gapped_shard_indices(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	150	def test_marker_discovers_the_parent_layer(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	187	def test_every_streamed_and_resident_module_is_split_out(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	197	def test_ngram_table_is_peeled_out_of_its_decoder_layer(self):	CODE
LOW⚡	air_llm/tests/test_qwen38_flash_next_split.py	212	def test_packed_experts_stay_on_the_decoder_layer(self):	CODE
LOW⚡	air_llm/tests/test_qwen38_flash_next_split.py	218	def test_output_mix_is_the_norm_slot(self):	CODE
LOW⚡	air_llm/tests/test_qwen38_flash_next_split.py	223	def test_vision_tower_is_one_shard_and_excludes_decoder_weights(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	258	def test_shared_shards_are_copied_not_linked(self):	CODE
LOW	air_llm/tests/test_qwen38_flash_next_split.py	271	def test_huge_embedding_is_born_on_meta(self):	CODE
LOW	air_llm/tests/test_mlx_import_regression.py	8	def test_mlx_module_does_not_eagerly_import_unused_llama_class():	CODE
LOW	air_llm/airllm/airllm_chatglm.py	16	def get_use_better_transformer(self):	CODE
LOW	air_llm/airllm/airllm_chatglm.py	25	def get_past_key_values_cache_seq_len(self, past_key_values):	CODE
LOW	air_llm/airllm/lora_linear.py	167	def inject_packed_expert_lora(module, r=16, alpha=32, device=None, dtype=None):	CODE
LOW	air_llm/airllm/airllm_internlm.py	16	def get_use_better_transformer(self):	CODE
LOW	air_llm/airllm/airllm_qwen.py	16	def get_use_better_transformer(self):	CODE
LOW	air_llm/airllm/airllm_qwen.py	22	def get_past_key_values_cache_seq_len(self, past_key_values):	CODE
LOW	air_llm/airllm/airllm_baichuan.py	18	def get_use_better_transformer(self):	CODE
LOW	air_llm/airllm/airllm_base.py	41	def restore_relocated_transformers_symbols():	CODE
LOW	air_llm/airllm/airllm_base.py	232	def _propagate_attn_implementation(self, impl):	CODE
LOW	air_llm/airllm/airllm_base.py	252	def _model_matches_layer_names(self, model):	CODE
LOW	air_llm/airllm/airllm_base.py	405	def set_layers_from_layer_names(self):	CODE
LOW	air_llm/airllm/airllm_base.py	460	def _restore_plain_weight_modules(self, state_dict):	CODE
LOW	air_llm/airllm/airllm_base.py	658	def _param_names_from_state_dict(self, state_dict):	CODE
LOW	air_llm/airllm/airllm_base.py	714	def _load_cpu_resident_modules(self):	CODE
LOW	air_llm/airllm/airllm_mistral.py	16	def get_use_better_transformer(self):	CODE
22 more matches not shown…

Unused Imports49 hits · 48 pts

Severity	File	Line	Context
LOW	training/qlora.py	4	CODE
LOW	air_llm/tests/test_automodel.py	1	CODE
LOW	air_llm/airllm/__init__.py	9	CODE
LOW	air_llm/airllm/__init__.py	10	CODE
LOW	air_llm/airllm/__init__.py	14	CODE
LOW	air_llm/airllm/__init__.py	15	CODE
LOW	air_llm/airllm/__init__.py	16	CODE
LOW	air_llm/airllm/__init__.py	17	CODE
LOW	air_llm/airllm/lora_data.py	3	CODE
LOW	air_llm/airllm/airllm_base.py	2	CODE
LOW	air_llm/airllm/airllm_base.py	2	CODE
LOW	air_llm/airllm/airllm_base.py	2	CODE
LOW	air_llm/airllm/airllm_base.py	2	CODE
LOW	air_llm/airllm/airllm_base.py	3	CODE
LOW	air_llm/airllm/airllm_base.py	24	CODE
LOW	air_llm/airllm/airllm_qwen2.py	2	CODE
LOW	air_llm/airllm/utils.py	12	CODE
LOW	air_llm/airllm/utils.py	14	CODE
LOW	air_llm/airllm/utils.py	14	CODE
LOW	air_llm/airllm/utils.py	14	CODE
LOW	air_llm/airllm/utils.py	14	CODE
LOW	air_llm/airllm/utils.py	14	CODE
LOW	air_llm/airllm/utils.py	26	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	2	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	3	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	4	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	8	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	13	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	16	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	16	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	16	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	16	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	17	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	17	CODE
LOW	air_llm/airllm/persist/__init__.py	1	CODE
LOW	air_llm/airllm/persist/mlx_model_persister.py	10	CODE
LOW	air_llm/airllm/persist/mlx_model_persister.py	12	CODE
LOW	rlhf/qlora_dpo.py	4	CODE
LOW	rlhf/qlora_dpo.py	5	CODE
LOW	rlhf/qlora_dpo.py	13	CODE
LOW	rlhf/qlora_dpo.py	43	CODE
LOW	rlhf/qlora_dpo.py	43	CODE
LOW	rlhf/qlora_dpo.py	43	CODE
LOW	scripts/test_cn_dataset_lenghts.py	3	CODE
LOW	anima_100k/longer_training.py	4	CODE
LOW	anima_100k/longer_training.py	22	CODE
LOW	anima_100k/modeling_flash_llama.py	21	CODE
LOW	anima_100k/modeling_flash_llama.py	38	CODE
LOW	anima_100k/modeling_flash_llama.py	38	CODE

Empty Error Handlers7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	air_llm/airllm/airllm_base.py	454	except RuntimeError:	CODE
HIGH	air_llm/airllm/utils.py	82	except Exception as ex:	CODE
HIGH	air_llm/airllm/utils.py	533	except OSError:	CODE
HIGH	air_llm/airllm/utils.py	538	except OSError:	CODE
HIGH	air_llm/airllm/utils.py	695	except ValueError:	CODE
HIGH	air_llm/airllm/utils.py	723	except ValueError:	CODE
HIGH	anima_100k/longer_training.py	95	except Exception as e:	CODE

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	training/qlora.py	prints the number of trainable parameters in the model.	STRING
HIGH	rlhf/qlora_dpo.py	prints the number of trainable parameters in the model.	STRING
HIGH	anima_100k/longer_training.py	prints the number of trainable parameters in the model.	STRING
HIGH	training/qlora.py	resize tokenizer and embedding. note: this is the unoptimized version that may make your embedding size not be divisible	STRING
HIGH	rlhf/qlora_dpo.py	resize tokenizer and embedding. note: this is the unoptimized version that may make your embedding size not be divisible	STRING
HIGH	anima_100k/longer_training.py	resize tokenizer and embedding. note: this is the unoptimized version that may make your embedding size not be divisible	STRING

Excessive Try-Catch Wrapping18 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	air_llm/airllm/airllm_lora.py	299	except Exception as e: # noqa: BLE001 - fall back to the layer's is_causal path	CODE
LOW	air_llm/airllm/airllm_lora.py	501	except Exception as e: # noqa: BLE001	CODE
MEDIUM	air_llm/airllm/airllm_lora.py	279	def _make_masks(self, hidden_shape, attention_mask, text_position_ids):	CODE
MEDIUM	air_llm/airllm/airllm_lora.py	373	def load_adapter(self, path):	CODE
LOW	air_llm/airllm/__init__.py	43	except Exception as _e: # noqa: BLE001 - optional family, keep package importable	CODE
MEDIUM	air_llm/airllm/airllm_base.py	218	def get_generation_config(self):	CODE
LOW	air_llm/airllm/airllm_base.py	162	except Exception:	CODE
LOW	air_llm/airllm/airllm_base.py	221	except Exception:	CODE
LOW	air_llm/airllm/airllm_base.py	315	except Exception as e: # noqa: BLE001 - try the next factory	CODE
LOW	air_llm/airllm/airllm_base.py	318	except Exception as e: # noqa: BLE001 - try the next factory	CODE
LOW	air_llm/airllm/airllm_base.py	341	except Exception as e:	CODE
LOW	air_llm/airllm/airllm_base.py	819	except Exception:	CODE
LOW	air_llm/airllm/utils.py	82	except Exception as ex:	CODE
LOW	air_llm/airllm/persist/mlx_model_persister.py	111	except Exception as ex:	CODE
MEDIUM	air_llm/airllm/persist/mlx_model_persister.py	91	def load_model(self, layer_name, path):	CODE
LOW	rlhf/qlora_dpo.py	588	except Exception:	CODE
LOW	rlhf/qlora_dpo.py	733	except Exception as e:	CODE
LOW	anima_100k/longer_training.py	95	except Exception as e:	CODE

Deep Nesting24 hits · 22 pts

Severity	File	Line	Context
LOW	training/qlora.py	306	CODE
LOW	training/qlora.py	473	CODE
LOW	training/qlora.py	510	CODE
LOW	training/qlora.py	525	CODE
LOW	training/qlora.py	549	CODE
LOW	training/qlora.py	579	CODE
LOW	air_llm/tests/test_compression.py	18	CODE
LOW	air_llm/airllm/lora_data.py	76	CODE
LOW	air_llm/airllm/airllm_base.py	297	CODE
LOW	air_llm/airllm/airllm_base.py	430	CODE
LOW	air_llm/airllm/utils.py	104	CODE
LOW	air_llm/airllm/utils.py	239	CODE
LOW	air_llm/airllm/utils.py	544	CODE
LOW	rlhf/qlora_dpo.py	354	CODE
LOW	rlhf/qlora_dpo.py	516	CODE
LOW	rlhf/qlora_dpo.py	553	CODE
LOW	scripts/gen_star_history.py	46	CODE
LOW	anima_100k/longer_training.py	83	CODE
LOW	anima_100k/longer_training.py	368	CODE
LOW	anima_100k/longer_training.py	546	CODE
LOW	anima_100k/longer_training.py	583	CODE
LOW	anima_100k/longer_training.py	598	CODE
LOW	anima_100k/longer_training.py	627	CODE
LOW	anima_100k/modeling_flash_llama.py	948	CODE

AI Structural Patterns8 hits · 8 pts

Severity	File	Line	Context
LOW	air_llm/airllm/airllm_lora.py	90	CODE
LOW	air_llm/airllm/airllm_lora.py	397	CODE
LOW	air_llm/airllm/airllm_base.py	84	CODE
LOW	air_llm/airllm/tokenization_baichuan.py	57	CODE
LOW	air_llm/airllm/airllm_llama_mlx.py	233	CODE
LOW	anima_100k/modeling_flash_llama.py	624	CODE
LOW	anima_100k/modeling_flash_llama.py	772	CODE
LOW	anima_100k/modeling_flash_llama.py	948	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	air_llm/airllm/utils.py	601	layers = [layer_names['rotary_pos_emb']] + layers	COMMENT
LOW	air_llm/airllm/tokenization_baichuan.py	1	# Copyright 2023 Baichuan Inc. All Rights Reserved.	COMMENT
LOW	.github/workflows/release.yml	1	name: Publish to PyPI	COMMENT
LOW	.github/workflows/star-history.yml	1	name: Refresh Star History	COMMENT
LOW	anima_100k/modeling_flash_llama.py	1	# coding=utf-8	COMMENT

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	training/qlora.py	60	logger = logging.getLogger(__name__)	CODE
LOW	rlhf/qlora_dpo.py	62	logger = logging.getLogger(__name__)	CODE
LOW	anima_100k/longer_training.py	60	logger = logging.getLogger(__name__)	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	anima_100k/extened_longchat_topiced_conversations.json	1	[{"TOPIC_ID": 1, "TOPIC": "The psychology of happiness", "CONVERSATION": "USER: I would like to discuss the topic of the	CODE

lyogavin/airllm

Open-Source Code Quality, Security and Technical Debt Review