[
  "tests/test_attention.py::test_causal_mask_property",
  "tests/test_attention.py::test_multihead_causal_attention",
  "tests/test_attention.py::test_rope_embedding_shape",
  "tests/test_bpe.py::test_bpe_save_load",
  "tests/test_bpe.py::test_bpe_training_and_encode_decode",
  "tests/test_bpe.py::test_vocab_basic",
  "tests/test_chat_engine.py::TestConversationMemory::test_add_and_retrieve",
  "tests/test_chat_engine.py::TestConversationMemory::test_coreference_resolution",
  "tests/test_chat_engine.py::TestIntentDetector::test_about_self",
  "tests/test_chat_engine.py::TestIntentDetector::test_farewell",
  "tests/test_chat_engine.py::TestIntentDetector::test_finance",
  "tests/test_chat_engine.py::TestIntentDetector::test_greeting",
  "tests/test_chat_engine.py::TestIntentDetector::test_identity",
  "tests/test_chat_engine.py::TestIntentDetector::test_legal",
  "tests/test_chat_engine.py::TestIntentDetector::test_math",
  "tests/test_chat_engine.py::TestIntentDetector::test_pdf_generation",
  "tests/test_chat_engine.py::TestIntentDetector::test_programming",
  "tests/test_chat_engine.py::TestIntentDetector::test_science",
  "tests/test_chat_engine.py::TestIntentDetector::test_thanks",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_about_self_response",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_finance_with_numbers",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_greeting_response_is_natural",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_identity_response_mentions_amit",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_legal_section_420",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_math_calculation",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_no_generic_template_in_any_response",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_pdf_has_metadata",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_python_explanation",
  "tests/test_chat_engine.py::TestKnowledgeEngine::test_thanks_response",
  "tests/test_chat_engine.py::TestResponseValidator::test_empty_text_fails",
  "tests/test_chat_engine.py::TestResponseValidator::test_repetitive_loop_cleaned",
  "tests/test_chat_engine.py::TestResponseValidator::test_template_phrases_stripped",
  "tests/test_chat_engine.py::TestResponseValidator::test_unbalanced_code_fence_fixed",
  "tests/test_chat_engine.py::TestResponseValidator::test_unk_tokens_removed",
  "tests/test_chat_engine.py::TestResponseValidator::test_valid_text_passes",
  "tests/test_chat_engine.py::test_conversation_memory",
  "tests/test_chat_engine.py::test_intent_detector_identity",
  "tests/test_chat_engine.py::test_intent_detector_legal",
  "tests/test_chat_engine.py::test_intent_detector_pdf",
  "tests/test_chat_engine.py::test_intent_detector_programming",
  "tests/test_chat_engine.py::test_knowledge_engine_response",
  "tests/test_chat_engine.py::test_response_validator",
  "tests/test_checkpoint.py::test_checkpoint_manager_save_and_load",
  "tests/test_cleaner.py::test_data_cleaner_functions",
  "tests/test_cleaner.py::test_process_corpus",
  "tests/test_downloader.py::test_dataset_downloader_download_and_checksum",
  "tests/test_downloader.py::test_dataset_manager_logging",
  "tests/test_evaluator.py::test_model_evaluator",
  "tests/test_mixer.py::test_dataset_mixer_fallback",
  "tests/test_mixer.py::test_dataset_mixer_ratios",
  "tests/test_model.py::test_slm_model_forward_and_loss",
  "tests/test_model.py::test_weight_tying",
  "tests/test_normalization.py::test_layernorm_forward_and_backward",
  "tests/test_normalization.py::test_rmsnorm_forward_and_backward",
  "tests/test_optimizer.py::test_custom_adamw_step",
  "tests/test_optimizer.py::test_custom_lion_step",
  "tests/test_pipeline.py::test_pipeline_orchestrator",
  "tests/test_prep.py::test_dataset_splitter",
  "tests/test_quality.py::test_quality_checker_checkpoint_and_loss",
  "tests/test_quality.py::test_quality_checker_tensor_and_weights",
  "tests/test_tokenizer_eval.py::test_tokenizer_evaluator",
  "tests/test_vision.py::TestVisionPipeline::test_ocr_and_vlm_pipeline",
  "tests/test_vision.py::TestVisionPipeline::test_vision_encoder_forward",
  "tests/test_vision.py::TestVisionPipeline::test_vision_patch_embedding"
]