LICENSE
MANIFEST.in
README.md
requirements-base.txt
requirements.txt
setup.py
assets/Logo-with-name-final2.png
docs/README.md
docs/TODO.md
docs/architecture.md
docs/backward_compatibility.md
docs/cli.md
docs/compliance.md
docs/compliance_quickstart.md
docs/configuration.md
docs/core.md
docs/development-tasks.md
docs/development.md
docs/docker.md
docs/features.md
docs/features_and_functions.md
docs/installation.md
docs/memory.md
docs/python_compatibility_fixes.md
docs/quickstart.md
docs/rag.md
docs/roadmap.md
docs/usage.md
docs/user_journey.md
docs/api_reference/README.md
docs/api_reference/gateway.md
docs/api_reference/rag.md
docs/api_reference/rag_api.md
docs/api_reference/rest_api.md
docs/examples/README.md
docs/examples/model_management.md
docs/examples/multi_modal.md
examples/test_ollama_chat.py
examples/advanced/roadmap_feature_examples.py
examples/api/compliance_example.py
examples/api/ensemble_api.py
examples/api/gateway_examples.py
examples/api/model_wrapper.py
examples/api/multi_model_wrapper.py
examples/api/multi_model_wrapper_api.py
examples/api/pipeline_examples.py
examples/api/rag_advanced_example.py
examples/api/rag_example.py
examples/api/test_llm_wrapper.py
examples/cli/basic_agent.py
examples/cli/chat_ollama_cli.py
examples/cli/chat_with_gpt.py
examples/cli/compliance_cli.py
examples/cli/data_analysis_cli.py
examples/cli/ensemble_cli.py
examples/cli/knowledge_management_cli.py
examples/cli/mcp_workflow.py
examples/cli/multi_model_wrapper_cli.py
examples/cli/multi_model_wrapper_interface.py
examples/cli/prompt_chain.py
examples/cli/scientific_research_cli.py
examples/cli/software_development_cli.py
examples/cli/task_runner.py
examples/cli/usage_tracking.py
examples/compliance/compliance_training_example.py
examples/compliance/examples.py
examples/compliance/finetune_with_compliance.py
examples/compliance/healthcare_compliance_example.py
examples/compliance/healthcare/clinical_trial_compliance.py
examples/compliance/healthcare/drug_discovery_compliance.py
examples/compliance/healthcare/ehr_compliance.py
examples/compliance/healthcare/fraud_detection_compliance.py
examples/compliance/healthcare/medical_device_compliance.py
examples/compliance/healthcare/medical_diagnosis_compliance.py
examples/compliance/healthcare/medical_imaging_analysis_compliance.py
examples/compliance/healthcare/medical_imaging_compliance.py
examples/compliance/healthcare/medical_research_compliance.py
examples/compliance/healthcare/mental_health_compliance.py
examples/compliance/healthcare/patient_monitoring_compliance.py
examples/compliance/healthcare/telemedicine_compliance.py
examples/context_transfer/chrome_extension_example.py
examples/ensemble/advanced_ensemble_example.py
examples/ensemble/ensemble_examples.py
examples/ensemble/usage_examples.py
examples/fine_tuning/adapter_lstm_example.py
examples/fine_tuning/hyena_evaluation_example.py
examples/fine_tuning/hyena_optuna_hparam_search.py
examples/fine_tuning/hyena_real_integration.py
examples/fine_tuning/hyperparam_tuning_xgboost.py
examples/fine_tuning/mamba_evaluation_example.py
examples/fine_tuning/mamba_finetune_example.py
examples/fine_tuning/mamba_optuna_hparam_search.py
examples/fine_tuning/moe_rnn_tree_example.py
examples/fine_tuning/prompt_engineering_example.py
examples/fine_tuning/rag_nontransformer_example.py
examples/fine_tuning/rwkv_evaluation_example.py
examples/fine_tuning/rwkv_optuna_hparam_search.py
examples/fine_tuning/rwkv_real_integration.py
examples/fine_tuning/s4_evaluation_example.py
examples/fine_tuning/s4_finetune_example.py
examples/fine_tuning/s4_lora_peft_example.py
examples/fine_tuning/s4_optuna_hparam_search.py
examples/fine_tuning/s4_peft_adapter_example.py
examples/hybrid_workflow/hybrid_example.py
examples/mcp/__init__.py
examples/mcp/api/base.py
examples/mcp/api/registry.py
examples/mcp/examples/ci_cd_example.py
examples/mcp/examples/code_review_example.py
examples/mcp/examples/documentation_example.py
examples/mcp/workflows/code_review.py
examples/memory/active_learning_system.py
examples/memory/advanced_memory_manager.py
examples/memory/basic_usage.py
examples/memory/chatbot_with_memory.py
examples/memory/chatbot_with_memory_cli.py
examples/memory/cognitive_scratchpad.py
examples/memory/cognitive_scratchpad_cli.py
examples/memory/content_creation_cli.py
examples/memory/customer_service_cli.py
examples/memory/data_analysis_cli.py
examples/memory/educational_tutor.py
examples/memory/enhanced_memory_manager.py
examples/memory/event_tracking.py
examples/memory/event_tracking_cli.py
examples/memory/financial_advisor.py
examples/memory/healthcare_assistant.py
examples/memory/knowledge_management.py
examples/memory/knowledge_management_cli.py
examples/memory/legal_assistant.py
examples/memory/llm_integration.py
examples/memory/multimodal_memory.py
examples/memory/project_management_cli.py
examples/memory/quantum_memory.py
examples/memory/scientific_research_cli.py
examples/memory/software_development_cli.py
examples/model_conversion/custom_converter_example.py
examples/model_conversion/model_conversion_example.py
examples/model_conversion/cli/cli_example.py
examples/model_conversion/examples/advanced_conversion_example.py
examples/model_conversion/examples/qwen_to_ollama.py
examples/model_conversion/examples/test_qwen_conversion.py
examples/model_conversion/examples/converters/onnx_to_ort.py
examples/model_conversion/examples/converters/pytorch_to_gguf.py
examples/model_conversion/examples/converters/pytorch_to_safetensors.py
examples/model_conversion/examples/converters/tensorflow_to_onnx.py
examples/model_conversion/examples/converters/tensorflow_to_tflite.py
examples/model_management/multi_model_example.py
examples/model_management/advanced/advanced_features.py
examples/model_management/advanced/advanced_intelligent_selection.py
examples/model_management/advanced/advanced_usage.py
examples/model_management/advanced/cost_optimization.py
examples/model_management/advanced/ensemble_example.py
examples/model_management/advanced/intelligent_switching.py
examples/model_management/basic/api_usage.py
examples/model_management/basic/basic_usage.py
examples/model_management/basic/cli_usage.py
examples/model_management/training/advanced_training_utils.py
examples/model_management/training/fine_tuning_features.py
examples/model_management/training/training_utils.py
examples/moe/moe_example.py
examples/moe/unified_example.py
examples/multi_modal/advanced/cost_optimized_processing.py
examples/multi_modal/basic/model_registration.py
examples/multi_modal/basic/process_request.py
examples/multi_modal/workflows/cross_modal_retrieval.py
examples/multi_modal/workflows/workflows.py
examples/non_transformer/advanced_usage.py
examples/non_transformer/arima_example.py
examples/non_transformer/catboost_example.py
examples/non_transformer/diffusion_text_stub.py
examples/non_transformer/dss_stub.py
examples/non_transformer/gensim_example.py
examples/non_transformer/gss_stub.py
examples/non_transformer/h3_stub.py
examples/non_transformer/hmmlearn_example.py
examples/non_transformer/hyena_stub.py
examples/non_transformer/keras_cnn_example.py
examples/non_transformer/lightgbm_example.py
examples/non_transformer/liquid_s4_stub.py
examples/non_transformer/mamba_hf_integration.py
examples/non_transformer/mamba_stub.py
examples/non_transformer/mega_s4_stub.py
examples/non_transformer/mlp_only_stub.py
examples/non_transformer/model_client_usage_example.py
examples/non_transformer/moe_mamba_stub.py
examples/non_transformer/moe_stub.py
examples/non_transformer/nltk_example.py
examples/non_transformer/perceiver_stub.py
examples/non_transformer/pytorch_gru_example.py
examples/non_transformer/pytorch_lstm_example.py
examples/non_transformer/pytorch_rnn_example.py
examples/non_transformer/pytorch_seq2seq_example.py
examples/non_transformer/rag_with_non_transformer_example.py
examples/non_transformer/retnet_stub.py
examples/non_transformer/rwkv_stub.py
examples/non_transformer/s4d_stub.py
examples/non_transformer/s4nd_stub.py
examples/non_transformer/se3_hyena_stub.py
examples/non_transformer/sklearn_crf_example.py
examples/non_transformer/sklearn_dbscan_example.py
examples/non_transformer/sklearn_example.py
examples/non_transformer/sklearn_gbm_example.py
examples/non_transformer/sklearn_gmm_example.py
examples/non_transformer/sklearn_kmeans_example.py
examples/non_transformer/sklearn_linreg_example.py
examples/non_transformer/sklearn_logreg_example.py
examples/non_transformer/sklearn_rf_example.py
examples/non_transformer/sklearn_svm_example.py
examples/non_transformer/spacy_example.py
examples/non_transformer/ssm_s4_mamba_stub.py
examples/non_transformer/textblob_example.py
examples/non_transformer/topological_nn_stub.py
examples/non_transformer/xgboost_example.py
examples/observability/metrics_example.py
examples/pipeline/pipeline_example.py
examples/rag/fluent_rag_example.py
examples/rag/self_tuning_rag_example.py
examples/streamlit-ui/app.py
examples/vector_store/advanced_vector_store_example.py
examples/vector_store/custom_vector_store_example.py
multimind/__init__.py
multimind/main_config.py
multimind/agents/__init__.py
multimind/agents/agent.py
multimind/agents/agent_loader.py
multimind/agents/agent_registry.py
multimind/agents/memory.py
multimind/agents/prompt_correction.py
multimind/agents/react_toolchain.py
multimind/agents/tools/__init__.py
multimind/agents/tools/base.py
multimind/agents/tools/calculator.py
multimind/api/__init__.py
multimind/api/multi_model_api.py
multimind/api/unified_api.py
multimind/cli/__init__.py
multimind/cli/__main__.py
multimind/cli/chat.py
multimind/cli/compliance.py
multimind/cli/config.py
multimind/cli/context_transfer.py
multimind/cli/model_conversion_cli.py
multimind/cli/models.py
multimind/cli/multi_model_cli.py
multimind/client/__init__.py
multimind/client/federated_router.py
multimind/client/model_client.py
multimind/client/rag_client.py
multimind/compliance/__init__.py
multimind/compliance/accessibility.py
multimind/compliance/advanced.py
multimind/compliance/advanced_config.py
multimind/compliance/ai_act.py
multimind/compliance/ai_frameworks.py
multimind/compliance/audit.py
multimind/compliance/config.py
multimind/compliance/corporate.py
multimind/compliance/data_protection.py
multimind/compliance/data_transfer.py
multimind/compliance/financial.py
multimind/compliance/gdpr.py
multimind/compliance/governance.py
multimind/compliance/healthcare.py
multimind/compliance/iso.py
multimind/compliance/model_training.py
multimind/compliance/policies.py
multimind/compliance/privacy.py
multimind/compliance/risk_assessment.py
multimind/compliance/supply_chain.py
multimind/compliance/visualization.py
multimind/config/__init__.py
multimind/config/moe_config.py
multimind/config/multi_modal_config.py
multimind/context_transfer/__init__.py
multimind/context_transfer/adapters.py
multimind/context_transfer/api.py
multimind/context_transfer/manager.py
multimind/context_window/__init__.py
multimind/context_window/context_manager.py
multimind/context_window/context_optimizer.py
multimind/core/__init__.py
multimind/core/base.py
multimind/core/chat.py
multimind/core/config.py
multimind/core/exceptions.py
multimind/core/local_runner.py
multimind/core/models.py
multimind/core/monitoring.py
multimind/core/multimind.py
multimind/core/provider.py
multimind/core/router.py
multimind/document_loader/__init__.py
multimind/document_loader/data_ingestion.py
multimind/document_loader/document_loader.py
multimind/document_processing/__init__.py
multimind/document_processing/advanced_document_processor.py
multimind/document_processing/base.py
multimind/document_processing/document.py
multimind/document_processing/document_chunkers.py
multimind/document_processing/document_embeddings.py
multimind/document_processing/document_processor.py
multimind/embeddings/__init__.py
multimind/embeddings/base.py
multimind/embeddings/embedding.py
multimind/embeddings/embeddings.py
multimind/ensemble/__init__.py
multimind/ensemble/advanced.py
multimind/evaluation/__init__.py
multimind/evaluation/advanced_evaluation.py
multimind/evaluation/evaluation.py
multimind/fine_tuning/__init__.py
multimind/fine_tuning/adapter_drop.py
multimind/fine_tuning/adapter_fusion.py
multimind/fine_tuning/adapter_tuning.py
multimind/fine_tuning/adaptive_peft.py
multimind/fine_tuning/advanced_meta_learning.py
multimind/fine_tuning/advanced_optimization.py
multimind/fine_tuning/advanced_tuning.py
multimind/fine_tuning/advanced_unified_peft.py
multimind/fine_tuning/ia3_bitfit.py
multimind/fine_tuning/intrinsic_said.py
multimind/fine_tuning/lora_trainer.py
multimind/fine_tuning/mam_adapter.py
multimind/fine_tuning/meta_learning.py
multimind/fine_tuning/moe_tuning.py
multimind/fine_tuning/multitask_peft.py
multimind/fine_tuning/peft_methods.py
multimind/fine_tuning/prompt_pooling.py
multimind/fine_tuning/prompt_tuning.py
multimind/fine_tuning/qlora_trainer.py
multimind/fine_tuning/rag_fine_tuner.py
multimind/fine_tuning/ssf.py
multimind/fine_tuning/unified_fine_tuner.py
multimind/fine_tuning/unified_peft.py
multimind/fine_tuning/unified_tuning.py
multimind/gateway/__init__.py
multimind/gateway/api.py
multimind/gateway/auth.py
multimind/gateway/chat.py
multimind/gateway/cli.py
multimind/gateway/compliance_api.py
multimind/gateway/config.py
multimind/gateway/models.py
multimind/gateway/monitoring.py
multimind/gateway/rag_api.py
multimind/gateway/requirements.txt
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multimind/integrations/base.py
multimind/integrations/discord.py
multimind/integrations/github.py
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multimind/memory/declarative.py
multimind/memory/dnc.py
multimind/memory/emotional.py
multimind/memory/entity.py
multimind/memory/episodic.py
multimind/memory/event_sourced.py
multimind/memory/explicit.py
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multimind/memory/forgetting_curve.py
multimind/memory/generative.py
multimind/memory/hebbian.py
multimind/memory/hierarchical.py
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multimind/memory/neuro_symbolic.py
multimind/memory/novelty.py
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multimind/memory/quantum.py
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multimind/memory/semantic.py
multimind/memory/sensory.py
multimind/memory/simple.py
multimind/memory/sketch.py
multimind/memory/spatial.py
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multimind/memory/summary.py
multimind/memory/summary_buffer.py
multimind/memory/temporal.py
multimind/memory/time_weighted.py
multimind/memory/token_buffer.py
multimind/memory/utils.py
multimind/memory/vector_store.py
multimind/memory/versioned.py
multimind/memory/working.py
multimind/model_conversion/__init__.py
multimind/model_conversion/base.py
multimind/model_conversion/distillation.py
multimind/model_conversion/formats.py
multimind/model_conversion/hardware.py
multimind/model_conversion/huggingface.py
multimind/model_conversion/manager.py
multimind/model_conversion/ollama.py
multimind/model_conversion/onnx.py
multimind/model_conversion/optimization.py
multimind/model_conversion/pipeline.py
multimind/model_conversion/quantization.py
multimind/models/__init__.py
multimind/models/base.py
multimind/models/claude.py
multimind/models/factory.py
multimind/models/moe.py
multimind/models/multi_model.py
multimind/models/ollama.py
multimind/models/openai.py
multimind/models/moe/advanced_moe.py
multimind/models/moe/moe_layer.py
multimind/models/moe/moe_model.py
multimind/models/moe/unified_moe.py
multimind/multimind_logging/__init__.py
multimind/multimind_logging/trace_logger.py
multimind/multimind_logging/usage_tracker.py
multimind/observability/__init__.py
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multimind/pipeline/__init__.py
multimind/pipeline/pipeline.py
multimind/prompts/__init__.py
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multimind/providers/__init__.py
multimind/providers/claude.py
multimind/providers/openai.py
multimind/rag/__init__.py
multimind/rag/base.py
multimind/rag/fluent.py
multimind/rag/hybrid_workflow.py
multimind/rag/postprocessing.py
multimind/rag/rag.py
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multimind/retrieval/enhanced_retrieval.py
multimind/retrieval/retrieval.py
multimind/retrieval/retriever.py
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multimind/router/multi_modal_router.py
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multimind/vector_store/clickhouse.py
multimind/vector_store/dashvector.py
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multimind/vector_store/lancedb.py
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multimind/vector_store/matching_engine.py
multimind/vector_store/meilisearch.py
multimind/vector_store/milvus.py
multimind/vector_store/momento_vector_index.py
multimind/vector_store/mongodb_atlas.py
multimind/vector_store/myscale.py
multimind/vector_store/neo4j_vector.py
multimind/vector_store/nucliadb.py
multimind/vector_store/opensearch_vector_search.py
multimind/vector_store/pgembedding.py
multimind/vector_store/pgvecto_rs.py
multimind/vector_store/pgvector.py
multimind/vector_store/pinecone.py
multimind/vector_store/qdrant.py
multimind/vector_store/rocksetdb.py
multimind/vector_store/singlestoredb.py
multimind/vector_store/sklearn.py
multimind/vector_store/sqlitevss.py
multimind/vector_store/starrocks.py
multimind/vector_store/supabase.py
multimind/vector_store/tair.py
multimind/vector_store/tencentvectordb.py
multimind/vector_store/tigris.py
multimind/vector_store/tiledb.py
multimind/vector_store/timescalevector.py
multimind/vector_store/typesense.py
multimind/vector_store/usearch.py
multimind/vector_store/utils.py
multimind/vector_store/vald.py
multimind/vector_store/vectara.py
multimind/vector_store/vector_store.py
multimind/vector_store/vector_store_enhanced.py
multimind/vector_store/weaviate.py
multimind/vector_store/xata.py
multimind/vector_store/zep.py
multimind/vector_store/zilliz.py
multimind_sdk.egg-info/PKG-INFO
multimind_sdk.egg-info/SOURCES.txt
multimind_sdk.egg-info/dependency_links.txt
multimind_sdk.egg-info/entry_points.txt
multimind_sdk.egg-info/not-zip-safe
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tests/test_basic.py
tests/test_cli.py
tests/test_context_transfer.py
tests/test_context_transfer_integration.py
tests/test_gateway.py
tests/test_model_client.py
tests/test_transformers_compatibility.py