├── .gitattributes ├── .gitignore ├── .python-version ├── LICENSE ├── README.md ├── docs ├── README.md ├── blog │ ├── 2019-05-28-first-blog-post.md │ ├── 2019-05-29-long-blog-post.md │ ├── 2021-08-01-mdx-blog-post.mdx │ ├── 2021-08-26-welcome │ │ ├── docusaurus-plushie-banner.jpeg │ │ └── index.md │ ├── authors.yml │ └── tags.yml ├── docs │ ├── intro.md │ ├── tutorial-basics │ │ ├── _category_.json │ │ ├── congratulations.md │ │ ├── create-a-blog-post.md │ │ ├── create-a-document.md │ │ ├── create-a-page.md │ │ ├── deploy-your-site.md │ │ └── markdown-features.mdx │ └── tutorial-extras │ │ ├── _category_.json │ │ ├── img │ │ ├── docsVersionDropdown.png │ │ └── localeDropdown.png │ │ ├── manage-docs-versions.md │ │ └── translate-your-site.md ├── docusaurus.config.ts ├── package-lock.json ├── package.json ├── sidebars.ts ├── src │ ├── components │ │ └── HomepageFeatures │ │ │ ├── index.tsx │ │ │ └── styles.module.css │ ├── css │ │ └── custom.css │ └── pages │ │ ├── index.module.css │ │ ├── index.tsx │ │ └── markdown-page.md ├── static │ ├── .nojekyll │ └── img │ │ ├── docusaurus-social-card.jpg │ │ ├── docusaurus.png │ │ ├── favicon.ico │ │ ├── logo.svg │ │ ├── undraw_docusaurus_mountain.svg │ │ ├── undraw_docusaurus_react.svg │ │ └── undraw_docusaurus_tree.svg └── tsconfig.json ├── illufly ├── __init__.py ├── __main__.py ├── __version__.py ├── agents │ ├── __init__.py │ ├── chat.py │ ├── memory.py │ ├── schemas.py │ └── thread.py ├── api │ ├── __init__.py │ ├── api_keys │ │ ├── __init__.py │ │ ├── api_keys.py │ │ └── endpoints.py │ ├── endpoints │ │ ├── __init__.py │ │ ├── chat.py │ │ ├── documents.py │ │ ├── memory.py │ │ └── topics.py │ ├── http.py │ ├── openai │ │ ├── __init__.py │ │ └── endpoints.py │ ├── proxy_middleware.py │ ├── schemas.py │ ├── start.py │ ├── static │ │ ├── 404.html │ │ ├── _next │ │ │ └── static │ │ │ │ ├── XRB8psnF491i7O_AssJUE │ │ │ │ ├── _buildManifest.js │ │ │ │ └── _ssgManifest.js │ │ │ │ ├── chunks │ │ │ │ ├── app │ │ │ │ │ ├── (auth) │ │ │ │ │ │ ├── layout-5a47ecb5b4fe9b51.js │ │ │ │ │ │ ├── login │ │ │ │ │ │ │ └── page-35df0e40e05ce783.js │ │ │ │ │ │ └── register │ │ │ │ │ │ │ └── page-5b6df702c2fc452b.js │ │ │ │ │ ├── (public) │ │ │ │ │ │ ├── layout-47a96ef13285fddf.js │ │ │ │ │ │ └── share │ │ │ │ │ │ │ └── page-b12eca8c6a261cbb.js │ │ │ │ │ ├── (require_login) │ │ │ │ │ │ ├── apikeys │ │ │ │ │ │ │ └── page-143305ac395f8681.js │ │ │ │ │ │ ├── chat │ │ │ │ │ │ │ └── page-ff27a225f4be532b.js │ │ │ │ │ │ ├── favorite │ │ │ │ │ │ │ └── page-46a232527ea3793e.js │ │ │ │ │ │ ├── layout-a5566a66d336e973.js │ │ │ │ │ │ └── memory │ │ │ │ │ │ │ ├── edit │ │ │ │ │ │ │ └── page-00609626a114f281.js │ │ │ │ │ │ │ └── page-f412d5101402b479.js │ │ │ │ │ ├── _not-found │ │ │ │ │ │ └── page-87a002d28d0d9793.js │ │ │ │ │ ├── agent │ │ │ │ │ │ └── page-f6196fa8e4e1e886.js │ │ │ │ │ ├── layout-7e90a51f197311af.js │ │ │ │ │ ├── page-a5e6b813f5fadf7a.js │ │ │ │ │ └── writing │ │ │ │ │ │ └── page-18c8a2b94163be91.js │ │ │ │ ├── main-aef20f2e42e9ace9.js │ │ │ │ ├── main-app-251b0e52c8e9373d.js │ │ │ │ ├── pages │ │ │ │ │ ├── _app-b5a84f8e7994484e.js │ │ │ │ │ └── _error-91478fbce3cdb18f.js │ │ │ │ ├── polyfills-42372ed130431b0a.js │ │ │ │ ├── vendors-00833fa6-51dbc86ffe6f4967.js │ │ │ │ ├── vendors-0b2dcecd-d72e6420748869aa.js │ │ │ │ ├── vendors-0fbe0e3f-03424f3c1c7096b2.js │ │ │ │ ├── vendors-14b42424-0562246792f6a63f.js │ │ │ │ ├── vendors-27f02048-ded611c9b14f6d0c.js │ │ │ │ ├── vendors-57255fb7-caba4e166d7ae073.js │ │ │ │ ├── vendors-6808aa01-f93e08b5e35d421e.js │ │ │ │ ├── vendors-6b948b9f-5787ebc24b1bc906.js │ │ │ │ ├── vendors-78a34c87-feb0c6f513ba6299.js │ │ │ │ ├── vendors-89d5c698-86713149a7ab8864.js │ │ │ │ ├── vendors-8cbd2506-ebe3caac7aad1a70.js │ │ │ │ ├── vendors-aacc2dbb-1f15852249e24b85.js │ │ │ │ ├── vendors-ad6a2f20-5e7779e3bd2d66e7.js │ │ │ │ ├── vendors-b9fa02b6-a10e1afa56c4f790.js │ │ │ │ ├── vendors-c0d76f48-5c78338a043b3228.js │ │ │ │ ├── vendors-c3a08eae-b1965d5de0a22e3b.js │ │ │ │ ├── vendors-cc97ff91-a9fb3190281164e3.js │ │ │ │ ├── vendors-ff30e0d3-f0d665454349db0a.js │ │ │ │ └── webpack-679b75d1c4c2027c.js │ │ │ │ └── css │ │ │ │ └── 4ab98cd8b83e1317.css │ │ ├── agent.html │ │ ├── agent.txt │ │ ├── apikeys.html │ │ ├── apikeys.txt │ │ ├── chat.html │ │ ├── chat.txt │ │ ├── favicon.ico │ │ ├── favorite.html │ │ ├── favorite.txt │ │ ├── file.svg │ │ ├── globe.svg │ │ ├── index.html │ │ ├── index.txt │ │ ├── login.html │ │ ├── login.txt │ │ ├── memory.html │ │ ├── memory.txt │ │ ├── memory │ │ │ ├── edit.html │ │ │ └── edit.txt │ │ ├── mockServiceWorker.js │ │ ├── next.svg │ │ ├── register.html │ │ ├── register.txt │ │ ├── share.html │ │ ├── share.txt │ │ ├── vercel.svg │ │ ├── window.svg │ │ ├── writing.html │ │ └── writing.txt │ └── static_files.py ├── async_utils.py ├── cli.py ├── documents │ ├── __init__.py │ ├── chunker.py │ ├── md_indexing.py │ ├── md_manager.py │ ├── md_processor.py │ ├── meta.py │ ├── path_manager.py │ ├── processor.py │ └── service.py ├── envir │ ├── __init__.py │ ├── default_env.py │ └── logging.py ├── legency │ ├── __PROMPT_TEMPLATES__ │ │ ├── CODE │ │ │ ├── DATASET_SUMMARY │ │ │ │ └── main.mu │ │ │ ├── Matplot │ │ │ │ └── main.mu │ │ │ └── Pandas │ │ │ │ └── main.mu │ │ ├── FLOW │ │ │ ├── CoT │ │ │ │ ├── Planner │ │ │ │ │ └── main.mu │ │ │ │ └── SubTask │ │ │ │ │ └── main.mu │ │ │ ├── PlanAndSolve │ │ │ │ ├── Planner │ │ │ │ │ ├── example.mu │ │ │ │ │ └── main.mu │ │ │ │ ├── RePlanner │ │ │ │ │ └── main.mu │ │ │ │ └── Worker │ │ │ │ │ └── main.mu │ │ │ ├── ReAct │ │ │ │ ├── Planner │ │ │ │ │ └── main.mu │ │ │ │ └── SubTask │ │ │ │ │ └── main.mu │ │ │ ├── ReWOO │ │ │ │ ├── Planner │ │ │ │ │ └── main.mu │ │ │ │ └── Solver │ │ │ │ │ └── main.mu │ │ │ └── Scribe │ │ │ │ └── main.mu │ │ ├── RAG │ │ │ ├── QA_GEN │ │ │ │ └── main.mu │ │ │ └── Q_GEN │ │ │ │ └── main.mu │ │ ├── TOOLS_CALLING │ │ │ └── main.mu │ │ └── WRITER │ │ │ ├── FromOutline │ │ │ └── main.mu │ │ │ ├── IDEA │ │ │ └── main.mu │ │ │ └── OUTLINE │ │ │ ├── example.mu │ │ │ └── main.mu │ ├── agent │ │ ├── __init__.py │ │ ├── chat.py │ │ ├── favorite │ │ │ └── models.py │ │ ├── memory │ │ │ ├── L0_qa │ │ │ │ ├── __init__.py │ │ │ │ ├── models.py │ │ │ │ ├── qa_manager.py │ │ │ │ └── qa_task.py │ │ │ ├── L1_facts │ │ │ │ ├── __init__.py │ │ │ │ ├── facts_extractor.py │ │ │ │ ├── facts_manager.py │ │ │ │ ├── facts_task.py │ │ │ │ └── models.py │ │ │ ├── L2_concept │ │ │ │ ├── __init__.py │ │ │ │ ├── concepts_manager.py │ │ │ │ └── models.py │ │ │ ├── L3_thematic_graph │ │ │ │ ├── __init__.py │ │ │ │ ├── models.py │ │ │ │ └── thematic_graph_manager.py │ │ │ ├── L4_core_view │ │ │ │ ├── __init__.py │ │ │ │ ├── core_view.py │ │ │ │ └── models.py │ │ │ ├── __init__.py │ │ │ ├── base_task.py │ │ │ ├── desgin.md │ │ │ ├── memory_manager.py │ │ │ ├── models.py │ │ │ ├── types.py │ │ │ └── utils.py │ │ ├── models.py │ │ └── utils.py │ ├── community │ │ ├── __init__.py │ │ ├── base_chat.py │ │ ├── base_embeddings.py │ │ ├── base_vector_db.py │ │ ├── chroma │ │ │ ├── __init__.py │ │ │ └── chroma_db.py │ │ ├── fake │ │ │ ├── __init__.py │ │ │ └── chat.py │ │ ├── models.py │ │ └── openai │ │ │ ├── __init__.py │ │ │ ├── chat.py │ │ │ └── embeddings.py │ ├── config │ │ ├── __init__.py │ │ ├── base.py │ │ └── logging.py │ ├── core │ │ ├── __init__.py │ │ ├── dataset.py │ │ └── runnable │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── chat │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── memory_manager.py │ │ │ │ ├── pool.py │ │ │ │ ├── tools_calling │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base.py │ │ │ │ │ ├── openai_tools_calling.py │ │ │ │ │ ├── plans.py │ │ │ │ │ ├── sub_task.py │ │ │ │ │ └── tool_call.py │ │ │ │ └── tools_manager.py │ │ │ ├── context_manager.py │ │ │ ├── data │ │ │ │ ├── __init__.py │ │ │ │ ├── matplot.py │ │ │ │ ├── pandas.py │ │ │ │ └── python_code.py │ │ │ ├── flow │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── chat_learn.py │ │ │ │ ├── cot.py │ │ │ │ ├── plan_and_solve.py │ │ │ │ ├── react.py │ │ │ │ └── rewoo.py │ │ │ ├── retriever │ │ │ │ ├── __init__.py │ │ │ │ └── base.py │ │ │ ├── tool_ability.py │ │ │ └── writer │ │ │ │ ├── __init__.py │ │ │ │ ├── from_outline.py │ │ │ │ └── markdown │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ └── utils.py │ │ │ ├── base.py │ │ │ ├── binding_manager.py │ │ │ ├── executor_manager.py │ │ │ ├── importer.py │ │ │ ├── message.py │ │ │ ├── prompt_template.py │ │ │ ├── selector.py │ │ │ └── team │ │ │ ├── __init__.py │ │ │ └── base.py │ ├── datasets │ │ ├── __init__.py │ │ └── loader.py │ ├── hub │ │ ├── __init__.py │ │ └── prompt.py │ ├── io │ │ ├── __init__.py │ │ ├── block.py │ │ ├── document.py │ │ ├── handlers │ │ │ ├── __init__.py │ │ │ ├── log.py │ │ │ └── usage.py │ │ ├── history │ │ │ ├── __init__.py │ │ │ ├── events │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ └── local_file.py │ │ │ └── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ └── local_file.py │ │ └── knowledge │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── local_file.py │ │ │ └── markmeta.py │ ├── memory │ │ ├── __init__.py │ │ ├── kg.py │ │ ├── pn │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── base.py │ │ │ ├── llm.py │ │ │ └── monitor.py │ │ └── sparqls.py │ ├── mq │ │ ├── __init__.py │ │ ├── enum.py │ │ ├── models.py │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── client.py │ │ │ ├── dealer.py │ │ │ └── router.py │ │ └── utils.py │ ├── pn │ │ ├── __init__.py │ │ ├── ablation.py │ │ ├── analyze.py │ │ ├── intent_data.py │ │ ├── intent_generator.py │ │ ├── intent_generator_cli.py │ │ ├── intent_policy.py │ │ ├── train.py │ │ └── train_cli.py │ ├── thread │ │ ├── __init__.py │ │ ├── models.py │ │ └── thread_manager.py │ ├── types.py │ └── utils.py ├── llm │ ├── __init__.py │ ├── base_tool.py │ ├── litellm.py │ └── retriever │ │ ├── __init__.py │ │ ├── base.py │ │ ├── chromadb.py │ │ └── lancedb.py └── prompt │ ├── DEFAULT_TEMPLATES │ ├── assistant │ │ └── main.mu │ ├── feedback │ │ └── main.mu │ ├── summary │ │ └── main.mu │ └── turtle-nl │ │ └── main.mu │ ├── __init__.py │ ├── hub.py │ └── template.py ├── jupyter.sh ├── poetry.lock ├── pyproject.toml ├── pytest.ini ├── test_import.py ├── tests ├── __init__.py ├── api │ ├── api_keys │ │ ├── test_api_keys.py │ │ └── test_endpoints.py │ ├── auth │ │ ├── test_endpoints.py │ │ ├── test_models.py │ │ ├── test_tokens.py │ │ └── test_users.py │ ├── chat │ │ └── test_endpoints.py │ └── endpoints │ │ └── test_documents.py ├── desgin.md ├── documents │ ├── test_chunker.py │ ├── test_main_flows.py │ ├── test_md_indexing.py │ ├── test_md_manager.py │ ├── test_meta.py │ ├── test_path_manager.py │ ├── test_processor.py │ ├── test_service.py │ └── test_topic.py ├── envir │ ├── test_default_env.py │ └── test_logging.py ├── legency │ ├── agent │ │ ├── test_base_agent.py │ │ └── test_memory.py │ ├── async_utils │ │ └── test_base.py │ ├── community │ │ ├── chat │ │ │ ├── test_chat_fake.py │ │ │ └── test_chat_openai.py │ │ ├── embeddings │ │ │ ├── test_embeddings_base.py │ │ │ └── test_embeddings_openai.py │ │ ├── test_message.py │ │ └── vectordb │ │ │ └── test_chromadb.py │ ├── conftest.py │ ├── memory │ │ ├── mysparql.py │ │ └── test_kg.py │ ├── mq │ │ ├── service │ │ │ ├── test_basic_service.py │ │ │ ├── test_method_types.py │ │ │ └── test_redefine.py │ │ └── test_serialization.py │ └── pn │ │ ├── data │ │ ├── data_20250318_175529.json │ │ ├── data_20250318_214128.json │ │ ├── data_20250318_214128.json_llm_predict.json │ │ ├── data_analysis.png │ │ ├── data_report_20250318_175529.txt │ │ ├── data_report_20250318_214128.txt │ │ ├── enhanced_training_report.md │ │ ├── evaluation_results.json │ │ ├── policy_data_0317_all_2717.json │ │ ├── policy_data_all_31.json │ │ ├── policy_data_all_54.json │ │ ├── policy_data_all_56.json │ │ └── training_loss.png │ │ ├── generate.py │ │ ├── intent_data │ │ ├── intent_data_20250319_003213.json │ │ ├── intent_data_20250319_004605.json │ │ ├── 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