├── .env.example ├── .github └── workflows │ ├── publish.yml │ └── test.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── CLAUDE.md ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── ace ├── __init__.py ├── adaptation.py ├── async_learning.py ├── deduplication │ ├── __init__.py │ ├── config.py │ ├── detector.py │ ├── manager.py │ ├── operations.py │ └── prompts.py ├── features.py ├── integrations │ ├── __init__.py │ ├── base.py │ ├── browser_use.py │ ├── claude_code.py │ ├── langchain.py │ └── litellm.py ├── llm.py ├── llm_providers │ ├── __init__.py │ ├── instructor_client.py │ ├── langchain_client.py │ └── litellm_client.py ├── observability │ ├── __init__.py │ ├── opik_integration.py │ └── tracers.py ├── prompts.py ├── prompts_v2.py ├── prompts_v2_1.py ├── py.typed ├── roles.py ├── skillbook.py └── updates.py ├── benchmarks ├── README.md ├── __init__.py ├── base.py ├── environments.py ├── loaders │ ├── __init__.py │ └── huggingface.py ├── manager.py ├── processors.py └── tasks │ ├── appworld.yaml │ ├── arc_challenge.yaml │ ├── arc_easy.yaml │ ├── finer │ ├── README.md │ └── config.yaml │ ├── finer_ord.yaml │ ├── hellaswag.yaml │ ├── mmlu.yaml │ ├── simple_math.toml │ ├── simple_qa.yaml │ └── xbrl_math.yaml ├── docs ├── API_REFERENCE.md ├── COMPLETE_GUIDE_TO_ACE.md ├── INTEGRATION_GUIDE.md ├── PROMPTS.md ├── PROMPT_ENGINEERING.md ├── QUICK_START.md ├── SETUP_GUIDE.md └── TESTING_GUIDE.md ├── examples ├── README.md ├── agent-prompt-optimizer │ ├── README.md │ ├── agent_prompt_optimizer.png │ └── prompt-optimizer-improvements.png ├── browser-use │ ├── README.md │ ├── TEMPLATE.py │ ├── domain-checker │ │ ├── Browseruse_domain_demo_results.png │ │ ├── ace_domain_checker.py │ │ ├── ace_domain_checker_async.py │ │ ├── ace_domain_checker_sync.py │ │ ├── baseline_domain_checker.py │ │ └── domain_utils.py │ ├── form-filler │ │ ├── README.md │ │ ├── ace_browser_use.py │ │ ├── ace_form_filler.py │ │ ├── baseline_browser_use.py │ │ ├── baseline_form_filler.py │ │ ├── form.html │ │ ├── form_utils.py │ │ ├── task1_flight_search.txt │ │ └── task2_form.txt │ ├── online-shopping │ │ ├── ace-online-shopping.py │ │ ├── ace_grocery_skillbook.json │ │ ├── baseline-online-shopping.py │ │ └── results-online-shopping-brwoser-use.png │ └── simple_ace_agent.py ├── claude-code-loop │ ├── .env.ace │ ├── .gitignore │ ├── README.md │ ├── ace_loop.py │ ├── prompt.md │ ├── setup.sh │ └── workspace_template │ │ ├── .env.example │ │ └── .gitignore ├── custom_integration_example.py ├── helicone │ ├── README.md │ ├── convex_training.py │ ├── evaluate_skillbook.py │ ├── helicone_loader.py │ ├── helicone_training.py │ ├── offline_training_replay.py │ └── tool_selection_environment.py ├── langchain │ ├── README.md │ ├── agent_with_tools_example.py │ ├── async_learning_example.py │ └── simple_chain_example.py ├── litellm │ ├── README.md │ ├── async_learning_example.py │ ├── deduplication_example.py │ ├── litellm_ace_example.py │ ├── seahorse_emoji_ace.py │ ├── simple_ace_example.py │ ├── skillbook_persistence.py │ └── test_duplicates.json ├── local-models │ ├── README.md │ ├── lm_studio_example.py │ ├── lmstudio_starter_template.py │ └── ollama_starter_template.py ├── prompts │ ├── README.md │ ├── advanced_prompts_v2.py │ └── compare_v1_v2_prompts.py └── seahorse-emoji-ace.gif ├── pyproject.toml ├── scripts ├── README.md ├── analyze_ace_results.py ├── explain_ace_performance.py ├── run_benchmark.py ├── run_local_adapter.py ├── run_questions.py └── run_questions_direct.py ├── tests ├── conftest.py ├── integrations │ ├── __init__.py │ ├── test_base.py │ ├── test_browser_use.py │ └── test_langchain.py ├── test_adaptation.py ├── test_async_learning.py ├── test_benchmarks.py ├── test_deduplication.py ├── test_instructor_integration.py ├── test_integration.py ├── test_langchain_client.py ├── test_litellm_client.py ├── test_llm.py ├── test_prompts_v2_1.py ├── test_replay_generator.py ├── test_roles.py ├── 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