CHANGELOG.md
CONTRIBUTING.md
GETTING_STARTED.md
LICENSE
MANIFEST.in
README.md
SECURITY.md
TROUBLESHOOTING.md
pyproject.toml
armature/__init__.py
armature/sdk.py
armature/cache/__init__.py
armature/cache/backends.py
armature/cache/semantic.py
armature/cli/__init__.py
armature/cli/main.py
armature/clients/__init__.py
armature/clients/claude.py
armature/core/__init__.py
armature/core/config.py
armature/core/env_loader.py
armature/core/llm_provider.py
armature/core/protocols.py
armature/core/registry.py
armature/core/runtime.py
armature/core/weave_logger.py
armature/evaluators/__init__.py
armature/evaluators/agents.py
armature/evaluators/base.py
armature/evaluators/code_quality.py
armature/evaluators/confidence.py
armature/evaluators/json_structure.py
armature/evaluators/text_quality.py
armature/generator/__init__.py
armature/generator/ai_powered_setup.py
armature/generator/async_generation_utils.py
armature/generator/constants.py
armature/generator/custom_template_generator.py
armature/generator/init_orchestrator.py
armature/generator/interactive_setup.py
armature/generator/natural_language_processor.py
armature/generator/preset_templates.py
armature/generator/template_selector.py
armature/generator/templates/__init__.py
armature/generator/templates/agent_runner_template.py
armature/generator/templates/azure_chat_template.py
armature/generator/templates/llm_chat_template.py
armature/generator/templates/web_automation_template.py
armature/knowledge/__init__.py
armature/knowledge/graph.py
armature/knowledge/schema.py
armature/knowledge/storage.py
armature/legacy/__init__.py
armature/legacy/models.py
armature/legacy/store.py
armature/legacy/trackers.py
armature/optimization/__init__.py
armature/optimization/api_caller.py
armature/optimization/config_loader.py
armature/optimization/config_validator.py
armature/optimization/evaluator.py
armature/optimization/evolution.py
armature/optimization/models.py
armature/optimization/response_utils.py
armature/optimization/rl_optimizer.py
armature/optimization/runner.py
armature/optimization/test_case_evolution.py
armature/optimization/adapters/__init__.py
armature/optimization/adapters/agno_agent.py
armature/optimization/adapters/azure.py
armature/optimization/adapters/browserbase.py
armature/optimization/adapters/gemini.py
armature/optimization/adapters/local_function.py
armature/plugins/__init__.py
armature/plugins/learning/__init__.py
armature/plugins/learning/rlp.py
armature/plugins/learning/sao.py
armature/plugins/mab/__init__.py
armature/plugins/mab/persistence.py
armature/plugins/mab/thompson_sampling.py
armature/runtime/bayesian_update.py
armature/runtime/evolution.py
armature/runtime/online.py
armature/runtime/reward_evaluator.py
armature/storage/__init__.py
armature/storage/base.py
armature/storage/convex.py
armature/storage/file.py
armature/storage/legacy_manager.py
armature/storage/memory.py
armature/storage/multi_backend.py
armature/storage/postgres.py
armature/storage/postgresql.py
armature/storage/registry.py
armature/storage/rl_models.py
armature/storage/runtime_protocol.py
armature/storage/runtime_stub.py
armature/storage/sqlite.py
armature/types/__init__.py
armature/types/config.py
armature/types/evaluator.py
armature/types/response.py
armature/types/results.py
armature/types/runtime.py
armature_ai.egg-info/PKG-INFO
armature_ai.egg-info/SOURCES.txt
armature_ai.egg-info/dependency_links.txt
armature_ai.egg-info/entry_points.txt
armature_ai.egg-info/requires.txt
armature_ai.egg-info/top_level.txt
examples/BEST_PRACTICES.md
examples/README.md
examples/STYLE_GUIDE.md
examples/__init__.py
examples/00_quickstart/01_basic_runtime.py
examples/00_quickstart/02_confidence_extraction.py
examples/00_quickstart/03_claude_client.py
examples/00_quickstart/04_semantic_cache.py
examples/00_quickstart/05_runtime_with_storage.py
examples/00_quickstart/06_thompson_sampling_loop.py
examples/00_quickstart/07_knowledge_graph.py
examples/00_quickstart/08_reward_evaluation.py
examples/00_quickstart/09_optimization_local.py
examples/00_quickstart/10_full_loop.py
examples/00_quickstart/README.md
examples/01_apps/README.md
examples/01_apps/customer_support_bot/README.md
examples/01_apps/customer_support_bot/app.py
examples/01_apps/research_assistant/README.md
examples/01_apps/research_assistant/app.py
examples/01_apps/self_improving_classifier/README.md
examples/01_apps/self_improving_classifier/app.py
examples/02_optimization/README.md
examples/02_optimization/convergence_visualization.py
examples/02_optimization/reward_evaluation.py
examples/02_optimization/thompson_basic.py
examples/02_optimization/thompson_strategies.py
examples/03_knowledge/README.md
examples/03_knowledge/basic_graph.py
examples/03_knowledge/graph_patterns.py
examples/03_knowledge/graph_queries.py
examples/03_knowledge/graph_relationships.py
examples/04_safety/README.md
examples/04_safety/budget_tracking.py
examples/04_safety/confidence_thresholds.py
examples/04_safety/input_validation.py
examples/04_safety/reward_bounds.py
examples/05_observability/README.md
examples/05_observability/confidence_calibration.py
examples/05_observability/cost_tracking.py
examples/05_observability/drift_detection.py
examples/05_observability/learning_metrics.py
examples/06_teams/README.md
examples/06_teams/basic_team.py
examples/06_teams/competitive_selection.py
examples/06_teams/specialist_routing.py
examples/06_teams/team_with_memory.py
examples/07_workflows/README.md
examples/07_workflows/branching_workflow.py
examples/07_workflows/human_in_the_loop.py
examples/07_workflows/retry_with_learning.py
examples/07_workflows/sequential_pipeline.py
examples/08_caching/README.md
examples/08_caching/cache_analytics.py
examples/08_caching/cache_invalidation.py
examples/08_caching/embedding_comparison.py
examples/08_caching/sqlite_cache.py
examples/09_production/README.md
examples/09_production/ab_testing.py
examples/09_production/gradual_rollout.py
examples/09_production/monitoring_dashboard.py
examples/09_production/postgresql_setup.py
examples/10_agent_patterns/README.md
examples/10_agent_patterns/observable_pipeline.py
examples/10_agent_patterns/production_runtime.py
examples/10_agent_patterns/resilient_cache.py
examples/10_agent_patterns/safe_evolution.py
examples/10_agent_patterns/secure_client.py
examples/11_vector_native/README.md
examples/11_vector_native/cache_quality.py
examples/11_vector_native/embedding_strategies.py
examples/11_vector_native/hybrid_search.py
examples/11_vector_native/similarity_tuning.py
examples/90_models/README.md
examples/90_models/azure/basic.py
examples/90_models/claude/basic.py
examples/90_models/claude/with_runtime.py
examples/90_models/groq/basic.py
examples/90_models/local/ollama.py
examples/90_models/openai/basic.py
examples/91_tools/README.md
examples/91_tools/custom_evaluator.py
examples/92_integrations/README.md
examples/92_integrations/browserbase/README.md
examples/92_integrations/discord/README.md
examples/92_integrations/gmail/README.md
examples/92_integrations/reddit/README.md
examples/93_testing/README.md
examples/93_testing/test_case_basics.py
examples/94_yaml_configs/README.md
examples/94_yaml_configs/basic_optimization.yaml
examples/94_yaml_configs/basic_optimization_run.py
examples/94_yaml_configs/custom_evaluator.yaml
examples/94_yaml_configs/evaluator.py
examples/94_yaml_configs/multi_metric.yaml
examples/94_yaml_configs/multi_metric_run.py
examples/agno_agents/NEW_AGENT_GUIDE.md
examples/agno_agents/__init__.py
examples/agno_agents/base_agent_runner.py
examples/agno_agents/discord/README.md
examples/agno_agents/discord/__init__.py
examples/agno_agents/discord/discord_agent_optimization.yaml
examples/agno_agents/discord/discord_agent_runner.py
examples/agno_agents/discord/discord_evaluator.py
examples/agno_agents/discord/discord_programmatic_example.py
examples/agno_agents/discord/discord_test_cases.json
examples/agno_agents/gmail/__init__.py
examples/agno_agents/gmail/gmail_agent_optimization.yaml
examples/agno_agents/gmail/gmail_agent_runner.py
examples/agno_agents/gmail/gmail_evaluator.py
examples/agno_agents/gmail/gmail_test_cases.json
examples/agno_agents/reddit/__init__.py
examples/agno_agents/reddit/reddit_agent_optimization.yaml
examples/agno_agents/reddit/reddit_agent_runner.py
examples/agno_agents/reddit/reddit_evaluator.py
examples/agno_agents/reddit/reddit_test_cases.json
examples/ai/__init__.py
examples/ai/azure/__init__.py
examples/ai/azure/azure_multi_model_evaluator.py
examples/ai/azure/azure_multi_model_optimization.yaml
examples/ai/azure/azure_test_cases.json
examples/ai/groq/__init__.py
examples/ai/groq/groq_optimization.yaml
examples/ai/groq/groq_responses.py
examples/ai/groq/groq_responses_tests.json
examples/ai/openai/OPENAI_SETUP.md
examples/ai/openai/__init__.py
examples/ai/openai/openai_optimization.yaml
examples/ai/openai/openai_responses.py
examples/ai/openai/openai_responses_tests.json
examples/test_cases/README.md
examples/test_cases/__init__.py
examples/test_cases/reasoning_tests.json
examples/test_cases/search_tests.json
examples/test_cases/test_cases.json
examples/test_cases/vector_search_tests.json
examples/test_cases/web_scraping_tests.json
examples/web_browsing/__init__.py
examples/web_browsing/browserbase/__init__.py
examples/web_browsing/browserbase/browserbase_evaluator.py
examples/web_browsing/browserbase/browserbase_optimization.yaml
examples/web_browsing/browserbase/browserbase_tests.json