LICENSE
README.md
pyproject.toml
examples/clinical_trials/main.py
examples/quickstart/main.py
siare/__init__.py
siare/builders.py
siare/cli.py
siare/py.typed
siare.egg-info/PKG-INFO
siare.egg-info/SOURCES.txt
siare.egg-info/dependency_links.txt
siare.egg-info/entry_points.txt
siare.egg-info/requires.txt
siare.egg-info/top_level.txt
siare/adapters/__init__.py
siare/adapters/base.py
siare/adapters/vector_search.py
siare/adapters/web_search.py
siare/adapters/wikipedia_search.py
siare/benchmarks/__init__.py
siare/benchmarks/adapters.py
siare/benchmarks/base.py
siare/benchmarks/evolution_runner.py
siare/benchmarks/hotpotqa.py
siare/benchmarks/natural_questions.py
siare/benchmarks/publication_suite.py
siare/benchmarks/quality_gate_suite.py
siare/benchmarks/rag_runner.py
siare/benchmarks/reporter.py
siare/benchmarks/reproducibility.py
siare/benchmarks/runner.py
siare/benchmarks/self_improvement_benchmark.py
siare/benchmarks/comparison/__init__.py
siare/benchmarks/comparison/baselines.py
siare/benchmarks/corpus/__init__.py
siare/benchmarks/corpus/index_manager.py
siare/benchmarks/corpus/loader.py
siare/benchmarks/corpus/wikipedia_loader.py
siare/benchmarks/datasets/__init__.py
siare/benchmarks/datasets/beir.py
siare/benchmarks/datasets/frames.py
siare/benchmarks/metrics/__init__.py
siare/benchmarks/metrics/evolution_metrics.py
siare/benchmarks/metrics/integration.py
siare/benchmarks/metrics/retrieval.py
siare/benchmarks/metrics/retrieval_evolution.py
siare/benchmarks/reports/__init__.py
siare/benchmarks/reports/agentic_comparison_report.py
siare/benchmarks/reports/evolution_value_report.py
siare/benchmarks/reports/self_improvement_report.py
siare/benchmarks/scripts/__init__.py
siare/benchmarks/scripts/demonstrate_evolution_value.py
siare/benchmarks/scripts/download_beir_corpus.py
siare/benchmarks/scripts/run_agentic_comparison.py
siare/benchmarks/scripts/run_baseline.py
siare/benchmarks/scripts/run_evolution_benchmark.py
siare/benchmarks/scripts/run_publication_benchmark.py
siare/benchmarks/scripts/run_rag_benchmark.py
siare/benchmarks/scripts/run_self_improvement_benchmark.py
siare/benchmarks/scripts/verify_benchmark.py
siare/benchmarks/sops/__init__.py
siare/benchmarks/sops/evolvable_rag.py
siare/benchmarks/sops/multihop_rag.py
siare/benchmarks/sops/rag_retriever.py
siare/benchmarks/sops/simple_qa.py
siare/benchmarks/tracking/__init__.py
siare/benchmarks/tracking/learning_curve_tracker.py
siare/benchmarks/tracking/prompt_diff_tracker.py
siare/benchmarks/visualization/__init__.py
siare/benchmarks/visualization/matplotlib_charts.py
siare/benchmarks/visualization/plotly_charts.py
siare/core/__init__.py
siare/core/config.py
siare/core/constants.py
siare/core/hooks.py
siare/core/models.py
siare/providers/__init__.py
siare/providers/ollama_provider.py
siare/services/__init__.py
siare/services/agent_session.py
siare/services/agentic_director.py
siare/services/circuit_breaker.py
siare/services/config_store.py
siare/services/director.py
siare/services/error_classifier.py
siare/services/evaluation_service.py
siare/services/execution_engine.py
siare/services/gene_pool.py
siare/services/knowledge_base.py
siare/services/llm_cache.py
siare/services/llm_provider.py
siare/services/qd_grid.py
siare/services/retry_handler.py
siare/services/scheduler.py
siare/services/supervisor.py
siare/services/variation_tools.py
siare/services/hallucination/__init__.py
siare/services/hallucination/citation_accuracy.py
siare/services/hallucination/claims.py
siare/services/hallucination/faithfulness.py
siare/services/hallucination/groundedness.py
siare/services/hallucination/ragas_adapter.py
siare/services/hallucination/types.py
siare/services/prompt_evolution/__init__.py
siare/services/prompt_evolution/constraint_validator.py
siare/services/prompt_evolution/critic.py
siare/services/prompt_evolution/feedback_extractor.py
siare/services/prompt_evolution/feedback_injector.py
siare/services/prompt_evolution/orchestrator.py
siare/services/prompt_evolution/parser.py
siare/services/prompt_evolution/section_mutator.py
siare/services/prompt_evolution/selector.py
siare/services/prompt_evolution/strategies/__init__.py
siare/services/prompt_evolution/strategies/base.py
siare/services/prompt_evolution/strategies/evoprompt.py
siare/services/prompt_evolution/strategies/metaprompt.py
siare/services/prompt_evolution/strategies/textgrad.py
siare/services/selection/__init__.py
siare/services/selection/factory.py
siare/services/selection/strategies.py
siare/utils/__init__.py
siare/utils/diff.py
siare/utils/file_utils.py
siare/utils/graph_viz.py
siare/utils/multiple_comparison.py
siare/utils/sampling.py
siare/utils/statistics.py
siare/utils/weighted_aggregation.py
tests/__init__.py
tests/mocks/__init__.py
tests/mocks/mock_embeddings.py
tests/mocks/mock_llm_provider.py
tests/unit/__init__.py
tests/unit/test_agent_session.py
tests/unit/test_agentic_director.py
tests/unit/test_agentic_hooks.py
tests/unit/test_agentic_models.py
tests/unit/test_benchmark_agentic_config.py
tests/unit/test_config_store.py
tests/unit/test_crossover_mutations.py
tests/unit/test_director.py
tests/unit/test_error_handling.py
tests/unit/test_evaluation_service.py
tests/unit/test_execution_engine.py
tests/unit/test_helpers.py
tests/unit/test_knowledge_base.py
tests/unit/test_models.py
tests/unit/test_qd_grid.py
tests/unit/test_scheduler.py
tests/unit/test_scheduler_agentic.py
tests/unit/test_statistics.py
tests/unit/test_supervisor.py
tests/unit/test_topology_mutations.py
tests/unit/test_variation_tools.py
tests/unit/test_vector_search.py