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haive-agents 0.1.0 documentation
haive-agents 0.1.0 documentation

📖 Getting Started

  • 🚀 Quick Start Guide
  • 💻 Installation & Setup
  • 🎓 Examples & Tutorials

🧠 Core Concepts

  • Agent Types
  • Memory Systems
  • Dynamic Supervisor System

🔧 Advanced Topics

  • ⚙️ Configuration Guide
  • 🚀 Production Deployment Guide
  • 🔧 Troubleshooting Guide
  • Changelog

🔍 API Reference

  • agents
    • agents.base
      • agents.base.agent
      • agents.base.agent_structured_output_mixin
      • agents.base.agent_with_token_tracking
      • agents.base.compiled_agent
      • agents.base.debug_utils
      • agents.base.enhanced_init
      • agents.base.hooks
      • agents.base.mixins
        • agents.base.mixins.hooks_mixin
        • agents.base.mixins.persistence_mixin
      • agents.base.pre_post_agent_mixin
      • agents.base.serialization_mixin
      • agents.base.smart_output_parsing
      • agents.base.structured_output_handler
      • agents.base.typed_agent
      • agents.base.types
      • agents.base.universal_agent
      • agents.base.workflow
    • agents.chain
      • agents.chain.chain_agent_simple
      • agents.chain.chain_examples
      • agents.chain.declarative_chain
      • agents.chain.examples
      • agents.chain.examples_simple
      • agents.chain.extended_chain
      • agents.chain.extended_examples
      • agents.chain.multi_integration
    • agents.conversation
      • agents.conversation.base
        • agents.conversation.base.agent
        • agents.conversation.base.example
      • agents.conversation.collaberative
        • agents.conversation.collaberative.agent
        • agents.conversation.collaberative.example
        • agents.conversation.collaberative.state
      • agents.conversation.debate
        • agents.conversation.debate.agent
        • agents.conversation.debate.example
        • agents.conversation.debate.state
      • agents.conversation.directed
        • agents.conversation.directed.agent
        • agents.conversation.directed.example
        • agents.conversation.directed.state
      • agents.conversation.round_robin
        • agents.conversation.round_robin.agent
        • agents.conversation.round_robin.example
      • agents.conversation.social_media
        • agents.conversation.social_media.example
        • agents.conversation.social_media.models
    • agents.discovery
      • agents.discovery.component_discovery_agent
      • agents.discovery.dynamic_tool_selector
      • agents.discovery.selection_strategies
      • agents.discovery.semantic_discovery
    • agents.document
      • agents.document.agent
    • agents.document_loader
      • agents.document_loader.base
        • agents.document_loader.base.agent
      • agents.document_loader.directory
        • agents.document_loader.directory.agent
      • agents.document_loader.file
        • agents.document_loader.file.agent
      • agents.document_loader.web
        • agents.document_loader.web.agent
    • agents.document_modifiers
      • agents.document_modifiers.base
        • agents.document_modifiers.base.models
        • agents.document_modifiers.base.state
        • agents.document_modifiers.base.utils
      • agents.document_modifiers.complex_extraction
        • agents.document_modifiers.complex_extraction.agent
      • agents.document_modifiers.kg
        • agents.document_modifiers.kg.kg_base
          • agents.document_modifiers.kg.kg_base.example
          • agents.document_modifiers.kg.kg_base.models
        • agents.document_modifiers.kg.kg_iterative_refinement
          • agents.document_modifiers.kg.kg_iterative_refinement.agent
        • agents.document_modifiers.kg.kg_map_merge
      • agents.document_modifiers.summarizer
        • agents.document_modifiers.summarizer.iterative_refinement
        • agents.document_modifiers.summarizer.map_branch
          • agents.document_modifiers.summarizer.map_branch.agent
          • agents.document_modifiers.summarizer.map_branch.prompts
          • agents.document_modifiers.summarizer.map_branch.state
      • agents.document_modifiers.tnt
        • agents.document_modifiers.tnt.agent
        • agents.document_modifiers.tnt.branches
        • agents.document_modifiers.tnt.engines
        • agents.document_modifiers.tnt.models
        • agents.document_modifiers.tnt.state
        • agents.document_modifiers.tnt.utils
    • agents.document_processing
      • agents.document_processing.agent
    • agents.dynamic_supervisor
      • agents.dynamic_supervisor.agent
      • agents.dynamic_supervisor.models
      • agents.dynamic_supervisor.prompts
      • agents.dynamic_supervisor.state
      • agents.dynamic_supervisor.tools
    • agents.experiments
      • agents.experiments.dynamic_supervisor
      • agents.experiments.dynamic_supervisor_enhanced
      • agents.experiments.static_supervisor_with_sync
      • agents.experiments.supervisor
        • agents.experiments.supervisor.base_supervisor
        • agents.experiments.supervisor.state_models
        • agents.experiments.supervisor.tools
    • agents.long_term_memory
    • agents.ltm
      • agents.ltm.agent
      • agents.ltm.memory_schemas
    • agents.memory
      • agents.memory.agentic_rag_coordinator
      • agents.memory.config
      • agents.memory.core
        • agents.memory.core.classifier
        • agents.memory.core.stores
        • agents.memory.core.types
      • agents.memory.enhanced_retriever
      • agents.memory.graph_rag_retriever
      • agents.memory.kg_generator_agent
      • agents.memory.models_dir
        • agents.memory.models_dir.episodic
        • agents.memory.models_dir.procedural
        • agents.memory.models_dir.semantic
      • agents.memory.multi_agent_coordinator
      • agents.memory.search
        • agents.memory.search.base
        • agents.memory.search.deep_research
          • agents.memory.search.deep_research.agent
          • agents.memory.search.deep_research.models
        • agents.memory.search.labs
          • agents.memory.search.labs.agent
          • agents.memory.search.labs.models
        • agents.memory.search.pro_search
          • agents.memory.search.pro_search.agent
          • agents.memory.search.pro_search.models
        • agents.memory.search.quick_search
          • agents.memory.search.quick_search.agent
          • agents.memory.search.quick_search.models
      • agents.memory.unified_memory_api
    • agents.memory_reorganized
      • agents.memory_reorganized.search
        • agents.memory_reorganized.search.base
        • agents.memory_reorganized.search.deep_research
          • agents.memory_reorganized.search.deep_research.agent
          • agents.memory_reorganized.search.deep_research.models
        • agents.memory_reorganized.search.labs
          • agents.memory_reorganized.search.labs.agent
          • agents.memory_reorganized.search.labs.models
        • agents.memory_reorganized.search.pro_search
          • agents.memory_reorganized.search.pro_search.agent
          • agents.memory_reorganized.search.pro_search.models
        • agents.memory_reorganized.search.quick_search
          • agents.memory_reorganized.search.quick_search.agent
          • agents.memory_reorganized.search.quick_search.models
    • agents.memory_v2
      • agents.memory_v2.advanced_rag_memory_agent
      • agents.memory_v2.conversation_memory_agent
      • agents.memory_v2.extraction_prompts
      • agents.memory_v2.graph_memory_agent
      • agents.memory_v2.integrated_memory_system
      • agents.memory_v2.kg_memory_agent
      • agents.memory_v2.long_term_memory_agent
      • agents.memory_v2.memory_models_standalone
      • agents.memory_v2.memory_state
      • agents.memory_v2.memory_state_original
      • agents.memory_v2.memory_state_with_tokens
      • agents.memory_v2.memory_tools
      • agents.memory_v2.message_document_converter
      • agents.memory_v2.multi_memory_agent
      • agents.memory_v2.multi_memory_coordinator
      • agents.memory_v2.multi_react_memory_system
      • agents.memory_v2.rag_memory_agent
      • agents.memory_v2.react_memory_agent
      • agents.memory_v2.react_memory_coordinator
      • agents.memory_v2.simple_memory_agent
      • agents.memory_v2.simple_memory_agent_deepseek
      • agents.memory_v2.standalone_memory_agent_free
      • agents.memory_v2.standalone_rag_memory
      • agents.memory_v2.time_weighted_retriever
      • agents.memory_v2.token_tracker
    • agents.multi
      • agents.multi.agent
      • agents.multi.base
        • agents.multi.base.agent
      • agents.multi.compatibility
      • agents.multi.core
        • agents.multi.core.clean_multi_agent
      • agents.multi.enhanced
        • agents.multi.enhanced.multi_agent_v3
        • agents.multi.enhanced.multi_agent_v4
      • agents.multi.enhanced_clean_multi_agent
      • agents.multi.enhanced_dynamic_supervisor
      • agents.multi.enhanced_multi_agent_generic
      • agents.multi.enhanced_multi_agent_standalone
      • agents.multi.enhanced_parallel_agent
      • agents.multi.enhanced_sequential_agent
      • agents.multi.enhanced_supervisor_agent
      • agents.multi.sequential
        • agents.multi.sequential.agent
      • agents.multi.simple
        • agents.multi.simple.agent
      • agents.multi.utils
        • agents.multi.utils.compatibility
    • agents.patterns
      • agents.patterns.hybrid_multi_agent_patterns
      • agents.patterns.react_structured_agent_variants
      • agents.patterns.react_structured_reflection_patterns
      • agents.patterns.react_with_structured_output
      • agents.patterns.sequential_with_structured_output
      • agents.patterns.sequential_workflow_agent
      • agents.patterns.simple_rag_agent_pattern
    • agents.planning
      • agents.planning.base
        • agents.planning.base.agents
          • agents.planning.base.agents.executor
          • agents.planning.base.agents.planner
        • agents.planning.base.models
        • agents.planning.base.prompts
      • agents.planning.clean_plan_execute
      • agents.planning.enhanced_plan_execute_v5
        • agents.planning.enhanced_plan_execute_v5.planner
          • agents.planning.enhanced_plan_execute_v5.planner.models
          • agents.planning.enhanced_plan_execute_v5.planner.prompts
      • agents.planning.enhanced_plan_execute_v6
      • agents.planning.langgraph_plan_execute
      • agents.planning.llm_compiler
        • agents.planning.llm_compiler.agent
        • agents.planning.llm_compiler.aug_llms
        • agents.planning.llm_compiler.config
        • agents.planning.llm_compiler.models
        • agents.planning.llm_compiler.tools
      • agents.planning.llm_compiler_v3
        • agents.planning.llm_compiler_v3.agent
        • agents.planning.llm_compiler_v3.config
        • agents.planning.llm_compiler_v3.models
        • agents.planning.llm_compiler_v3.prompts
        • agents.planning.llm_compiler_v3.state
      • agents.planning.models
        • agents.planning.models.base
      • agents.planning.p_and_e
        • agents.planning.p_and_e.engines
        • agents.planning.p_and_e.enhanced_multi_agent
        • agents.planning.p_and_e.example
        • agents.planning.p_and_e.models
        • agents.planning.p_and_e.multi_agent
        • agents.planning.p_and_e.prompts
        • agents.planning.p_and_e.state
      • agents.planning.plan_and_execute
        • agents.planning.plan_and_execute.simple
        • agents.planning.plan_and_execute.v2
          • agents.planning.plan_and_execute.v2.agent
          • agents.planning.plan_and_execute.v2.models
          • agents.planning.plan_and_execute.v2.prompts
          • agents.planning.plan_and_execute.v2.state
      • agents.planning.plan_and_execute_multi
      • agents.planning.plan_execute_v3
        • agents.planning.plan_execute_v3.agent
        • agents.planning.plan_execute_v3.config
        • agents.planning.plan_execute_v3.engines
        • agents.planning.plan_execute_v3.models
        • agents.planning.plan_execute_v3.prompts
        • agents.planning.plan_execute_v3.state
      • agents.planning.proper_plan_execute
      • agents.planning.rewoo
        • agents.planning.rewoo.agents
        • agents.planning.rewoo.models
          • agents.planning.rewoo.models.join_step
          • agents.planning.rewoo.models.plans
          • agents.planning.rewoo.models.steps
          • agents.planning.rewoo.models.tool_step
      • agents.planning.rewoo_tree_agent
      • agents.planning.rewoo_tree_agent_v2
      • agents.planning.rewoo_tree_agent_v3
      • agents.planning.rewoo_v3
        • agents.planning.rewoo_v3.agent
        • agents.planning.rewoo_v3.models
        • agents.planning.rewoo_v3.prompts
        • agents.planning.rewoo_v3.state
      • agents.planning.smart_parsing_example
    • agents.planning_v2
      • agents.planning_v2.base
        • agents.planning_v2.base.models
        • agents.planning_v2.base.planner
          • agents.planning_v2.base.planner.agent
          • agents.planning_v2.base.planner.demo
          • agents.planning_v2.base.planner.example
          • agents.planning_v2.base.planner.models
          • agents.planning_v2.base.planner.prompts
          • agents.planning_v2.base.planner.prompts_advanced
          • agents.planning_v2.base.planner.simple_agent
        • agents.planning_v2.base.replanner_models
        • agents.planning_v2.base.state
        • agents.planning_v2.base.tree_models
      • agents.planning_v2.demo_output
    • agents.rag
      • agents.rag.adaptive
        • agents.rag.adaptive.agent
      • agents.rag.adaptive_rag
      • agents.rag.adaptive_tools
        • agents.rag.adaptive_tools.agent
      • agents.rag.agentic
        • agents.rag.agentic.agent
        • agents.rag.agentic.agentic_rag_agent
        • agents.rag.agentic.document_grader
        • agents.rag.agentic.query_rewriter
        • agents.rag.agentic.react_rag_agent
      • agents.rag.agentic_router
        • agents.rag.agentic_router.agent
        • agents.rag.agentic_router.agent_chain
        • agents.rag.agentic_router.agent_v2
      • agents.rag.answer_agent
      • agents.rag.base
      • agents.rag.branched_chain
      • agents.rag.chain_collection
      • agents.rag.collective_rag_agent_v4
      • agents.rag.corrective
        • agents.rag.corrective.agent
        • agents.rag.corrective.agent_v2
      • agents.rag.db_rag
        • agents.rag.db_rag.base
        • agents.rag.db_rag.graph_db
          • agents.rag.db_rag.graph_db.agent
          • agents.rag.db_rag.graph_db.config
          • agents.rag.db_rag.graph_db.example
          • agents.rag.db_rag.graph_db.models
          • agents.rag.db_rag.graph_db.state
        • agents.rag.db_rag.sql_rag
          • agents.rag.db_rag.sql_rag.agent
          • agents.rag.db_rag.sql_rag.config
          • agents.rag.db_rag.sql_rag.engines
          • agents.rag.db_rag.sql_rag.example
          • agents.rag.db_rag.sql_rag.prompts
          • agents.rag.db_rag.sql_rag.state
          • agents.rag.db_rag.sql_rag.utils
      • agents.rag.document_grading
        • agents.rag.document_grading.agent
      • agents.rag.dynamic
      • agents.rag.enhanced_memory_react
      • agents.rag.factories
        • agents.rag.factories.compatible_rag_factory
        • agents.rag.factories.compatible_rag_factory_simple
        • agents.rag.factories.rag_workflow_factory
      • agents.rag.filtered
      • agents.rag.flare
        • agents.rag.flare.agent
      • agents.rag.fusion
        • agents.rag.fusion.agent
      • agents.rag.hallucination_grading
        • agents.rag.hallucination_grading.agent
      • agents.rag.hyde
        • agents.rag.hyde.agent
        • agents.rag.hyde.agent_v2
        • agents.rag.hyde.enhanced_agent
        • agents.rag.hyde.enhanced_agent_v2
      • agents.rag.list_iteration_example
      • agents.rag.llm_rag
        • agents.rag.llm_rag.example
      • agents.rag.memory_aware
        • agents.rag.memory_aware.agent
      • agents.rag.models
      • agents.rag.modular_chain
      • agents.rag.multi_agent_rag
        • agents.rag.multi_agent_rag.additional_workflows
        • agents.rag.multi_agent_rag.advanced_workflows
        • agents.rag.multi_agent_rag.agents
        • agents.rag.multi_agent_rag.compatibility
        • agents.rag.multi_agent_rag.complete_rag_workflows
        • agents.rag.multi_agent_rag.enhanced_multi_rag
        • agents.rag.multi_agent_rag.enhanced_state_schemas
        • agents.rag.multi_agent_rag.enhanced_workflows
        • agents.rag.multi_agent_rag.graded_rag_workflows
        • agents.rag.multi_agent_rag.graded_rag_workflows_v2
        • agents.rag.multi_agent_rag.grading_components
        • agents.rag.multi_agent_rag.multi_rag
        • agents.rag.multi_agent_rag.simple_enhanced_workflows
        • agents.rag.multi_agent_rag.specialized_workflows
        • agents.rag.multi_agent_rag.specialized_workflows_v2
        • agents.rag.multi_agent_rag.state
      • agents.rag.multi_query
        • agents.rag.multi_query.agent
      • agents.rag.multi_strategy
      • agents.rag.query_decomposition
        • agents.rag.query_decomposition.agent
      • agents.rag.query_planning
        • agents.rag.query_planning.agent
        • agents.rag.query_planning.agent_chain
      • agents.rag.self_corr
      • agents.rag.self_rag2
        • agents.rag.self_rag2.nodes
        • agents.rag.self_rag2.state
      • agents.rag.self_reflective
        • agents.rag.self_reflective.agent
      • agents.rag.self_route
        • agents.rag.self_route.agent
      • agents.rag.simple
        • agents.rag.simple.agent
        • agents.rag.simple.answer_agent
        • agents.rag.simple.answer_generator
          • agents.rag.simple.answer_generator.models
          • agents.rag.simple.answer_generator.prompts
        • agents.rag.simple.clean_simple_rag
        • agents.rag.simple.enhanced_v3
          • agents.rag.simple.enhanced_v3.agent
          • agents.rag.simple.enhanced_v3.answer_generator_agent
          • agents.rag.simple.enhanced_v3.retriever_agent
          • agents.rag.simple.enhanced_v3.state
        • agents.rag.simple.multi_agent_simple_rag
        • agents.rag.simple.sequential_agent
        • agents.rag.simple.simple_rag
        • agents.rag.simple.simple_rag_state
      • agents.rag.simple_rag_agent_v4
      • agents.rag.speculative
        • agents.rag.speculative.agent
      • agents.rag.step_back
        • agents.rag.step_back.agent
      • agents.rag.synthesis_agent
      • agents.rag.typed
      • agents.rag.unified_factory
      • agents.rag.utils
        • agents.rag.utils.structured_output_enhancer
    • agents.react
      • agents.react.agent
      • agents.react.dynamic_react_agent
      • agents.react.state
    • agents.react_class
      • agents.react_class.react
      • agents.react_class.react_agent
      • agents.react_class.react_agent2
        • agents.react_class.react_agent2.dynamic_agent
        • agents.react_class.react_agent2.many_tools
      • agents.react_class.react_many_tools
      • agents.react_class.react_v2
        • agents.react_class.react_v2.agent
        • agents.react_class.react_v2.config
        • agents.react_class.react_v2.utils
      • agents.react_class.react_v3
        • agents.react_class.react_v3.agent
        • agents.react_class.react_v3.config
        • agents.react_class.react_v3.example
    • agents.reasoning_and_critique
      • agents.reasoning_and_critique.lats
        • agents.reasoning_and_critique.lats.config
        • agents.reasoning_and_critique.lats.example
        • agents.reasoning_and_critique.lats.v2
      • agents.reasoning_and_critique.logic
        • agents.reasoning_and_critique.logic.engines
      • agents.reasoning_and_critique.mcts
      • agents.reasoning_and_critique.reflection
        • agents.reasoning_and_critique.reflection.agent
        • agents.reasoning_and_critique.reflection.config
        • agents.reasoning_and_critique.reflection.models
        • agents.reasoning_and_critique.reflection.state
      • agents.reasoning_and_critique.reflexion
        • agents.reasoning_and_critique.reflexion.example
      • agents.reasoning_and_critique.self_discover
        • agents.reasoning_and_critique.self_discover.adapter
          • agents.reasoning_and_critique.self_discover.adapter.agent
          • agents.reasoning_and_critique.self_discover.adapter.models
          • agents.reasoning_and_critique.self_discover.adapter.prompts
        • agents.reasoning_and_critique.self_discover.agent
        • agents.reasoning_and_critique.self_discover.executor
          • agents.reasoning_and_critique.self_discover.executor.agent
          • agents.reasoning_and_critique.self_discover.executor.models
          • agents.reasoning_and_critique.self_discover.executor.prompts
        • agents.reasoning_and_critique.self_discover.fixed_selector
        • agents.reasoning_and_critique.self_discover.selector
          • agents.reasoning_and_critique.self_discover.selector.agent
          • agents.reasoning_and_critique.self_discover.selector.models
          • agents.reasoning_and_critique.self_discover.selector.prompts
        • agents.reasoning_and_critique.self_discover.self_discover_enhanced_v4
        • agents.reasoning_and_critique.self_discover.self_discover_multiagent
        • agents.reasoning_and_critique.self_discover.self_discover_sequential_v2
        • agents.reasoning_and_critique.self_discover.self_discover_simple_v4
        • agents.reasoning_and_critique.self_discover.self_discover_v4
        • agents.reasoning_and_critique.self_discover.self_discover_working_v4
        • agents.reasoning_and_critique.self_discover.structurer
          • agents.reasoning_and_critique.self_discover.structurer.agent
          • agents.reasoning_and_critique.self_discover.structurer.models
          • agents.reasoning_and_critique.self_discover.structurer.prompts
        • agents.reasoning_and_critique.self_discover.v2
          • agents.reasoning_and_critique.self_discover.v2.agent
          • agents.reasoning_and_critique.self_discover.v2.example
          • agents.reasoning_and_critique.self_discover.v2.models
          • agents.reasoning_and_critique.self_discover.v2.prompts
          • agents.reasoning_and_critique.self_discover.v2.state
      • agents.reasoning_and_critique.tot
        • agents.reasoning_and_critique.tot.agent
        • agents.reasoning_and_critique.tot.agents
          • agents.reasoning_and_critique.tot.agents.candidate_generator
          • agents.reasoning_and_critique.tot.agents.solution_scorer
        • agents.reasoning_and_critique.tot.config
        • agents.reasoning_and_critique.tot.engines
        • agents.reasoning_and_critique.tot.example
        • agents.reasoning_and_critique.tot.models
        • agents.reasoning_and_critique.tot.modular
        • agents.reasoning_and_critique.tot.orchestrator
        • agents.reasoning_and_critique.tot.tot_multi_agent
        • agents.reasoning_and_critique.tot.tree_of_thoughts_agent
        • agents.reasoning_and_critique.tot.v2
    • agents.reflection
      • agents.reflection.agent
      • agents.reflection.message_transformer
      • agents.reflection.message_transformer_posthook
      • agents.reflection.models
      • agents.reflection.multi_agent_reflection
      • agents.reflection.prompts
      • agents.reflection.simple_agent
      • agents.reflection.state
      • agents.reflection.structured_output
    • agents.research
      • agents.research.open_perplexity
        • agents.research.open_perplexity.cli
        • agents.research.open_perplexity.config
        • agents.research.open_perplexity.models
        • agents.research.open_perplexity.prompts
        • agents.research.open_perplexity.state
      • agents.research.person
        • agents.research.person.agent
      • agents.research.storm
        • agents.research.storm.example
        • agents.research.storm.generate_perspectives
        • agents.research.storm.interview
          • agents.research.storm.interview.models
        • agents.research.storm.outline_generator
        • agents.research.storm.related_topics_generator
        • agents.research.storm.section_writer
        • agents.research.storm.state
    • agents.self_healing_code
    • agents.sequential
      • agents.sequential.config
      • agents.sequential.example
    • agents.simple
      • agents.simple.agent
      • agents.simple.agent_v3_minimal
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agents.rag.simple.answer_generator¶

Answer generator components for SimpleRAG.

Submodules¶

  • agents.rag.simple.answer_generator.models
  • agents.rag.simple.answer_generator.prompts
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