openssa package

OpenSSA: SMALL SPECIALIST AGENTS FOR PROBLEM-SOLVING

OpenSSA is an agentic AI framework for solving complex problems in real-world industry applications.

Subpackages

• openssa.deprecated namespace
  • Subpackages
    • openssa.deprecated.adapter namespace
      • Submodules
    • openssa.deprecated.backend namespace
      • Submodules
    • openssa.deprecated.ooda namespace
      • Subpackages
        • openssa.deprecated.ooda.deprecated namespace
          • Submodules
            • LLM
              • LLM.get_response()
            • History
              • History.update()
              • History.get_findings()
            • Solver
              • Solver.solve()
              • Solver.subtask()
              • Solver.select_optimal_heuristic()
              • Solver.run_ooda_loop()
              • Solver.observe()
              • Solver.orient()
              • Solver.decide()
              • Solver.act()
      • Submodules
        • Heuristic
          • Heuristic.should_subtask()
          • Heuristic.decompose_task()
        • OODALoop
          • OODALoop.Step
            • OODALoop.Step.execute()
          • OODALoop.run()
        • Task
          • Task.Result
          • Task.result
          • Task.status
          • Task.ooda_loop
          • Task.has_ooda_loop()
          • Task.has_subtasks()
          • Task.add_subtask()
    • openssa.deprecated.ooda_rag namespace
      • Subpackages
        • openssa.deprecated.ooda_rag.resources namespace
          • Subpackages
            • openssa.deprecated.ooda_rag.resources.dense_x namespace
              • Submodules
                • store_nodes_dict()
                • load_nodes_dict()
                • DenseXRetrievalPack
                • load_dense_x()
            • openssa.deprecated.ooda_rag.resources.standard_vi namespace
              • Submodules
                • load_standard_vi()
          • Submodules
            • RagResource
      • Submodules
        • Persona
          • Persona.USER
          • Persona.SYSTEM
          • Persona.ASSISTANT
        • TaskAgent
          • TaskAgent.execute()
        • AskUserAgent
          • AskUserAgent.execute()
        • AskUserAgentV2
          • AskUserAgentV2.execute()
        • CommAgent
          • CommAgent.execute()
        • GoalAgent
          • GoalAgent.execute()
        • ContextValidator
          • ContextValidator.execute()
        • AnswerValidator
          • AnswerValidator.execute()
        • SynthesizingAgent
          • SynthesizingAgent.execute()
        • OODAPlanAgent
          • OODAPlanAgent.execute()
        • Heuristic
          • Heuristic.apply_heuristic()
        • TaskDecompositionHeuristic
          • TaskDecompositionHeuristic.apply_heuristic()
        • DefaultOODAHeuristic
          • DefaultOODAHeuristic.apply_heuristic()
        • GPTOODAHeuristic
          • GPTOODAHeuristic.apply_heuristic()
        • HeuristicSet
        • Notifier
          • Notifier.notify()
        • SimpleNotifier
          • SimpleNotifier.notify()
        • EventTypes
          • EventTypes.MAINTASK
          • EventTypes.MAIN_PROBELM_STATEMENT
          • EventTypes.NOTIFICATION
          • EventTypes.SUBTASK
          • EventTypes.SUBTASK_BEGIN
          • EventTypes.TASK_RESULT
          • EventTypes.SWICTH_MODE
        • OODAPrompts
          • OODAPrompts.PROVIDE_TOOLS
          • OODAPrompts.FORMULATE_TASK
          • OODAPrompts.DECOMPOSE_INTO_SUBTASKS
          • OODAPrompts.DECOMPOSE_INTO_OODA
          • OODAPrompts.OBSERVE
          • OODAPrompts.ORIENT
          • OODAPrompts.DECIDE
          • OODAPrompts.ACT
          • OODAPrompts.SYNTHESIZE_RESULT
        • BuiltInAgentPrompt
          • BuiltInAgentPrompt.COMMUNICATION
          • BuiltInAgentPrompt.PROBLEM_STATEMENT
          • BuiltInAgentPrompt.ASK_USER
          • BuiltInAgentPrompt.ASK_USER_OODA
          • BuiltInAgentPrompt.CONTENT_VALIDATION
          • BuiltInAgentPrompt.ANSWER_VALIDATION
          • BuiltInAgentPrompt.SYNTHESIZE_RESULT
          • BuiltInAgentPrompt.GENERATE_OODA_PLAN
        • QueryRewritingRetrieverPack
          • QueryRewritingRetrieverPack.get_modules()
          • QueryRewritingRetrieverPack.retrieve()
          • QueryRewritingRetrieverPack.run()
    • openssa.deprecated.ssa namespace
      • Submodules
        • Agent
          • Agent.solve()
          • Agent.solve_task()
          • Agent.select_optimal_heuristic()
          • Agent.subtask()
          • Agent.run_ooda_loop()
          • Agent.update_memory()
        • AbstractSSA
          • AbstractSSA.train()
          • AbstractSSA.load()
          • AbstractSSA.chat()
        • BaseSSA
          • BaseSSA.train()
          • BaseSSA.load()
          • BaseSSA.chat()
        • RagSSA
          • RagSSA.train()
          • RagSSA.chat()
          • RagSSA.add_knowledge()
        • AbstractSSAService
          • AbstractSSAService.train()
        • SSAService
          • SSAService.AIMO_API_URL
          • SSAService.AISO_API_KEY
          • SSAService.train()
          • SSAService.chat()
        • SSARAGService
          • SSARAGService.create_rag_agent()
          • SSARAGService.chat()
          • SSARAGService.add_knowledge()
    • openssa.deprecated.ssm namespace
      • Submodules
  • Submodules
    • Prompts
      • Prompts.make_prompt()