Index _ | A | B | C | D | E | F | G | H | I | L | M | N | O | P | Q | R | S | T | V | W _ __version__ (in module design_research_agents) A AdaptiveSchedule (class in design_research_agents) agent_bindings (design_research_agents.study.AgentRunRequest attribute) agent_ref (design_research_agents.study.AgentRunRequest attribute) AgentExecutionEnvelope (class in design_research_agents.study) AgentRunRequest (class in design_research_agents.study) allow_automatic_activation (design_research_agents.SkillsConfig attribute) AnthropicServiceLLMClient (class in design_research_agents) artifact (design_research_agents.model_selection.ModelSpec attribute) artifacts_builder (design_research_agents.DelegateBatchStep attribute) (design_research_agents.DelegateStep attribute) (design_research_agents.LogicStep attribute) (design_research_agents.LoopStep attribute) (design_research_agents.MemoryReadStep attribute) (design_research_agents.MemoryWriteStep attribute) (design_research_agents.ModelStep attribute) (design_research_agents.ToolStep attribute) available_ram_gb (design_research_agents.model_selection.HardwareProfile attribute) AzureOpenAIServiceLLMClient (class in design_research_agents) B BlackboardPattern (class in design_research_agents) build_json_prompt_workflow() (in module design_research_agents) build_sinks() (design_research_agents.Tracer method) build_trace_path() (design_research_agents.Tracer method) C CallableToolConfig (class in design_research_agents) calls_builder (design_research_agents.DelegateBatchStep attribute) capabilities (design_research_agents.model_selection.ModelSpec attribute) catalog_prompt_target (design_research_agents.SkillsConfig attribute) catalog_signature (design_research_agents.model_selection.ModelSelectionDecision attribute) close() (design_research_agents.LlamaCppServerLLMClient method) (design_research_agents.OllamaLLMClient method) (design_research_agents.SGLangServerLLMClient method) (design_research_agents.Toolbox method) (design_research_agents.VLLMServerLLMClient method) command (design_research_agents.MCPServerConfig attribute) commands (design_research_agents.ScriptToolConfig attribute) compile() (design_research_agents.DebatePattern method) (design_research_agents.DirectLLMCall method) (design_research_agents.MultiStepAgent method) (design_research_agents.NominalTeamPattern method) (design_research_agents.PlanExecutePattern method) (design_research_agents.PromptWorkflowAgent method) (design_research_agents.ProposeCriticPattern method) (design_research_agents.RAGPattern method) (design_research_agents.RalphLoopPattern method) (design_research_agents.RoundBasedCoordinationPattern method) (design_research_agents.RouterDelegatePattern method) (design_research_agents.SeededRandomBaselineAgent method) (design_research_agents.SimulatedAnnealingPattern method) (design_research_agents.TreeSearchPattern method) (design_research_agents.TwoSpeakerConversationPattern method) CompiledExecution (class in design_research_agents) condition_id (design_research_agents.study.StudyCondition attribute) config (design_research_agents.Toolbox property) consensus_threshold (design_research_agents.RalphLoopPattern.LoopConfig attribute) console_stream (design_research_agents.Tracer attribute) context_window (design_research_agents.model_selection.ModelSpec attribute) continue_predicate (design_research_agents.LoopStep attribute) cost_hint (design_research_agents.model_selection.ModelSpec attribute) cpu_count (design_research_agents.model_selection.HardwareProfile attribute) D DebatePattern (class in design_research_agents) default_max_latency_ms (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) delegate (design_research_agents.DelegateStep attribute) (design_research_agents.NominalTeamPattern.MemberSpec attribute) (design_research_agents.RalphLoopPattern.RoleSpec attribute) delegate_name (design_research_agents.CompiledExecution attribute) DelegateBatchStep (class in design_research_agents) DelegateStep (class in design_research_agents) dependencies (design_research_agents.CompiledExecution attribute) (design_research_agents.DelegateBatchStep attribute) (design_research_agents.DelegateStep attribute) (design_research_agents.LogicStep attribute) (design_research_agents.LoopStep attribute) (design_research_agents.MemoryReadStep attribute) (design_research_agents.MemoryWriteStep attribute) (design_research_agents.ModelStep attribute) (design_research_agents.study.AgentRunRequest attribute) (design_research_agents.ToolStep attribute) description (design_research_agents.CallableToolConfig attribute) (design_research_agents.model_selection.ModelFlight attribute) (design_research_agents.ScriptToolConfig attribute) DirectLLMCall (class in design_research_agents) E enable_console (design_research_agents.Tracer attribute) enable_jsonl (design_research_agents.Tracer attribute) enabled (design_research_agents.Tracer attribute) env (design_research_agents.MCPServerConfig attribute) env_allowlist (design_research_agents.MCPServerConfig attribute) execute_agent_request() (in module design_research_agents) (in module design_research_agents.study) execute_agent_run() (in module design_research_agents) (in module design_research_agents.study) execution_mode (design_research_agents.CompiledExecution attribute) (design_research_agents.LoopStep attribute) ExponentialSchedule (class in design_research_agents) extra_paths (design_research_agents.SkillsConfig attribute) F fail_fast (design_research_agents.DelegateBatchStep attribute) failure_policy (design_research_agents.CompiledExecution attribute) (design_research_agents.LoopStep attribute) family (design_research_agents.model_selection.ModelSpec attribute) filesystem_read (design_research_agents.ScriptToolConfig attribute) filesystem_write (design_research_agents.ScriptToolConfig attribute) finalize (design_research_agents.CompiledExecution attribute) flight_id (design_research_agents.model_selection.ModelFlight attribute) flights (design_research_agents.model_selection.ModelFlightRegistry attribute) format (design_research_agents.model_selection.ModelSpec attribute) G GeminiServiceLLMClient (class in design_research_agents) get_params() (design_research_agents.AdaptiveSchedule method) (design_research_agents.ExponentialSchedule method) (design_research_agents.LinearSchedule method) (design_research_agents.LogarithmicSchedule method) (design_research_agents.TemperatureSchedule method) get_temperature() (design_research_agents.AdaptiveSchedule method) (design_research_agents.ExponentialSchedule method) (design_research_agents.LinearSchedule method) (design_research_agents.LogarithmicSchedule method) (design_research_agents.TemperatureSchedule method) gpu_name (design_research_agents.model_selection.HardwareProfile attribute) gpu_present (design_research_agents.model_selection.HardwareProfile attribute) gpu_vram_gb (design_research_agents.model_selection.HardwareProfile attribute) GroqServiceLLMClient (class in design_research_agents) H handler (design_research_agents.CallableToolConfig attribute) (design_research_agents.LogicStep attribute) HardwareProfile (class in design_research_agents.model_selection) I id (design_research_agents.MCPServerConfig attribute) initial_state (design_research_agents.LoopStep attribute) input (design_research_agents.CompiledExecution attribute) input_builder (design_research_agents.ToolStep attribute) input_data (design_research_agents.ToolStep attribute) input_schema (design_research_agents.CallableToolConfig attribute) (design_research_agents.ScriptToolConfig attribute) invoke() (design_research_agents.Toolbox method) invoke_dict() (design_research_agents.Toolbox method) L label (design_research_agents.study.StudyCondition attribute) latency_hint (design_research_agents.model_selection.ModelSpec attribute) license (design_research_agents.model_selection.ModelSpec attribute) LinearSchedule (class in design_research_agents) list_tools() (design_research_agents.Toolbox method) LlamaCppServerLLMClient (class in design_research_agents) llm_client (design_research_agents.ModelStep attribute) load_average (design_research_agents.model_selection.HardwareProfile attribute) LogarithmicSchedule (class in design_research_agents) LogicStep (class in design_research_agents) LoopStep (class in design_research_agents) M max_cost_usd (design_research_agents.model_selection.ModelSafetyConstraints attribute) (design_research_agents.model_selection.ModelSelectionConstraints attribute) max_iterations (design_research_agents.LoopStep attribute) (design_research_agents.RalphLoopPattern.LoopConfig attribute) max_latency_ms (design_research_agents.model_selection.ModelSafetyConstraints attribute) (design_research_agents.model_selection.ModelSelectionConstraints attribute) max_load_ratio (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) MCPServerConfig (class in design_research_agents) member_id (design_research_agents.NominalTeamPattern.MemberSpec attribute) memory_hint (design_research_agents.model_selection.ModelSpec attribute) MemoryReadStep (class in design_research_agents) MemoryWriteStep (class in design_research_agents) metadata (design_research_agents.model_selection.ModelSpec attribute) (design_research_agents.study.StudyCondition attribute) min_ram_gb (design_research_agents.model_selection.ModelMemoryHint attribute) min_score (design_research_agents.MemoryReadStep attribute) min_vram_gb (design_research_agents.model_selection.ModelMemoryHint attribute) MLXLocalLLMClient (class in design_research_agents) model_id (design_research_agents.model_selection.ModelSelectionDecision attribute) (design_research_agents.model_selection.ModelSpec attribute) ModelCatalog (class in design_research_agents.model_selection) ModelCostHint (class in design_research_agents.model_selection) ModelFlight (class in design_research_agents.model_selection) ModelFlightRegistry (class in design_research_agents.model_selection) ModelLatencyHint (class in design_research_agents.model_selection) ModelMemoryHint (class in design_research_agents.model_selection) models (design_research_agents.model_selection.ModelCatalog attribute) (design_research_agents.model_selection.ModelFlight attribute) ModelSafetyConstraints (class in design_research_agents.model_selection) ModelSelectionConstraints (class in design_research_agents.model_selection) ModelSelectionDecision (class in design_research_agents.model_selection) ModelSelectionIntent (class in design_research_agents.model_selection) ModelSelectionPolicyConfig (class in design_research_agents.model_selection) ModelSelector (class in design_research_agents.model_selection) ModelSpec (class in design_research_agents.model_selection) ModelStep (class in design_research_agents) MultiStepAgent (class in design_research_agents) N name (design_research_agents.CallableToolConfig attribute) (design_research_agents.ScriptToolConfig attribute) namespace (design_research_agents.MemoryReadStep attribute) (design_research_agents.MemoryWriteStep attribute) network (design_research_agents.ScriptToolConfig attribute) NominalTeamPattern (class in design_research_agents) NominalTeamPattern.MemberSpec (class in design_research_agents) normalize_agent_execution() (in module design_research_agents) (in module design_research_agents.study) note (design_research_agents.model_selection.ModelMemoryHint attribute) O OllamaLLMClient (class in design_research_agents) OpenAICompatibleHTTPLLMClient (class in design_research_agents) OpenAIServiceLLMClient (class in design_research_agents) output_schema (design_research_agents.CallableToolConfig attribute) (design_research_agents.ScriptToolConfig attribute) P path (design_research_agents.ScriptToolConfig attribute) permissions (design_research_agents.CallableToolConfig attribute) (design_research_agents.ScriptToolConfig attribute) pinned_skills (design_research_agents.SkillsConfig attribute) PlanExecutePattern (class in design_research_agents) platform_name (design_research_agents.model_selection.HardwareProfile attribute) policy_id (design_research_agents.model_selection.ModelSelectionDecision attribute) (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) prefer_local (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) preferred_provider (design_research_agents.model_selection.ModelSelectionConstraints attribute) project_root (design_research_agents.SkillsConfig attribute) prompt (design_research_agents.DelegateStep attribute) (design_research_agents.study.AgentRunRequest attribute) prompt_builder (design_research_agents.DelegateStep attribute) prompt_template (design_research_agents.NominalTeamPattern.MemberSpec attribute) (design_research_agents.RalphLoopPattern.RoleSpec attribute) PromptWorkflowAgent (class in design_research_agents) ProposeCriticPattern (class in design_research_agents) provider (design_research_agents.model_selection.ModelSelectionDecision attribute) (design_research_agents.model_selection.ModelSpec attribute) python_module() (design_research_agents.MCPServerConfig class method) Q quality_tier (design_research_agents.model_selection.ModelSpec attribute) quantization (design_research_agents.model_selection.ModelSpec attribute) query_builder (design_research_agents.MemoryReadStep attribute) R RAGPattern (class in design_research_agents) RalphLoopPattern (class in design_research_agents) RalphLoopPattern.LoopConfig (class in design_research_agents) RalphLoopPattern.RoleSpec (class in design_research_agents) ram_reserve_gb (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) rationale (design_research_agents.model_selection.ModelSelectionDecision attribute) records_builder (design_research_agents.MemoryWriteStep attribute) register_callable_tool() (design_research_agents.Toolbox method) register_tool() (design_research_agents.Toolbox method) registry (design_research_agents.Toolbox property) remote_cost_floor_usd (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) repo_id (design_research_agents.model_selection.ModelSpec attribute) request_builder (design_research_agents.ModelStep attribute) request_id (design_research_agents.CompiledExecution attribute) (design_research_agents.study.AgentRunRequest attribute) require_local (design_research_agents.model_selection.ModelSelectionConstraints attribute) resolve_latest_trace_path() (design_research_agents.Tracer method) response_parser (design_research_agents.ModelStep attribute) revision (design_research_agents.model_selection.ModelSpec attribute) risky (design_research_agents.CallableToolConfig attribute) (design_research_agents.ScriptToolConfig attribute) role_id (design_research_agents.RalphLoopPattern.RoleSpec attribute) RoundBasedCoordinationPattern (class in design_research_agents) route_map (design_research_agents.LogicStep attribute) RouterDelegatePattern (class in design_research_agents) run() (design_research_agents.CompiledExecution method) (design_research_agents.DebatePattern method) (design_research_agents.DirectLLMCall method) (design_research_agents.MultiStepAgent method) (design_research_agents.NominalTeamPattern method) (design_research_agents.PlanExecutePattern method) (design_research_agents.PromptWorkflowAgent method) (design_research_agents.ProposeCriticPattern method) (design_research_agents.RAGPattern method) (design_research_agents.RalphLoopPattern method) (design_research_agents.RoundBasedCoordinationPattern method) (design_research_agents.RouterDelegatePattern method) (design_research_agents.SeededRandomBaselineAgent method) (design_research_agents.SimulatedAnnealingPattern method) (design_research_agents.TreeSearchPattern method) (design_research_agents.TwoSpeakerConversationPattern method) (design_research_agents.Workflow method) run_callable() (design_research_agents.Tracer method) S safety_constraints (design_research_agents.model_selection.ModelSelectionDecision attribute) ScriptToolConfig (class in design_research_agents) SeededRandomBaselineAgent (class in design_research_agents) select() (design_research_agents.model_selection.ModelSelector method) selection_strategy (design_research_agents.RalphLoopPattern.LoopConfig attribute) SGLangServerLLMClient (class in design_research_agents) SimulatedAnnealingPattern (class in design_research_agents) size_b (design_research_agents.model_selection.ModelSpec attribute) SkillsConfig (class in design_research_agents) source (design_research_agents.model_selection.ModelSpec attribute) source_url (design_research_agents.model_selection.ModelSpec attribute) speed_tier (design_research_agents.model_selection.ModelSpec attribute) state_reducer (design_research_agents.LoopStep attribute) step_id (design_research_agents.DelegateBatchStep attribute) (design_research_agents.DelegateStep attribute) (design_research_agents.LogicStep attribute) (design_research_agents.LoopStep attribute) (design_research_agents.MemoryReadStep attribute) (design_research_agents.MemoryWriteStep attribute) (design_research_agents.ModelStep attribute) (design_research_agents.ToolStep attribute) steps (design_research_agents.LoopStep attribute) StudyCondition (class in design_research_agents.study) T tags (design_research_agents.model_selection.ModelFlight attribute) (design_research_agents.model_selection.ModelSpec attribute) TemperatureSchedule (class in design_research_agents) timeout_s (design_research_agents.MCPServerConfig attribute) (design_research_agents.ScriptToolConfig attribute) to_mermaid() (design_research_agents.CompiledExecution method) (design_research_agents.Workflow method) to_svg() (design_research_agents.CompiledExecution method) (design_research_agents.Workflow method) tool_name (design_research_agents.ToolStep attribute) Toolbox (class in design_research_agents) ToolStep (class in design_research_agents) top_k (design_research_agents.MemoryReadStep attribute) total_ram_gb (design_research_agents.model_selection.HardwareProfile attribute) trace_dir (design_research_agents.Tracer attribute) trace_info() (design_research_agents.Tracer method) trace_input (design_research_agents.CompiledExecution attribute) Tracer (class in design_research_agents) tracer (design_research_agents.CompiledExecution attribute) TransformersLocalLLMClient (class in design_research_agents) TreeSearchPattern (class in design_research_agents) TwoSpeakerConversationPattern (class in design_research_agents) type (design_research_agents.MCPServerConfig attribute) V VLLMServerLLMClient (class in design_research_agents) vram_reserve_gb (design_research_agents.model_selection.ModelSelectionPolicyConfig attribute) W Workflow (class in design_research_agents) workflow (design_research_agents.CompiledExecution attribute) (design_research_agents.MultiStepAgent property) workflow_request_id (design_research_agents.CompiledExecution attribute)
