| """ | |
| OncoAgent Multi-Agent System — SOTA Architecture. | |
| This package implements a production-grade clinical oncology triage system | |
| using LangGraph for orchestration, incorporating: | |
| - Router: complexity classification + model tier selection | |
| - Corrective RAG: graded retrieval with query rewriting | |
| - Specialist: tier-adaptive clinical reasoning (9B/27B) | |
| - Critic: reflexion-pattern validation loop | |
| - HITL Gate: clinician approval for high-acuity cases | |
| - Formatter: structured output with confidence metrics | |
| Architecture inspired by Claude Code, Hermes Agent, Corrective RAG, | |
| and Reflexion patterns. | |
| """ | |
| from .graph import build_oncoagent_graph | |
| from .state import AgentState | |
| from .memory import get_memory_store, PatientMemoryStore | |
| from .tools import get_vllm_client, call_tier_model, get_tier_spec, TIER_SPECS | |
| __all__ = [ | |
| "build_oncoagent_graph", | |
| "AgentState", | |
| "get_memory_store", | |
| "PatientMemoryStore", | |
| "get_vllm_client", | |
| "call_tier_model", | |
| "get_tier_spec", | |
| "TIER_SPECS", | |
| ] | |