BREAKING
Self-Improving Agentic RAG Released
The Self-Improvement Loop
1
Agents execute task
↓
2
Multi-axis evaluation
↓
3
Diagnose weaknesses
↓
4
SOP architect rewrites
↓
5
Re-test & Pareto front
Conventional RAG vs This Approach
Conventional RAG
Static
●
Manual tuning of prompts
●
Breaks on unseen data
Agentic RAG
Self-improving
●
Specialist agent team
●
Outer loop evolves SOPs
Model Assignments by Role
Planner
Llama 3.1 8B
●
JSON mode
Drafter / SQL
Qwen2 7B
●
Drafting & SQL
Director
Llama 3 70B
●
Oversight
Local Stack, Healthcare Domain
Proof-of-Concept, No Benchmarks Yet
AI NEWS BLITZ
A new open-source pipeline lets AI agents rewrite their own procedures to improve over time.