From Answers to Insight - Architecting Evolvable Agentic Systems
🔬 Architectural Blueprint: Production systems require intentional design - combining smolagents' efficiency with Phoenix observability, powered by ontology-driven prompting patterns.
- ✅ Competency Question Engine: Structured prompting using domain vocabulary
- ✅ Telemetry-First Core: Phoenix spans capturing full evidence chains, establishing OpenTelemetry metrics pipeline for performance benchmarking
- ✅ Domain Foundation: Smolagents + biomedical vocabulary layer
- 🛠️ Human-in-the-Loop Evolution: Gradio UI with human feedback capture
- 🛠️ Benchmarking Rigor: Validation scorecards and audit framework
- 🛠️ Domain Insight Engine: Knowledge graph grounding and multimodal evidence synthesis