1. Business Context
Continuous research and skill development required an autonomous background system capable of reading academic papers, testing tools in isolated environments, and persisting verified capabilities.
2. Security Risk
Executing generated scripts or unverified third-party libraries on production systems without isolation presents severe security vulnerabilities.
3. Implementation Details
Built a self-evolution loop operating inside an isolated sandbox. The engine synthesizes verified procedural skills and persists structured knowledge graph embeddings.
4. Business Impact
- Execution Safety: 100% Isolated zero access to host network or file paths during trial.
- Knowledge Graph: GraphRAG hybrid graph and vector store retrieval.
- Evaluation SLA: < 2.0s sub-2 second execution verification cycle.