Igor Dayen

additional documentation.

Please see write-up on introduction of Streaming Capability interface. [streaming-capability.md](https://github.com/user-attachments/files/23866950/streaming-capability.md)

@jamesward Could you please elaborate on "When dev tools is on the classpath, the agent is no longer found when using AgentInvocation." upon restart agent is no longer operational? thank...

Thank you, James

> It'd be awesome if the **shell** (or other persistent runners: MCP, custom web API around an agent, etc) supported auto-reload with Spring Dev Tools. > > When I tried...

# Spring Shell 3.x & Spring Boot DevTools Restart: Technical Analysis ## Problem Statement A Spring Boot application using Spring Shell 3.x enters an interactive CLI mode on startup. When...

here is example: Current Import Flow: ``` com.embabel.agent.spi.LlmOperations ↓ imports com.embabel.agent.api.common.InteractionId com.embabel.agent.api.common.PlatformServices ↓ imports com.embabel.agent.spi.LlmOperations com.embabel.agent.core.ProcessContext ↓ imports com.embabel.agent.api.common.PlatformServices com.embabel.agent.spi.LlmOperations ``` This means: spi ↔ api.common circular dependency

adding to list: 4. Load / Stress testing in cloud / Kubdernetes env.

Initial observations using JProfiler: 1. CPU prifiling - more-less normal 2. Memory Heap Profiling - requires attention due to excessive memory consumption by MultiIngestor.

## Notes for review: 1. high-level design: [form-auto-population-design.md](https://github.com/user-attachments/files/23379312/form-auto-population-design.md) 2. appendix - draft implementation : [form-auto-population-implementation.md](https://github.com/user-attachments/files/23379317/form-auto-population-implementation.md)