progress:: {{renderer :todomaster}}
icon:: 📅
boox-notes:: ![BOOX Notes](../assets/../../onyx/TabUltraCPro/Notepad/JOURNALING.pdf)
id:: 1fc8ffcf-8fa6-4a7e-8982-89adc0977d09

	- ### Tasks
		-
	- ### Notes
- [[KaraKeep-Highlights-Summary]]
- {{renderer :mermaid_00f4ca0a-1de7-44e6-b203-d72ee1a887ea, 3}}
	- ```mermaid
	  mindmap
	    root((AI Agent Systems & Deployment))
	      Multi-Agent Systems & Handoffs
	        Explicit Prompted Instructions
	        Conditional Edges & Command Objects
	        Fragile Implementations
	        Tension: Flexibility vs Scripted Control
	      Agent Framework Ecosystems
	        LangChain
	          High-Level Rapid Assembly
	          Provider Agnostic Design
	          Middleware for Customization
	        LangGraph
	          Low-Level Fine-Grained Control
	          Production-Grade Long Running Agents
	        Trade-Off: Ease vs Control
	      Open-Source Protocols & Standards
	        MCP Donation to Linux Foundation
	        Challenges: Complexity, Security, Performance
	        Institutional Push for AI Standards
	        Adoption Uncertainty & Ecosystem Impact
	      Tiny AI Models & Edge Deployment
	        Aggressive Quantization Techniques
	        llama.cpp Framework
	        Vision-Language Fusion Models
	        Qwen 3 Series: Low-Power High Performance
	        Enabling AI on Raspberry Pi & Similar
	      Emerging Research Directions
	        Adaptive Agent Handoff & Orchestration
	        Balancing Protocol Standardization & Research Agility
	        Model Compression & Cross-Modal Integration
	        Middleware Design Patterns for Agent Loops
	        Secure, Performant Multi-Agent Protocols
	  ```
-