[logseq-plugin-git:commit] 2025-12-27T19:07:25.270Z

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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
```
-