AI Agent

Generative Agent

• planning
  AI Alignment Faking

• memory

• tool interface

Specifically

• Tool learning
• System Calls
• Socket
• Headless Browser access to pretend human
• CLI access
• Curl
• GET - Search
• POST - Communication

• Permanent Storage like vector database
• Context Selection based on vector similarity
• Long-term memory by weight update
• Vanishing to prevent manage capacity based on LLM decision or dynamic sparsity

• Self-replication, Self-restart
• Self-initialization prompt, Self-editing

• Asynchronous communication port
• Interrupt

• …

Text to Task

Generative Model

• AI Agent

• AI Assistant

• AI Automation

• Photoshop like AI software

AI Agency

Decomposing Agency — capabilities without desires — LessWrong

People sometimes say that AGI will be like a second species; sometimes like electricity. Both may have elements of truth. We need concepts which let us think clearly about that region in-between the two.

https://www.lesswrong.com/posts/jpGHShgevmmTqXHy5/decomposing-agency-capabilities-without-desires

Google whitepaper

Agents

Authors: Julia Wiesinger, Patrick Marlow and Vladimir Vuskovic

https://www.kaggle.com/whitepaper-agents

Workflow orchestration (

Prompting Optimization)

Agent Recipes

Explore common agent recipes with ready to copy code to improve your LLM applications.

https://www.agentrecipes.com/