A literature note for keeping up on AI Agent architectures and workflows, which seems to be changing each day. Occasionally, I do a point-in-time summary to help get a baseline for where we are as an industry.
- [[From Buzz to Building - Introduction to GenAI for Developers - Part 2 - The Technical Stack]]
- [[A High-level Overview of the AI Agent Technical Stack in Early 2026]]
# How Did We Get Here?
![[image-32.png]]
The billion dollar question - what is phase 5?
# AI Agent Architectures
## Single Agent
### Reason Act (ReAct)
### Reasoning and Acting through Scratchpad Examples (RAISE)
## Multi-Agent
### Centralized vs. decentralized
### Holonic
### Coalition
# Architecture Components
## Orchestrator
### Orchestration Approaches
#### Role-based Orchestration
#### Task-based Orchestration
### Orchestrator Types
#### Rule-based Orchestrators
#### LLM-based Orchestrators
## Communication
## The Brain
### Cognitive Mindset
#### Reasoning
#### Planning
#### Knowledge Retrieval
#### Optimization
## Memory
### Prompt Cacheing
[Site Unreachable](https://x.com/trq212/status/2024574133011673516)
# Workflows and Orchestration Approaches
- Thread-Based (i.e. Process-based) Workflow ([AGENT THREADS](https://www.youtube.com/watch?v=-WBHNFAB0OE))
- Base Thread: Your fundamental unit of work
- P Thread: Parallel execution for scaling output
- C Thread: Chained work for production-sensitive tasks
- F Thread: Fusion threads for rapid prototyping and confidence
- B Thread: Meta structures with agents prompting agents
- L Thread: Long duration, high autonomy workflows
- The Cooridnator
- Sequential
- Iterative Refinement between 2 agents
-
## Coding Workflows
- Plan -> Build -> Review -> Fix
![[image-31.png]]
# Technical Stack
# Sources
-