Ai Architecture

3 articles about ai architecture.

Is RAG Dead? Bigger Context Windows Shift the Use Cases

March 18, 2026·2 min read

With context windows growing past 1 million tokens, many RAG use cases are better served by stuffing documents directly into context. RAG is not dead but

ragcontext-windowsllmembeddingsai-architecture

The Octopus Model: Why the Best AI Agents Split Brain from Arms

March 17, 2026·6 min read

An octopus has 500 million neurons, two-thirds in its arms. Each arm perceives and reacts locally. The best desktop AI agents are built the same way - the LLM sets direction, MCP servers handle local perception and execution.

ai-architecturemcpdistributed-cognitionagent-designmacos

Start with One Agent, Not a Team - Why Single Agents Beat Multi-Agent Orchestration

March 17, 2026·2 min read

A single well-scoped agent with real execution capability beats a complex multi-agent system. Multi-agent adds coordination overhead, error propagation, and

single-agentmulti-agentorchestrationsimplicityai-architecture

Ai Architecture

Is RAG Dead? Bigger Context Windows Shift the Use Cases

The Octopus Model: Why the Best AI Agents Split Brain from Arms

Start with One Agent, Not a Team - Why Single Agents Beat Multi-Agent Orchestration

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