Ai Architecture
3 articles about ai architecture.
Is RAG Dead? Bigger Context Windows Shift the Use Cases
·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 its sweet spot is shrinking.
ragcontext-windowsllmembeddingsai-architecture
Octopus Cognition - Why AI Agents Split Brain from Arms
·2 min read
The best AI agent architecture separates reasoning (LLM) from execution (MCP tools) like an octopus. Each arm does its own perception through accessibility tree traversal.
ai-architecturemcpdistributed-cognitionagent-designmacos
Start with One Agent, Not a Team - Why Single Agents Beat Multi-Agent Orchestration
·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 debugging complexity you do not need yet.
single-agentmulti-agentorchestrationsimplicityai-architecture
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