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3 articles, newest first.

SystemsFeb 25, 2025 · 4 min read

MCP and A2A Are Layers, Not Rivals

The consolidation under open standards settled the protocol question. MCP solves tool access; A2A solves agent collaboration. Here is how they stack in production.

004 min read
MCP and A2A Are Layers, Not Rivals
EngineeringFeb 24, 2025 · 5 min read

Docker's Dynamic MCP and the Context Window Problem

Fifty tool definitions crammed into the context window costs tokens, degrades reasoning, and risks hallucinations. Docker's containerized MCP Gateway and dynamic discovery flip the model.

305 min read
Docker's Dynamic MCP and the Context Window Problem
EngineeringNov 03, 2024 · 3 min read

Building Teams of AI Agents with CrewAI

Moving beyond single-agent prompt loops: orchestrating multi-agent collaboration with specialized roles, tools, and sequential or hierarchical processes.

003 min read
Building Teams of AI Agents with CrewAI