ADK vs. LangChain: The Protocol-First Shift
Class-based chains are a legacy pattern. Discover why Google ADK and its open Agent Protocol are the future of interoperable, production-grade multi-agent systems.
Tag: architecture
Stateful Agents on K8s: Redis is Your Bottleneck, Not the Vector DB
Agents are stateless. Their memory is not. Scaling the LLM reasoning loop is trivial compared to solving the transactional concurrency of agent memory on Kubernetes.
A2A Architectures: Tools are not just Functions (The Two-Phase Commit)
Why Agent-to-Agent (A2A) interactions and Side Effects require a 'Two-Phase Commit' for safety.
The Blackboard Architecture: Solving the Agent 'Phone Game'
Chains are brittle. We need a shared state object for robust multi-agent reasoning.
The Agent Supervisor Pattern: Why Your Mesh Needs a Boss
Autonomous agents are prone to infinite reasoning loops and 'democratic' indecision. We explore the Supervisor pattern in LangGraph, MCP, and why orchestration beats choreography.
MCP: The End of the API Wrapper
We analyze the JSON-RPC internals of the Model Context Protocol (MCP) and why the 'Context Exchange' architecture renders traditional integration code obsolete.