Google Cloud Next 2026 shipped the pieces that ended framework fragmentation. The three-pillar enterprise stack is now defined: MCP for tool calls, A2A for agent communication, and ADK for orchestration.
Microsoft Conductor lets you define multi-agent workflows in YAML with deterministic routing — zero tokens spent on orchestration decisions.
MAF 1.0 unifies AutoGen and Semantic Kernel into a single cross-platform SDK with production-grade agent harness, CodeAct, and Foundry hosted deployment.
Most agent pilots fail on cost, not capability. Practical cost optimization playbook for production AI agents.
Build note on running a multi-agent content pipeline with Hermes Agent, Ghost, scheduled agents, SEO review, and Buffer distribution.
Production AI agents need observability, error handling, fallback visibility, and cost control — not just better prompts.
Everyone is talking about multi-agent systems in 2026. Here is what actually changes when you build and run a real multi-agent content pipeline.
A practical comparison of Hermes Agent and OpenClaw for AI agent operations, gateways, orchestration, automation, and production reliability.