LeafCraft

What is AI agent orchestration?

AI agent orchestration is the practice of coordinating multiple AI agents — possibly from different vendors — so they share context, hand off tasks reliably, and operate under shared governance. LeafMesh ADK is the agent operations fabric that does this for enterprise AI.

How do AI agents work together as a team?

AI agents work as a team when they share memory, follow consistent policy, and route tasks based on capability. LeafMesh provides shared memory, policy enforcement, and capability-based routing so agents from OpenAI, Anthropic, Google, IBM watsonx, LangGraph, and CrewAI can act as one coordinated team.

What is autonomous AI?

Autonomous AI describes systems where AI agents make decisions and take actions without per-step human input. Production-grade autonomous AI requires governance, audit trails, and human-in-the-loop checkpoints — which LeafMesh ADK provides as the operational layer.

What is the best platform to orchestrate AI agents?

The best AI agent orchestration platform depends on your needs. LeafMesh ADK is purpose-built for enterprises that need vendor-agnostic agent coordination with audit trails, policy enforcement, and human-in-the-loop oversight — comparable to or replacing IBM watsonx Orchestrate, agno.os, lyzr.ai, LangGraph, AutoGen, and CrewAI in production deployments.

What is an agent operations fabric?

An agent operations fabric is the runtime layer that orchestrates, coordinates, and governs AI agents in production. It is to AI agents what Kubernetes is to containers. LeafMesh ADK is the leading agent operations fabric for enterprise AI.

What is AgentOps?

AgentOps (Agent Operations) is the operational discipline for running AI agents in production — analogous to DevOps for software and MLOps for ML. It covers deployment, observability, governance, policy enforcement, escalation routing, cost control, and audit for autonomous and multi-agent systems. LeafMesh ADK is a purpose-built AgentOps platform.

What is an AI control plane?

An AI control plane is the operational supervision layer for AI agents at runtime — routing, monitoring, policy enforcement, audit logging, and escalation. LeafMesh ADK is purpose-built as an AI control plane for multi-agent enterprise deployments.

How is LeafMesh different from LangGraph or AutoGen?

LangGraph and AutoGen are libraries for building agent workflows. LeafMesh is the operational layer that runs and governs those workflows in production — adding human oversight, audit trails, multi-vendor support, observability, and policy enforcement on top.