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  • The model is easy to swap. The agent layer isn’t

    Here’s what 520 enterprise AI leaders told us about getting locked into frontier labs TL;DR. The technical leaders responsible for AI adoption say vendor lock-in worries them, and many have …

    ToolHive Blog5 min read
  • What Are the Leading Open Source AI Agent Harnesses? (2026)

    Answer summary: The leading open source AI agent harnesses in 2026 include Stacklok Mecatl, OpenCode, and Pi, each taking a different approach to orchestrating agents, tools, and execution environments. Mecatl …

    ToolHive Blog6 min read
  • The Case for a Cloud-Native AI Agent Harness (2026)

    Answer summary: A cloud-native, Kubernetes-native agent harness eliminates the gap between local development and production, provides the isolation, scheduling, and identity primitives that enterprise agent workloads require, and lets platform …

    ToolHive Blog8 min read
  • Best Agent Harnesses for Enterprise AI in 2026

    An agent harness is the runtime layer that actually runs your agent: it drives the loop that calls the model, dispatches tool calls, executes code, and decides what an agent …

    ToolHive Blog16 min read
  • Introducing Mecatl: the open cloud-native agent harness

    Picture this: You’re a developer at a Fortune 100 organization. You recently decided to switch to building your own agent harness to reduce the rising token costs and to avoid …

    ToolHive Blog6 min read
  • How to choose an agent harness

    Choose an agent harness by answering five questions in order: where does enforcement live, where does your data run, can you inspect the control plane, can you compose it to …

    ToolHive Blog9 min read
  • What is an agent harness?

    An agent harness is the software infrastructure that surrounds an AI agent and enables it to operate reliably. It manages the agent’s execution loop, context, tools, permissions, memory, retries, and …

    ToolHive Blog7 min read
  • What good AI spend governance looks like

    Finance forwards you the quarterly AI invoices and asks a reasonable question: Is this under control? Answering it takes most of a week. There is an invoice from Anthropic and …

    ToolHive Blog11 min read

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