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Agent harnesses

The software around language models that turns them into agents: loops, tools, context, permissions and evaluation.

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Agent harnesses Guide · 2 min

What Is an Agent Harness?

The software around a language model that turns it into an agent: the loop, tools, context, permissions and memory.

Agent harnesses 2 min read 27 Sep 2025

Agent harnesses Guide · 1 min

The Agent Loop Explained

The core cycle every agent runs: think, call a tool, observe the result, repeat — and how the loop knows when to stop.

Agent harnesses 1 min read 26 Sep 2025

Agent harnesses Guide · 1 min

Designing Tools for AI Agents

How to write tools agents use well: clear names, precise descriptions, sensible inputs and informative outputs.

Agent harnesses 1 min read 25 Sep 2025

Agent harnesses Guide · 1 min

Context Management in Agent Harnesses

How agents stay effective over long tasks: what to keep in context, what to summarise, and what to store outside.

Agent harnesses 1 min read 24 Sep 2025

Agent harnesses Guide · 1 min

Permissions and Approval in Agent Harnesses

Controlling what agents can do on their own: allow lists, approval prompts, forbidden actions and escalation.

Agent harnesses 1 min read 23 Sep 2025

Agent harnesses Guide · 1 min

Sandboxing AI Agents

Isolating agents so their mistakes and any manipulation can't reach sensitive systems: containers, VMs, file and network limits.

Agent harnesses 1 min read 22 Sep 2025

Agent harnesses Guide · 1 min

Sub-Agents and Delegation

When and how an agent should hand work to other agents with their own context, and the trade-offs involved.

Agent harnesses 1 min read 21 Sep 2025

Agent harnesses Guide · 1 min

Memory for AI Agents

How agents remember across steps and sessions: working memory, notes files, retrieval and user preferences.

Agent harnesses 1 min read 20 Sep 2025

Agent harnesses Guide · 1 min

Evaluating AI Agents

How to test agents that take many steps: task suites, success criteria, trajectory review and regression testing.

Agent harnesses 1 min read 19 Sep 2025

Agent harnesses Guide · 1 min

Evaluation Harnesses for Language Models

The tooling that runs models against benchmarks and test sets: datasets, prompting, scoring and reporting.

Agent harnesses 1 min read 18 Sep 2025

Agent harnesses Guide · 1 min

Error Handling and Recovery in Agents

How agent harnesses cope when tools fail, models misbehave or tasks go wrong — retries, feedback and graceful stopping.

Agent harnesses 1 min read 17 Sep 2025

Agent harnesses Guide · 1 min

Observability for Agent Harnesses

Logging and tracing agents' steps, tool calls, costs and decisions so you can debug, audit and improve them.

Agent harnesses 1 min read 16 Sep 2025

Agent harnesses Guide · 1 min

Computer-Use Agents

Agents that operate graphical interfaces by viewing screenshots and controlling the mouse and keyboard: uses and precautions.

Agent harnesses 1 min read 15 Sep 2025

Agent harnesses Guide · 1 min

Coding Agent Harnesses

How coding agents work: reading code, editing files, running tests and commands, and the safeguards that make them useful.

Agent harnesses 1 min read 14 Sep 2025

Agent harnesses Guide · 1 min

Research Agent Harnesses

Agents that search, read and synthesise information from many sources, and how to keep their reports accurate.

Agent harnesses 1 min read 13 Sep 2025

Agent harnesses Guide · 1 min

Agent Harness Frameworks and SDKs

Choosing between building your own agent loop and using an SDK or framework, and what to look for.

Agent harnesses 1 min read 12 Sep 2025

Agent harnesses Guide · 1 min

Hooks and Extensibility in Agent Harnesses

Using hooks to run your own code at points in the agent loop: validating actions, formatting code and enforcing policy.

Agent harnesses 1 min read 11 Sep 2025

Agent harnesses Guide · 1 min

Planning in AI Agents

How agents break down complex tasks, track progress and adapt plans as they learn more.

Agent harnesses 1 min read 10 Sep 2025

Agent harnesses Guide · 1 min

Human-in-the-Loop Agent Design

Designing agents that work with people: checkpoints, clarifying questions, reviewable output and handing back control.

Agent harnesses 1 min read 9 Sep 2025

Agent harnesses Guide · 1 min

Cost and Latency in Agent Harnesses

Why agents can be expensive and slow, and how harness design keeps token usage and running time under control.

Agent harnesses 1 min read 8 Sep 2025