---
id: "/agents/"
title: "Agents and harnesses"
creator: null
url: "https://skillissue.dev/agents/"
level: null
category: null
models: null
source_date: null
date_added: null
---

# Agents and harnesses

[Beginner](/agents/beginner/index.md) [Intermediate](/agents/intermediate/index.md) [Advanced](/agents/advanced/index.md) [Expert](/agents/expert/index.md)

26 resources

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### [AGENTS.md](/e/agentsmd-agents-md/index.md)

by [AGENTS.md (multi-vendor open format)](https://agents.md/)

Open format for a repo instruction file that coding agents read.

Beginner · any · date not stated

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### [Building Effective AI Agents](/e/anthropic-building-effective-agents/index.md)

by [Anthropic](https://www.anthropic.com/engineering/building-effective-agents)

Workflows vs agents and the core patterns; argues to start simple. Readable without code.

Beginner · any · 2024-12-19

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### [AI Agents Course](/e/hf-ai-agents-course/index.md)

by [Hugging Face](https://huggingface.co/learn/agents-course/unit0/introduction)

Free course from 'what is an agent' to building one.

Beginner · any · date not stated

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### [A practical guide to building agents (PDF)](/e/openai-practical-guide-to-building-agents/index.md)

by [OpenAI](https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf)

Plain-language foundations: when to build an agent, orchestration, guardrails.

Beginner · any · date not stated

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### [Equipping agents for the real world with Agent Skills](/e/anthropic-agent-skills/index.md)

by [Anthropic](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)

Packaging instructions and scripts as loadable skills.

Intermediate · claude · 2025-10-16

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### [Best practices for Claude Code](/e/anthropic-claude-code-best-practices/index.md)

by [Anthropic](https://code.claude.com/docs/en/best-practices)

Concrete coding-agent workflow habits: plan, verify, manage context.

Intermediate · claude · date not stated

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### [Effective context engineering for AI agents](/e/anthropic-effective-context-engineering/index.md)

by [Anthropic](https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents)

Treats context as a finite budget: compaction, notes, sub-agents.

Intermediate · any · 2025-09-29

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### [12-Factor Agents](/e/humanlayer-12-factor-agents/index.md)

by [HumanLayer (Dex Horthy)](https://github.com/humanlayer/12-factor-agents)

Principles for agents that hold up in production.

Intermediate · any · date not stated

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### [Agents](/e/huyenchip-agents/index.md)

by [Chip Huyen](https://huyenchip.com/2025/01/07/agents.html)

Long-form essay on tools, planning, failure modes and evaluating agents.

Intermediate · any · 2025-01-07

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### [LLM Powered Autonomous Agents](/e/lilianweng-llm-powered-autonomous-agents/index.md)

by [Lilian Weng](https://lilianweng.github.io/posts/2023-06-23-agent/)

Classic overview of planning, memory and tool use in agents.

Intermediate · any · 2023-06-23

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### [Model Context Protocol docs](/e/mcp-model-context-protocol-docs/index.md)

by [MCP project](https://modelcontextprotocol.io/)

The spec and docs for connecting tools and data to agents.

Intermediate · any · date not stated

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### [OpenAI Agents SDK](/e/openai-agents-sdk/index.md)

by [OpenAI](https://openai.github.io/openai-agents-python/)

Lightweight framework: handoffs, guardrails, tracing.

Intermediate · gpt · date not stated

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### [Context Engineering for Agents](/e/rlancemartin-context-engineering-for-agents/index.md)

by [Lance Martin](https://rlancemartin.github.io/2025/06/23/context_engineering/)

Write/select/compress/isolate taxonomy of context strategies.

Intermediate · any · 2025-06-23

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### [Effective harnesses for long-running agents](/e/anthropic-effective-harnesses-long-running-agents/index.md)

by [Anthropic](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents)

Harness design for agents that work across many context windows.

Advanced · claude · 2025-11-26

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### [How we built our multi-agent research system](/e/anthropic-multi-agent-research-system/index.md)

by [Anthropic](https://www.anthropic.com/engineering/multi-agent-research-system)

Real production lessons on orchestrator/sub-agent design and its costs.

Advanced · claude · 2025-06-13

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### [Writing effective tools for AI agents](/e/anthropic-writing-tools-for-agents/index.md)

by [Anthropic](https://www.anthropic.com/engineering/writing-tools-for-agents)

How to design, evaluate and improve the tools an agent calls.

Advanced · any · 2025-09-11

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### [Context Rot: How Increasing Input Tokens Impacts LLM Performance](/e/chroma-context-rot/index.md)

by [Chroma](https://www.trychroma.com/research/context-rot)

Measures how output quality drops as input length grows.

Advanced · any · date not stated

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### [Don't Build Multi-Agents](/e/cognition-dont-build-multi-agents/index.md)

by [Cognition](https://cognition.com/blog/dont-build-multi-agents)

The counter-argument: context sharing beats splitting work across agents.

Advanced · any · 2025-06-12

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### [Context Engineering for AI Agents: Lessons from Building Manus](/e/manus-context-engineering-lessons/index.md)

by [Manus](https://manus.im/blog/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus)

KV-cache-aware design, file system as memory, keep errors in context.

Advanced · any · date not stated

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### [MCP reference servers](/e/mcp-reference-servers/index.md)

by [MCP project](https://github.com/modelcontextprotocol/servers)

Reference implementations to learn MCP server design from.

Advanced · any · date not stated

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### [OpenHands](/e/openhands-openhands/index.md)

by [OpenHands (All Hands AI)](https://github.com/OpenHands/OpenHands)

Open-source coding-agent platform worth reading as a reference harness.

Advanced · any · date not stated

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### [The lethal trifecta for AI agents](/e/willison-lethal-trifecta/index.md)

by [Simon Willison](https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/)

A defensive framework for recognizing risky combinations of agent capabilities and untrusted inputs.

Advanced · any · 2025-06-16

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### [Design Patterns for Securing LLM Agents against Prompt Injections](/e/willison-prompt-injection-design-patterns/index.md)

by [Simon Willison](https://simonwillison.net/2025/Jun/13/prompt-injection-design-patterns/)

Summary of a paper's defensive agent architectures.

Advanced · any · 2025-06-13

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### [Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection](/e/greshake-indirect-prompt-injection/index.md)

by [Kai Greshake et al.](https://arxiv.org/abs/2302.12173)

Foundational public research on indirect prompt injection. Linked only; no payloads reproduced.

Expert · any · 2023-02-23

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### [SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering](/e/yang-swe-agent/index.md)

by [John Yang et al.](https://arxiv.org/abs/2405.15793)

Research on how the agent-computer interface influences software-engineering performance.

Expert · any · 2024-05-06

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### [ReAct: Synergizing Reasoning and Acting in Language Models](/e/yao-react/index.md)

by [Shunyu Yao et al.](https://arxiv.org/abs/2210.03629)

Research on combining reasoning with environment actions, a useful reference for agent-loop design.

Expert · any · 2022-10-06
