---
id: "/levels/advanced/"
title: "Advanced AI resources"
creator: null
url: "https://skillissue.dev/levels/advanced/"
level: null
category: null
models: null
source_date: null
date_added: null
---

# Advanced AI resources

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

14 resources

## Agents and harnesses

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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

## Prompting

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### [Prompt Engineering](/e/lilianweng-prompt-engineering/index.md)

by [Lilian Weng](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/)

Dense, research-backed survey of prompting methods with citations.

Advanced · any · 2023-03-15

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### [The Prompt Report: A Systematic Survey of Prompt Engineering Techniques](/e/schulhoff-the-prompt-report/index.md)

by [Sander Schulhoff et al.](https://arxiv.org/abs/2406.06608)

A broad research taxonomy for comparing prompting techniques and finding their sources.

Advanced · any · 2024-06-06

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### [Self-Consistency Improves Chain of Thought Reasoning in Language Models](/e/wang-self-consistency/index.md)

by [Xuezhi Wang et al.](https://arxiv.org/abs/2203.11171)

Sample several reasoning paths and take the majority answer.

Advanced · any · 2022-03-21

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### [Chain-of-Thought Prompting Elicits Reasoning in Large Language Models](/e/wei-chain-of-thought-prompting/index.md)

by [Jason Wei et al.](https://arxiv.org/abs/2201.11903)

Early research on using worked reasoning examples to improve performance on reasoning tasks.

Advanced · any · 2022-01-28