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# Agents and harnesses

Design and operate systems that combine model decisions with tools.

- [Agent Design Patterns](/agents/agent-design-patterns/index.md) (510)

- [Harnesses And Frameworks](/agents/harnesses-and-frameworks/index.md) (4)

- [Tool Use And Mcp](/agents/tool-use-and-mcp/index.md) (36)

- [Coding Agents](/agents/coding-agents/index.md) (2)

- [Computer And Browser Use](/agents/computer-and-browser-use/index.md) (1)

- [Multi Agent Systems](/agents/multi-agent-systems/index.md) (2)

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

555 resources · page 8 of 18

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### [The New Skill in AI is Not Prompting, It's Context Engineering (Philipp Schmid)](/agents/agent-design-patterns/phil-schmid-context-engineering/index.md)

Creator not supplied; see original source.

Phil Schmid's post defining context engineering: giving a model the right information and tools in the right format.

Beginner–Intermediate · unknown · unknown resource · en 

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### [Claude prompt engineering overview](/agents/agent-design-patterns/prompt-engineering/index.md)

Creator not supplied; see original source.

Anthropic prompt engineering overview: when prompting is the right fix, with techniques and interactive tutorials for Claude.

Beginner–Intermediate · unknown · unknown resource · en 

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### [Replit docs: Build with Agent](/agents/agent-design-patterns/replit-build-with-agent/index.md)

Creator not supplied; see original source.

Replit guide to building with Agent: being specific, planning, adding context, testing and using checkpoints.

Beginner · unknown · unknown resource · en 

- 

### [roadmap.sh AI Engineer](/agents/agent-design-patterns/roadmap-sh-ai-engineer/index.md)

Creator not supplied; see original source.

roadmap.sh AI Engineer roadmap: step-by-step skill map for becoming an AI engineer.

Beginner · unknown · unknown resource · en 

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### [Trailhead: Sales Email Prompt Templates](/agents/agent-design-patterns/sales-prospecting-and-outreach-get-started-with-sales-email-prompt-templates/index.md)

Creator not supplied; see original source.

Salesforce Trailhead project on creating sales email prompt templates with Einstein AI.

Beginner–Intermediate · unknown · unknown resource · en 

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### [91% of Indian Sales Professionals Say AI Agents Are Mission-Critical (Salesforce)](/agents/agent-design-patterns/salesforce-india-91-of-indian-sales-professionals-call-ai-agents-mission-critica/index.md)

Creator not supplied; see original source.

Salesforce India press release (March 2026) on survey findings about Indian sales teams and AI agents.

Beginner · unknown · unknown resource · en 

- 

### [scikit-learn User Guide](/agents/agent-design-patterns/scikit-learn-user-guide/index.md)

Creator not supplied; see original source.

scikit-learn user guide: reference for classical ML algorithms, model selection and preprocessing with examples.

Beginner · unknown · unknown resource · en 

- 

### [Shopify Dev: Migrate from Storefront MCP](/agents/agent-design-patterns/shopify-migrate-from-storefront-mcp/index.md)

Creator not supplied; see original source.

Shopify documentation on migrating from the removed Storefront MCP tools to their replacements.

Beginner · unknown · unknown resource · en 

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### [SHRM: AI prompting guide for HR](/agents/agent-design-patterns/shrm-ai-prompting-guide-for-hr/index.md)

Creator not supplied; see original source.

SHRM guide with AI prompt templates for HR tasks.

Beginner · unknown · unknown resource · en 

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### [Not all AI-assisted programming is vibe coding (Simon Willison)](/agents/agent-design-patterns/simon-willison-not-all-ai-assisted-programming-is-vibe-coding/index.md)

Creator not supplied; see original source.

Simon Willison's post distinguishing vibe coding from responsible AI-assisted programming.

Beginner · unknown · unknown resource · en 

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### [Smithery docs](/agents/agent-design-patterns/smithery-docs/index.md)

Creator not supplied; see original source.

Smithery documentation: connecting agents to MCP tools and publishing servers on the Smithery registry.

Beginner · unknown · unknown resource · en 

- 

### [Unsloth docs](/agents/agent-design-patterns/unsloth-docs/index.md)

Creator not supplied; see original source.

Unsloth documentation: open-source framework for fine-tuning and running LLMs, with LoRA, QLoRA and RL guides.

Beginner–Intermediate · unknown · unknown resource · en 

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### [Unsloth: Fine-tuning LLMs Guide](/agents/agent-design-patterns/unsloth-fine-tuning-llms-guide/index.md)

Creator not supplied; see original source.

Unsloth beginner guide to fine-tuning LLMs: basics, dataset preparation and best practices.

Beginner–Intermediate · unknown · unknown resource · en 

- 

### [US Chamber: Impact of Technology on Small Business Report 2024](/agents/agent-design-patterns/us-chamber-impact-of-technology-on-small-business-report-2024/index.md)

Creator not supplied; see original source.

US Chamber of Commerce Impact of Technology on U.S. Small Business report (2024), including AI adoption data.

Beginner · unknown · unknown resource · en 

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### [New Study Reveals Nearly All U.S. Small Businesses Leverage AI-Enabled Tools (US Chamber of Commerce)](/agents/agent-design-patterns/us-chamber-nearly-all-us-small-businesses-use-ai-enabled-tools-2025/index.md)

Creator not supplied; see original source.

US Chamber of Commerce study (2025) on small businesses' use of AI-enabled tools.

Beginner · unknown · unknown resource · en 

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### [SourceCraft Code Assistant](/agents/agent-design-patterns/yandex-code-assistant/index.md)

Creator not supplied; see original source.

SourceCraft documentation for Code Assistant (formerly Yandex Code Assistant), a coding plugin for VS Code and JetBrains IDEs (in Russian).

Beginner · unknown · unknown resource · ru 

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### [Указ Президента РФ от 15.02.2024 N 124](/agents/agent-design-patterns/124-15-02-2024-amendment-to-decree-490-legalacts-ru/index.md)

Creator not supplied; see original source.

legalacts.ru text of Russian Presidential Decree No. 124 of 2024 amending the National AI Development Strategy.

Intermediate · unknown · unknown resource · ru 

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### [Указ Президента РФ от 10.10.2019 N 490](/agents/agent-design-patterns/490-10-10-2019-legalacts-ru/index.md)

Creator not supplied; see original source.

legalacts.ru text of Russian Presidential Decree No. 490 of 2019 establishing the National AI Development Strategy.

Intermediate · unknown · unknown resource · ru 

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### [A2A docs: A2A and MCP](/agents/agent-design-patterns/a2a-a2a-and-mcp/index.md)

Creator not supplied; see original source.

A2A documentation explaining how the Agent2Agent protocol and the Model Context Protocol differ and complement each other.

Intermediate · unknown · unknown resource · en 

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### [ABA Formal Opinion 512 explainer (NCBE, The Bar Examiner)](/agents/agent-design-patterns/aba-formal-opinion-512-explainer-ncbe-the-bar-examiner/index.md)

Creator not supplied; see original source.

The Bar Examiner article explaining ABA Formal Opinion 512 on lawyers' duties when using generative AI.

Intermediate · unknown · unknown resource · en 

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### [Semantic Scholar Academic Graph API](/agents/tool-use-and-mcp/academia-literature-review/index.md)

Creator not supplied; see original source.

Semantic Scholar Academic Graph API: programmatic access to papers, authors and citations.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Elicit: Conducting a systematic review using the guided workflow](/agents/agent-design-patterns/academic-systematic-literature-review-conducting-a-systematic-review-using-elici/index.md)

Creator not supplied; see original source.

Elicit Help Center article on running a systematic literature review with Elicit's guided workflow (moved to a newer guide).

Intermediate · unknown · unknown resource · en 

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### [FAQ about AI-generated alt text (Microsoft Support)](/agents/agent-design-patterns/accessible-publishing-image-alt-text-generation-frequently-asked-questions-about/index.md)

Creator not supplied; see original source.

Microsoft Support FAQ on AI-generated alt text for images in Microsoft 365 apps.

Intermediate–Advanced · unknown · unknown resource · en 

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### [The Code Agent Orchestra (Addy Osmani)](/agents/agent-design-patterns/addy-osmani-the-code-agent-orchestra/index.md)

Creator not supplied; see original source.

Addy Osmani essay on coordinating teams of AI coding agents, from subagents to orchestration.

Intermediate · unknown · unknown resource · en 

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### [AG-UI](/agents/agent-design-patterns/ag-ui/index.md)

Creator not supplied; see original source.

AG-UI documentation: event-based protocol connecting agent backends to user-facing frontends.

Intermediate · unknown · unknown resource · en 

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### [Agent Client Protocol (ACP)](/agents/agent-design-patterns/agent-client-protocol-acp/index.md)

Creator not supplied; see original source.

Agent Client Protocol site: JSON-RPC standard connecting code editors to coding agents, similar to LSP for language servers.

Intermediate · unknown · unknown resource · en 

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### [Agent Framework: migrate from AutoGen](/agents/agent-design-patterns/agent-framework-migrate-from-autogen/index.md)

Creator not supplied; see original source.

Microsoft guide for migrating code from AutoGen to the Microsoft Agent Framework Python SDK.

Intermediate · unknown · unknown resource · en 

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### [Agent Skills docs: Best practices](/agents/agent-design-patterns/agent-skills-best-practices/index.md)

Creator not supplied; see original source.

Agent Skills best-practices guide for writing skills with domain-specific context, plus evaluation and description tips.

Intermediate · unknown · unknown resource · en 

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### [Agent2Agent Protocol](/agents/agent-design-patterns/agent2agent-protocol/index.md)

Creator not supplied; see original source.

Agent2Agent (A2A) protocol documentation: open specification and SDKs for communication between AI agents.

Intermediate · unknown · unknown resource · en 

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### [GigaChain agent cookbook](/agents/tool-use-and-mcp/ai-forever-gigachain-cookbook/index.md)

by [GigaChain / ai-forever](https://github.com/ai-forever/gigachain)

Russian notebooks connect GigaChat to typed functions, retrieval and MCP tools.

Intermediate · RU · open resource · ru 

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### [@aiatmeta](/agents/agent-design-patterns/aiatmeta/index.md)

Creator not supplied; see original source.

X account of AI at Meta (@AIatMeta), Meta's channel for AI research and model announcements.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Aider documentation](/agents/agent-design-patterns/aider-documentation/index.md)

Creator not supplied; see original source.

Aider documentation: open-source AI pair-programming tool that edits code in a local git repo from the terminal.

Intermediate · unknown · unknown resource · en 

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