Fundraising & Investment Strategy

Muhammad Ayub
Thursday, November 28, 2024
Your Full Roadmap to Agentic AI, Simplified and Actionable
I put together a complete set of resources for anyone who wants to understand, design, and build agentic-AI systems. This is the most practical, link-first roadmap I’ve seen for founders, operators, educators, and non-technical builders.
It includes repositories, guides, books, papers, and beginner-friendly tools that make it possible to build agents without being an engineer.
Here’s my curated list
Repos
GenAI Agents – https://github.com/NirDiamant/GenAI_Agents
Microsoft’s AI Agents for Beginners – https://github.com/microsoft/ai-agents-for-beginners
Prompt Engineering Guide – https://github.com/dair-ai/Prompt-Engineering-Guide
Guides
Google’s Agent Whitepaper – https://ia800601.us.archive.org/15/items/google-ai-agents-whitepaper/Newwhitepaper_Agents.pdf
Google’s Agent Companion – https://davidmerzel.com/wp-content/uploads/2025/05/1746069234054.pdf
Books
Understanding Deep Learning – https://opentechbook.com/book/understanding-deep-learning/
Papers
Generative Agents – https://arxiv.org/abs/2304.03442
Courses
Hugging Face Agents Course – https://huggingface.co/learn/agents-course/unit0/introduction
Anthropic MCP – https://learn.deeplearning.ai/courses/mcp-build-rich-context-ai-apps-with-anthropic/
Beginner-Friendly / No-Code Tools
Meta Agents Research Environments (ARE) – https://github.com/facebookresearch/meta-agents-research-environments
No-Code AI Agent Builders – https://www.lindy.ai/blog/no-code-ai-agent-builder
Simple guide to building AI agents without code – https://blog.getodin.ai/how-to-build-no-code-ai-agents/
Frameworks & low-code agent toolkits – https://www.aiagenttoolkit.xyz/t/frameworks
Beginner tutorial for non-technical builders – https://www.leanware.co/insights/how-to-build-ai-agents-for-beginners
Why this roadmap matters
Agentic AI is moving fast, but it doesn’t need to be overwhelming. With the right mental models and tools, founders and operators can start building meaningful systems today — without deep technical backgrounds.
Use it, save it, and share it with anyone exploring agentic AI.
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