adongwanai/AgentGuide

https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习｜数据合成

What it solves

AgentGuide is a comprehensive, career-oriented learning resource designed to help developers and researchers transition into AI Agent roles. It addresses the fragmentation of AI learning materials by providing a structured path from basic concepts to job-ready portfolios, specifically distinguishing between the requirements for AI Algorithm Engineers and AI Development Engineers.

How it works

The project organizes a vast array of curated resources—including courses, papers, and tutorials—into a systematic 6-step journey: identifying a target role, understanding job-hunting methodologies, following a role-specific learning roadmap, building practical projects, studying technical details, and preparing for interviews. It emphasizes a "Build > Learn" philosophy, encouraging users to create tangible demos and personal brands to stand out in a competitive job market.

Who it’s for

  • Aspiring AI Agent Algorithm Engineers focused on research and innovation.
  • Aspiring AI Agent Development Engineers focused on system architecture and business implementation.
  • LLM application developers looking to move beyond simple API calls to complex agentic systems.
  • Students or professionals preparing for interviews at major AI companies.

Highlights

  • Role-Specific Roadmaps: Separate learning paths for algorithm-focused (10-15 weeks) and development-focused (8-12 weeks) tracks.
  • Career-Centric Approach: Includes a 1-2-5 job-hunting framework and specific guidance on how to describe projects on a resume for maximum impact.
  • Comprehensive Tech Stack: Covers Agent Loops, LangGraph, MCP, Context Engineering, RAG/Multimodal RAG, and Post-training (SFT, DPO, GRPO).
  • Interview Preparation: Provides a bank of 1,500+ interview questions and real-world experience reports from top companies.
  • Practical Project Guidance: A 5-step methodology for landing projects that are "resume-worthy," focusing on evaluation and ablation studies.