AgentWay.dev

From using agents to
building a credible PoC

For full-stack engineers turning agent experiments into team workflows

A guided path from agent loop to tools, memory, evals, and production

See full curriculum

Demand Signals

Agent skills are becoming real engineering requirements

Public roles show the shift from AI usage to agent delivery

Amazon

Public role
Agent / AI engineering
Global
View signal →

Apple

Public role
AI agent engineering
Global
View signal →

Binance

Public role
LLM + agent engineering
Asia
View signal →

ByteDance

Public role
Agent engineering
Asia
View signal →

Tencent

Public role
Agent engineering
Global
View signal →

Core map

4 stages for your first credible agent PoC

End with capstones for a framework, team workflow, and harder system trade-offs

4
Core stages
Suggested route, skippable when needed
13
Core paths
A capability map from basics to delivery
3
Capstones
From frameworks to real workflows to harder system trade-offs

Why AgentWay?

Free resources help you explore; AgentWay gives you a path

From scattered learning to PoC

Stop jumping between docs, repos, and videos; build the full picture first

Specials for the hard parts

Return for RAG, serving, security, SFT, graph systems, and multimodal agents

Scattered learning vs. a path to a PoC

Free resources

AgentWay

Good for explorationOrganized around the first PoC
Hard to turn into deliveryExercises tied to real systems
Production gaps appear lateSpecials cover the hard parts
3 core stages + 1 topic set·3 capstones·6 Specials
18 total paths·167 Flashcards

Six Specials for production bottlenecks

Use these when RAG, fine-tuning, serving, or security becomes the bottleneck

Advanced depth

Industrial RAG

For the problems that appear after the PoC starts working

Advanced depth

SFT for Agents

For the problems that appear after the PoC starts working

Advanced depth

LLM Serving

For the problems that appear after the PoC starts working

Advanced depth

Agent Security

For the problems that appear after the PoC starts working

Advanced depth

KG & GraphRAG

For the problems that appear after the PoC starts working

Advanced depth

Multimodal & GUI Agents

For the problems that appear after the PoC starts working

6 paths for retrieval, serving, security, graph systems, and multimodal interfaces

Remember it, then use it

Chat, flashcards, and progress tracking keep the work moving

Agent Case Studies

Study strong agents and move from user to builder

Start building

Choose the core path and start your first credible agent PoC

Start learning