THE AGENT SPECTRUM

From readiness
to agent systems.

Check your prerequisites, learn the basics, then build reliable agents and coordinated systems.

Practical AI talent

Check your prerequisites, learn the basics, then build reliable agents and coordinated systems.

We help Arab builders develop the skills to create useful agent services and small, productive companies.

Prerequisites

Knowledge you must already have before joining. These are entry requirements, not lessons we teach.

Explain a task and its inputs

Define a correct result

Make a small webpage change

Basics

Understand the tools and systems behind agents. Build and deploy a small app that uses a model or a tool.

Publish a working app

Connect a model or tool

Debug and test outcomes

Advanced

Build one reliable agent, then loops, a complete service, and coordinated agents. Improve the system through measured experiments.

Deploy a complete agent service

Coordinate agents and recover failures

Demonstrate measured improvement

/ the three tracks

Everything maps
to a track.

Every video, thread, newsletter, discussion, or resource should support the goal of enabling 100 high-productivity micro-startups.
01

Prerequisites

Knowledge you must already have before joining. These are entry requirements, not lessons we teach.

Covers

  • HTML, CSS & JavaScript
  • Express an idea clearly
  • Web versus mobile
  • Break a task into steps
  • Programming literacy
  • Check the result
02

Basics

Understand the tools and systems behind agents. Build and deploy a small app that uses a model or a tool.

Covers

  • Prompts & context
  • Local & remote development
  • Git & GitHub
  • Frontend, backend & data
  • Models, tools & agents
  • Skills & hooks
  • APIs & structured data
  • Deploy, debug & evaluate
03

Advanced

Build one reliable agent, then loops, a complete service, and coordinated agents. Improve the system through measured experiments.

Covers

  • A single agent
  • Agent loops
  • A complete service
  • Coordinated agents & swarms
  • Reliability & evaluation
  • Measured self-improvement
  • Recursive improvement: experimental
/ mission

AI talent.
Built through practice.

Our ambition remains 100 small Arab companies. The path starts with people who can build, deploy, evaluate, and improve agent systems.
1–10
People per company
TEAM MODEL
$10M+
Revenue ambition
REVENUE AMBITION
10k
Micro-startups
MICRO-STARTUPS
01

Build useful services

Build useful AI agents, turn ideas into services, and share what works with a community of Arab builders.

02

Share your experience

Publish experiments and lessons from real projects.

03

Get expert input

Discuss your next agent project with the team.

Part of 10claws