CommonLab — the AI agent learning workspace

A controlled workspace for every learner.

Bring your curriculum — CommonLab provides the guided sandbox where learners build, run, observe, and debug real AI agents, safely and step by step.

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Guided stepsPermissioned toolsObservable runs

Take a look — the guided sandbox

CommonLab · Guided sandbox

Research Scout

Lesson 4 · Agent basics

Agent name

Research Scout

Role

Finds and summarizes sources for a topic brief

Personality

CuriousPreciseCites sources
1/6

Give your agent an identity

Every learner starts from a lesson template — a name, an avatar, and a clear role.

Guided sandbox workflow

Learners practice in a controlled environment before touching real tools.

Each learner gets an isolated workspace with only the tools their educator allows. They build an agent from a lesson template, run it against sample data, and review every step it took.

01

Build

Create an agent from a lesson template with guided steps.

02

Run

Test it live with permitted tools and sample data.

03

Review

Inspect logs, tool calls, and outputs — then iterate.

Isolated workspaces

Separate practice environments for every learner and cohort.

Observable runs

Every task, log, tool call, and output can be replayed and reviewed.

Teaching guardrails

Limit tools, reset practice spaces, and review attempts.

Multi-agent practice

Teach coordination, delegation, and collaboration patterns.

For educators

Bring your curriculum. CommonLab provides the learning workspace.

You focus on what to teach. CommonLab handles the environments, the guardrails, and the guided practice around it.

Open educator console

Publish public or private courses

Author guided sandbox activities with step-by-step walkthroughs

Run 4 to 6 week cohorts or self-paced programs

Attach daily skill badge challenges to course concepts

Track enrolment, progress, and completion

Create templates for agents, tools, and workflows

Around the workspace

A clear path from concepts to badges to shipped work.

Structured courses

Self-paced lessons, live cohorts, projects, and assessments — all built around sandbox practice.

Browse courses

Daily skill badges

Short daily challenges learners can finish, streak, and proudly collect.

Explore skills

Builder quests

Turn learning into prototypes, hackathons, build nights, demos, and startup pathways.

See quests

Featured courses

Start with a structured path.

Browse all courses
Live cohortKsh 12,000

AI Quick Wins for Leaders

Practical AI workflows that save time, connect your tools, and help you build your first useful automation or agent.

Starts 11 June 2026

Weekly live classes on Thursdays at 7:00 PM EAT for four weeks. The 24 lessons are the course content library; live classes are cohort sessions for walkthroughs, discussion, and support.

4 modules24 lessons4 weeks
Self-paced$99

Fundamentals of AI Agents

Build intelligent, autonomous agents from the ground up.

6 modules28 lessons8 hours
Self-pacedFree

AI Fluency Starter

Learn the core language of LLMs, AI agents, tools, APIs, MCP, memory, and workflows.

Weekly Thursdays

3 modules17 lessons6 daily challenges

Skill paths

Earn AI fluency one daily badge at a time.

View all skills

AI Fluency Starter

Make Sense of AI

6 days

Build a practical mental model of LLMs and AI agents: what they are, how they act, how tools connect them to the world, and how to design useful autonomy.

Start the path
Creating an AI Agent

AI Fluency Starter

Creating an AI Agent

5 days

By the end, you will understand the parts of an AI agent and create one in the CommonLab agent sandbox.

Start the path
Make Your Agent Powerful

AI Fluency Starter

Make Your Agent Powerful

6 days

By the end, you will know how scheduled tasks, workflow automation, memory, and agent computers make agents more useful.

Start the path
Get started

Give your learners a safe place to master AI agents.

Create free account Teach with CommonLab

Every run stays observable, replayable, and reviewable.