Skip to content
Agentic Levels

Everything starts here.

GuestLocal progress only
PreferencesSign in
01Start with one taskBest first move for beginners.02Check your LevelMeasure where you are.03Score an AI resultFind the habit to practice first.04Return to Your WorkScores, links, and checkpoints.
Start here

Begin

HomeThe main entry point.New to AIStart with one useful task.
Know where you are

Measure

Check your LevelUse this after you have tried AI.Fluency ScoreScore an AI result you can review.
Build the habit

Learn

LevelsLessonsTracks
Find the reference

Library

PromptsReferenceResourcesCompare Tools
Turn it into work

Apply

Your Next MoveChoose what AI should change next.Tool SetupGet the tools ready.
Come back later

Return

Your WorkScores, links, and checkpoints.My PathContinue from your level.Updates
Site

Site

PricingAboutFAQ & FeedbackPreferences

© 2026 Fuentes Studio

Privacy·Terms
yourCouncil
Ready to help
✦

What do you want to understand?

Ask anything about what you're learning.

6

Compounding Engineering

Every session gets better than the last.

🔗
Context optimization → capability expansion

🎯 WHAT CHANGES BY THE END

You'll show, with actual numbers, that your sessions are getting more efficient over time. Acceptance rate going up. Iteration count going down. The system is compounding, not just habitual.

🙋 THIS IS YOU IF

  • ✓CLAUDE.md is a living document. You update it after every significant session, not when you remember to
  • ✓The post-session codify step is automatic. It happens before you close the terminal
  • ✓When the model fails, your instinct is to write a rule, not to blame the model
  • ✓Your docs/ folder is something the agent can navigate without you explaining where things are

💡 WHAT WE'LL UNTANGLE

  • Your rules are strong and the model repeats old mistakes less often, but it still hits a ceiling on what it can actually do
  • Complex workflows require you to be present and guide each step
  • Nothing validates the agent's output except you. There's no automated feedback loop yet
← PreviousLevel 5: Context ScalingNext →Level 7: MCP & SkillsLevel 8 is where you leave a task running and come back to a completed diff.