The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
I designed and built Agentic SDD AutoLearner, a 60-day hands-on learning system that teaches software engineers how to work with AI agents using Spec-Driven Development.
The project combines an AI tutoring protocol with executable tooling, persistent learning state, automated verification and phase-based assessments.
A core design principle is that the AI acts as the tutor, not the engineer. For most of the program, it can challenge and review a learner’s specifications, but it cannot write them. This forces the learner to develop the engineering judgment required to evaluate AI-generated work later.
I designed the system around:
• 6 progressive learning phases
• 14 executable labs and 14 written drills
• 122 automated checks
• 6 competency gates with open rubrics
• Persistent local progress tracking
• Spec-Driven Development workflows
• Claude Code integration
• A final capstone on a real repository
• Zero third-party runtime dependencies
The result is a fully local, executable learning system that goes beyond teaching prompts. It trains engineers to specify work, direct AI agents, review their output, verify results and measure the development cycle.
Built from concept, pedagogy and architecture through implementation, testing, packaging and commercial release.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Trending
retrofuturism
Share your favorite designs from the past exploring the distant future. Or your own take on the aesthetic 🚀
halftone
Dots. Texture. Grain. Let's see your designs using the halftone technique.
Midjourney
Creatives are showing off what they're making with Midjourney.
colorgrade
Video editors sound off: How do you enhance the mood of your video in color grading?
Related posts
Amazing work
Created AI Agent: This agent is useful for all business needs if you are running a local shop to a big enterprise business. This AI Agent will help you to solve your daily business operational needs.
Frontend using Framer Design and Backend Using Node.js (Claude.ai, Open AI)
What are your thoughts?
Great concept! Combining Framer with Node.js and AI models creates a strong foundation for building practical business automation. 🚀
I wanted my next framer template's portfolio showcase to have a standout interaction, not another flat slider.
That idea is now the hero: a carousel where every image bends on a cylinder as it moves. Perspective, velocity skew, a touch of chromatic distortion on the edges.
It's raw WebGL with the cylinder math written from scratch, no libraries. I didn't write any of it. I described the motion to Framer's agent, one prompt with my art direction, and it built the code component, wired it into the canvas, and exposed the motion as sliders: tilt, curve, skew strength, distortion, chroma, parallax.
My part was tuning those sliders until the motion felt right for the template, which took longer than the build itself.
The gap between an effect I can imagine and a component I can ship used to be "someday". Now it's an afternoon.
What's an effect you've wanted on your site but never built?
looks amazing!