Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.

If you want to drop this in the Skool community and actually get the attention of the high-level engineers, you need to lead with a pattern interrupt. These guys see "How to prompt" posts all day—you need to tell them why their current workflow is about to hit a ceiling. Here is the exact post I would write for you: Headline: Vibe Coding is the new "Technical Debt." It’s time to talk about SDD. We’ve all seen the magic. You vibe with Claude or Cursor, you prompt your way into a working MVP in three hours, and it feels like we’ve conquered the world. But there’s a wall coming for all of us. Once your project hits 5,000+ lines of code or requires complex state management, "vibing" starts to fail. The AI begins to loop, it hallucinations your file structure, and you spend more time "fixing the fix" than building features. The elite 1% of AI Engineers are moving toward Spec-Driven Development (SDD). The SDD Framework (How the Pros are building now): Instead of jumping straight to the prompt, you insert a "Contract Phase" using two specific files in your root directory: 1. spec.md: The "Source of Truth." This isn't just a prompt; it’s a rigorous definition of every user journey and data model. 2. plan.md: The "Execution Guardrails." This tells the AI exactly how to implement the spec, defining the file structure and API contracts before it writes a single const. Why this is your new "Moat": In a world where everyone can "vibe code," the code itself is a commodity. Your value as an AI Engineer in 2026 isn't your ability to prompt—it’s your ability to Architect. • Determinism: SDD stops the AI from guessing. • Context Management: By referencing a central spec, you keep the "God Object" in the AI's head consistent. • Scale: This is how you move from "cool demo" to "enterprise-grade SaaS." Stop prompting. Start Architecting. Check out this InfoWorld breakdown on why this shift is happening: https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development-how-to-choose.html