This is not a prompt tricks group. This is a working lab for people who want to build AI systems that behave reliably under constraint. Here, we focus on: - How LLMs actually work - Prompt architecture, not templates - Constraints, evaluation, and recursion - Designing agents and workflows that execute, not hallucinate You are expected to: - Show your work - Share failures as well as successes - Ask concrete questions - Treat AI engineering as a discipline You are not expected to: - Already be an expert - Write production code on day one - Agree with everything said here Start with: 1. Community Rules 2. Lesson 0.2 – Setup Checklist 3. Foundations of Autonomous Intelligence Autonomous systems here mean goal-driven workflows under strict human-defined constraints. No hype. No prophecy. Just mechanics. Build carefully. Document clearly.Then iterate. ~ Dingo ~

**Copy this template and fill it out:** **Name:** [Your name or handle] **Background:** [What you do - developer, writer, entrepreneur, student, etc.] **AI Experience Level:** [ ] Complete beginner (never used AI beyond ChatGPT) [ ] Intermediate (built some prompts/workflows) [ ] Advanced (coding with APIs, building agents) **What I want to learn:** [Your biggest AI question or skill you want to master] **One task I want to automate forever:** [The specific thing you're tired of doing manually] **How I found this community:** [YouTube, Twitter, friend referral, etc.] --- **Welcome aboard. Let's build.**

This community runs on signal, not volume. Posts that help everyone learn tend to share three things:context, structure, and evidence. ✅ Good Posts Look Like This - A prompt, workflow, or agent with explanation - A question tied to a specific failure - A build log with what you tried, what broke, and why - A diagram, pseudocode, or short write-up of system behavior Example: “I tried a recursive evaluation loop with X constraint. It failed at step 3 because Y. Here’s the structure.” ❌ Posts That Don’t Belong Here - Screenshots with no explanation - “This blew my mind” reactions - Copy-paste outputs without analysis - Hype, prophecy, or vague claims about AI capability If it can’t be discussed technically, it doesn’t belong. 🧪 How to Ask for Help (Use This Format) When asking a question, include: 1. What you’re trying to build 2. What you expected to happen 3. What actually happened 4. What you’ve already tried This gets you real answers, fast. 🔁 Failure Is a Feature Posts about what didn’t work are encouraged.Clear failure logs help everyone level up. ⚙️ One Rule of Thumb If your post would make sense in a software engineering forum, it belongs here.If it sounds like a motivational quote, it doesn’t. Build carefully. Explain clearly.That’s how this place stays sharp. ~ Dingo ~