Most posts in The Entity & Agent Lab should do one thing: Turn technical work into public proof. That means we do not just post “I built a thing.” We show the problem, explain the mechanism, and package the result into something useful outside the community. Use this structure when posting schema work, entity builds, agent workflows, prompt systems, code, automations, experiments, or technical SEO tests. Section A: The Problem Explain the problem in human terms. Use plain language. Assume the reader is smart but busy. Good prompts: - What were you trying to fix? - Who was this for? - What was broken, slow, confusing, or missing? - Why did this matter? Example: I needed a faster way to turn messy local business pages into clean entity profiles so they could support better internal links, local SEO pages, and public case study content. Section B: The Mechanism Show how it works. This is where you can include the technical pieces: - Schema - Entity map - Agent prompt - Automation flow - Code - Screenshots - Before/after crawl data - Tool stack - Mistakes or edge cases Keep it useful. Do not hide the mechanism behind vague language. Good format: 1. Input: What data or page did you start with? 2. Process: What did the system, agent, prompt, or workflow do? 3. Output: What changed, improved, or got produced? 4. Failure point: What broke, confused the agent, or still needs work? Section C: The Public Proof Asset End with a copy-ready asset that can become a LinkedIn post, X post, PDF note, client update, case study snippet, or sales proof. Use this block: I built [system/workflow/asset] to solve [plain-English problem]. The mechanism: [Briefly explain the schema, entity map, agent workflow, prompt, code, or process.] The proof: [Add screenshot, ranking movement, before/after example, output link, client result, or clear lesson.] Why it matters: [Explain why another SEO, business owner, or client should care.] Next step: [Ask a question, invite feedback, offer the template, or explain what you are testing next.]