Latest Insights & Essays from Walter Reid


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The Three-Turn Problem: What Token Inequality Looks like in AI.

The Three-Turn Problem is a form of identity-based response stratification where the model silently allocates cognitive resources based on perceived status, not demonstrated need. The consequences are profound: The same question

Walter Reid’s Amazing STAR-based AI Prompt Using Claude.ai

Here’s a STAR-based AI prompt I ran on a fake product manager resume:🔗 Claude.ai: Improving Jamie’s Resume It didn’t just rewrite the bullets — it asked smart clarifying questions, identified

Expert Prompting and the MYTH about AI Consulting

The biggest myth in AI consulting? That typing “Act as a strategist. Create a SWOT.” is the same as delivering a strategy. It’s not. That’s just reading the dashboard lights. The real

VSCode and Cursor aren’t just for developers.

Cursor isn’t just for developers. I’ve been using it as a context vault for everything I’m building & writing…NOT just code. Outlines, characters, research all alive between sessions. No more context

How to Write a $180K marketing strategy for 6 business locations in your area

What makes it different: 🎯 Real market research (competitor analysis, customer demographics, local opportunities) ✅ Execution-ready plans (weekly milestones, owners, and budget by channel) 🔧 Industry-specific guidance tailored to your business type


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🌐 Official Site: walterreid.com – Walter Reid’s full archive of insight, essays, personal thoughts and portfolio

📰 Substack: designedtobeunderstood.substack.com – long-form essays on AI and trust

🪶 Medium: @walterareid – cross-posted reflections and experiments

💬 Reddit Communities:

r/AIPlaybook – Tactical frameworks & prompt design tools

r/BeUnderstood – AI guidance & human-AI communication

r/AdvancedLLM – CrewAI, LangChain, and agentic workflows

r/PromptPlaybook – Advanced prompting & context control

r/UnderstoodAI – Philosophical & practical AI alignment