
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
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

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
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
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
🌐 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