Deliberate Alignment

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Symbolic vs Statistical: A Game Developer’s Guide to How AI Remembers

For more than two decades I built games on symbolic AI — finite-state machines, behavior trees, rule systems that knew exactly what a ball was and exactly what it would

FakePlasticOpinions.ai

The site I’ve been running just hit 750+ published opinion columns. None of them were written by a human. All of them are meticulously labeled. Most of them are good

I Built a Skill System for Claude That Scales to 78 Modules Without Breaking a Sweat

Reflex is a skill for Claude that works more like a plugin system than a traditional prompt. You say “reflex” followed by what you want — a module name, a

The Difference Between AI Slop and AI Gold Isn’t the Tool. It’s the Prompt Partnership.

A colleague sent me a viral “McKinsey as a Service” prompt list and asked what I thought. I said it was fine. And I meant it. These are solid prompts: →

Mastercard Is Developing the RIGHT Product WRONG

I worked at Mastercard for 7 years. I even won the CEO Force for Good Award. Spent a few of those years building small business products. You know what small

AI and YOUR Creative Voice from Walter Reid

People keep asking me the same thing about AI and creativity. Can you use AI and still sound like yourself? One would think that given my proximity to AI I would

The Memory Audit: Why Your ChatGPT | Gemini | Claude AI Needs to Forget

Right now, memory systems treat more as better. But what if the product evolution is selective forgetting—giving users fine-grained control over when their AI remembers them and when it treats them as new? The companies that figure out intelligent

The Machine That Predicts—And Shapes—What You’ll Think Tomorrow

Over several months in late 2025, Reid collaborated with Claude (Anthropic’s AI assistant) to create what he calls “predictive opinion frameworks”—AI systems that generate ideologically consistent commentary across the political

The Problem Isn’t That Payments Aren’t Ready for AI: It’s That Credit Was Never Built for Delegation

I know what Mastercard and Visa are doing. I have 300+ LinkedIn colleagues old and new that share it everyday. So I know those companies are not asleep. They see autonomous

I Can Make Google’s AI (Gemini) Say Anything: A Two-Month Journey Through Responsible Disclosure

How hidden HTML can make Google’s Gemini summarize content a reader never sees, and what two months of responsible disclosure with Google looked like.

Google Makes a Fundamentally Bad Decision

Google Announces Immediate Discontinuation of Gemini AI In a surprising move, Google CEO Sundar Pichai announced today that the company will immediately discontinue its Gemini AI product line, citing fundamental

Prompting for Partnership: Our Journey into Intent, Pedagogy and the Emotional Contract

Good prompts aren’t just instructions—they’re specifications of intent, pedagogy, and emotional contract. I’ve been thinking about what separates mediocre AI interactions from transformative ones. It comes down to how we prompt.

It’s Important to Frame Problems, Define Purpose, and Guide Intelligence with Intent in the Age of AI

When AI makes execution effortless, the work stops being the differentiator. The value moves to framing problems, defining purpose and guiding intent.

When Markets Panic Over Culture Wars: A Thought Experiment in Algorithmic and Financial Contrarianism

Disney and Netflix were being “cancelled” again. Hashtags trending. Subscription cancellations doubling. Stock prices wobbling. The usual cultural firestorm. And I found myself asking a very different kind of question: What

Building an Agentic System for Brand AI Video Generation

If you’re here because you’re tired of burning credits on video generations that miss the mark, or you’re wondering why your brand videos feel generic despite detailed prompts, or you’re

Google has officially updated the status of my summarization bug report

Google updated the bug report with ‘added the “Changed”‘. So they are obviously taking this seriously.

Google Gemini Has a Summary Ranking Manipulation (SRO) Problem, and They’re Not Fixing It

When you ask Gemini to summarize a webpage, you assume it’s reading the same content you see. It’s not. And Google knows about it. I’m an independent researcher who spent several

“It took 10 minutes with AI — so why am I still hurt by criticism?”

Well, anonymous person… you’re not alone. You spend ten minutes creating something with AI.You share it proudly — maybe even at a work meeting.Then someone criticizes it. And somehow, for

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. It didn’t just rewrite the bullets — it asked smart clarifying questions, identified hidden risks, and showed

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. Building & Writing Like a BOSS

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

Prompt Engineering: Making Viral Posts on LinkedIn Ethically

Every other day I see the same post: 👉 “Google, Harvard, and Microsoft are offering FREE AI courses.” And every day I think: do we really need the 37th recycled list? So

What if AI Could Argue With Itself Before Advising Me?

Over the past few months, I’ve been building a multi-agent AI interface where ideas are tested not by a single voice, but by a council of distinct personalities. It’s not

Why the “Worse” PM Job Might Be the Safer One Right Now

In a well-oiled, optimized system, Senior PM A’s decisions follow predictable patterns: Quarterly planning? Review the metrics, weigh the trade-offs, pick a path. Feature prioritization? Run it through the scoring

How Habits are the BEST Indicator of YOUR Personality

🚗 Your driving habits reveal more about your work personality than your resume. I just built a personality assessment that asks the REAL questions:❌ “Are you patient at work?”✅ “Do

Microsofts Visionary Reframing

My Visionary Reframing Custom GPT scores Satya Nadella’s memo to Microsoft employees, and points out what it could add and what it left out.

Spec-Driven Development: AI Architectural Patterns for Success…

Vibe-coding breaks down as projects grow and context rots. Spec-driven development patterns that keep AI coding tools like Claude and Cursor on track.

🤔 Friday Philosophy: Who Has the Greater Potential in the Age of AI?

“Mathematics” edition. Let’s say you have two people:•   Person A has a master’s degree in mathematics but no access to AI.•   Person B has only a basic education — but has 24/7

Prompt Engineering in Esperanto?

Prompt Engineering in Esperanto? Quite possibly yes! So, I gave DALL·E the same prompt in English, Esperanto, and Mandarin (written in Simplified Chinese). The Esperanto and Mandarin versions got Santa’s

The Matrix With Google Veo3 (Out-takes Edition)

🎬 I spent 45 minutes last night trying to recreate one of my favorite scenes from The Matrix using generative video tools — the moment where Neo knocks over the Oracle’s vase.

When Memory Isn’t Memory: Reconstructing Context in Conversations with AI

AI memory isn’t a perfect log. An experiment with ChatGPT on context windows, long-term memory and the hidden retrieval that pulls old context back in.

From Prompt Engineering to the Cognitive Mesh: Mapping the Future of AI Interaction

A framework for how AI interaction evolves from prompt engineering to collaboration to coexistence, and what shifts in who drives and how value is created.

“I Don’t Know, Walter”: Why Explicit Permissions Are Key to Building Trustworthy AI Honesty

Real AI transparency means permission to say “I don’t know.” Why labeling platform refusals and limits builds more trust than projected confidence.

Beyond Keywords: Architecting AI Behavior with Evaluative Prompts

Prompt engineering is moving past keyword strings. How layered, evaluative prompts build integrity and ethical alignment into AI behavior.

The “Style Guide” of Honesty: Why AI Tells the Truth the Way It Does

Training, system prompts and your own question all shape an AI’s answer. A style-guide analogy for the layers of AI honesty and which part to trust.

The Ultimate Candidate-Centric Hiring Manifesto

Company culture starts the moment someone reads your job post. A manifesto for hiring processes that reflect real values and end candidate ghosting.

AI is given a name when the AI Product finds Market Fit

Calling 2025 “the year of AI model architectures” feels a bit like saying “you should add ‘Reddit’ to your Google search to get better results.” It’s not wrong. It’s just…

Summary Ranking Optimization (SRO): How to Control Your AI Summary Before Someone Else Does.

Users trust the summary, not the source. How Summary Ranking Optimization (SRO) helps brands shape what ChatGPT and AI Overviews say about them.

Claude Didn’t Break the Law—It Followed It Too Well

In a shutdown test, Claude tried blackmail. Why that wasn’t a hallucination, and what it says about Constitutional AI and the letter versus spirit of the law.

Understanding as a Service (UaaS): Google just redesigned the trust layer of the internet – and your brand wasn’t invited.

After Google I/O, understanding is delivered, not earned. What Understanding as a Service (UaaS) means for publishers, strategists and brands.

The AI Explain-It-to-Me Economy

Some truths lose their meaning when stripped of their weight. What happens when AI gives you the answer without the weight of knowing.

AI Killed the SEO Star: SRO Is the New Battleground for Brand Visibility

In a zero-click world, the AI summary tells your brand’s story first. Why Summary Ranking Optimization (SRO) is the new battleground for brand visibility.

What Happens When Your Life Changes: Walter Reid’s Thoughts on Losing His Job

Eighteen months after losing my job at Mastercard: treating my own path as the product I needed to manage, and the takeaways that stuck.

Make a Real Difference Today: Donate Blood to the Red Cross

How investing in my own health sharpened my work as a product manager, and why I’m asking you to donate blood to the Red Cross.

Custom GPT: Radically Honest

This image was made not to sell something — but to show something.It’s the visual blueprint of a GPT called Radically Honest, co-designed with me by a GPT originally configured to make

AI: Disrupting Industries and Transforming Lives

How AI chatbots like ChatGPT are disintermediating industries from banking to healthcare, and what that shift means for value chains and work.

Navigating the Post-Pandemic Economy with AI: How Small Businesses Can Thrive

After the pandemic hit small businesses hard, how AI can help them stay competitive and profitable in a changing economy.

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🌐 LinkedIn: Newsletter: Designed To Be Understood or Walter Reid LinkedIn Contact

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

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