·9 min read
Multimodal vs Text-Only AI Models: Which Helps Visualize Thinking Processes Better?
Text-only AI models are better for visualizing your thinking - and I say that knowing it sounds backward.
How To Think With Ai
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Ideas on thinking with AI, cognitive partnership, and building alone together.
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·10 min read
Should I Invest in Enterprise AI Thinking Tools Like Claude Opus for Business Workflows?
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How To Think With Ai
·10 min read
Best Book About Chain-of-Thought in AI Thinking: Essential Reads on Giving AI "Time to Think"
In 2022, a single eight-word phrase changed how researchers understood AI reasoning.
How To Think With Ai
·11 min read
Best Ways to Use AI for Hypothesis Testing in Thinking
Are you using AI to get answers, or to stress-test whether your answers are actually right?
How To Think With Ai
·11 min read
Can AI Teach Me Systems Thinking? Yes - Here's How It Actually Works
Are you wondering whether AI can actually help you think in systems, or whether it just hands you diagrams and definitions you could find in any textbook?
How To Think With Ai
·10 min read
LLMs vs Reinforcement Learning for Education Thinking: Duolingo BIRDBRAIN vs MATHia Compared
Are you trying to understand which AI approach actually works better for learning - the kind that adapts through feedback loops, or the kind that talks back?
How To Think With Ai
·9 min read
o3 High vs Claude Sonnet 4 Thinking 16k: Which Offers Better Value for AI Logic Tasks?
I ran the same proof-of-concept through both models last week.
How To Think With Ai
·9 min read
Should You Combine GPT-Style and Deep Research AI Models for Hybrid Thinking?
Seventy-three percent of knowledge workers using AI report that they default to a single model for every cognitive task - the equivalent of using a hammer to both frame a wall and do finish carpentry.
How To Think With Ai
·8 min read
Should I Pay for Premium AI Thinking Models Like o3-pro? A Value Assessment Based on Cost and ARC-AGI Performance
A friend of mine - a senior software architect - called me last month half-frustrated, half-delighted.
How To Think With Ai
·10 min read
Should I Use AI Thinking Models for Scenario Planning or Stick to Traditional Methods?
The war game had been running for six hours.
How To Think With Ai
·9 min read
What Algorithms Does AI Use for Thinking, and How to Them?
Most people are using AI wrong - and the reason is embarrassingly simple.
How To Think With Ai
·10 min read
What Techniques Make AI Think Like a Strategist?
The model gave me a plan. Bullet points, clean logic, reasonable steps. I read it twice and felt that familiar flatness - the sense that something important was missing, that the output was technically correct and strategically useless. So I changed the prompt. Not the task. The framing. I told the
How To Think With Ai
·8 min read
Best AI Prompts for Overcoming Cognitive Biases
A few months ago I watched a senior engineer kill a good idea.
How To Think With Ai
·9 min read
Best Book About Chain-of-Thought Prompting for Thinking With AI
Researchers at Google Brain found something strange in 2022: adding the phrase "Let's think step by step" to a prompt improved GPT-3's performance on grade-school math problems by over 40 percentage points.
How To Think With Ai
·8 min read
Best Book About How to Think With AI: The Top Recommended Book for Learning Human-AI Collaborative Reasoning
A few months ago, a product manager named Dmitri came to me frustrated.
How To Think With Ai
·9 min read
Best Book About Human-AI Decision-Making Comparisons for Daily Thinking
You're standing in a grocery store, paralyzed between two nearly identical yogurts.
How To Think With Ai
·8 min read
Best Book on AI Reasoning vs Non-Reasoning Models: Key Reads Explaining Structured Thinking Differences
Most people asking this question are looking for a reading list.
How To Think With Ai
·10 min read
Best Book on Types of AI Reasoning (Deductive vs Analogical) for Human-AI Collaboration
Fewer than 12% of knowledge workers can correctly name the type of reasoning their AI assistant uses when it makes a mistake - yet that distinction determines whether you catch the error or act on it.
How To Think With Ai
·9 min read
Best Course for Learning to Prompt AI Like a Reasoning Engine
My student typed the same question into ChatGPT seventeen times.
How To Think With Ai
·9 min read
Best Framework for Combining LLMs and Neural-Symbolic Models to Think with AI
A client of mine - senior engineer at a logistics firm - spent three months building a GPT-4 pipeline to flag regulatory exceptions in shipping manifests.
How To Think With Ai
·8 min read
Can AI Help Me Make Better Decisions? How AI Improves Human Judgment
You're about to accept a job offer. The salary is good, the role is exciting, and the deadline is tomorrow. Your gut says yes. Your spreadsheet says maybe. And somewhere between the two, you know you're probably missing something you can't quite name.
How To Think With Ai
·9 min read
Can AI Help with Metacognition? How to Prompt It Effectively
You're three hours into a problem you can't solve.
How To Think With Ai
·8 min read
Can You Simulate a Socratic Dialogue to Help Me Think Deeper?
And that's exactly when most people stop. Right at the moment of friction. The question gets hard, the answer feels uncertain, and the instinct is to move on. But Socrates stayed. He pushed. He asked the next question, and the one after that, until the person he was talking to realized they had been
How To Think With Ai
·9 min read
Claude Opus 4 vs o3-pro: Which Provides Better , Creative Responses in Enterprise Thinking Workflows?
**Claude Opus 4 wins this comparison for enterprise thinking workflows that require , creative responses - and it's not particularly close.**
How To Think With Ai
·9 min read
Claude Opus 4.1 vs OpenAI o4-mini: Which Excels at Long-Context AI Reasoning?
Picture this: you've fed a model the entire codebase, three months of Slack history, and a 400-page technical spec.
How To Think With Ai
·9 min read
How to Brainstorm Ideas Using AI Prompts (Without Outsourcing Your Thinking)
And that's the moment most people get it wrong.
How To Think With Ai
·8 min read
How AI Can Assist in Lateral Thinking for Real Creative Breakthroughs
A product manager I know - sharp, experienced, genuinely good at her job - spent three weeks trying to redesign her team's onboarding process.
How To Think With Ai
·9 min read
How AI Can Enhance Your Focus and Productivity Thinking
Last year I lost three hours to a document I was supposed to finish in forty minutes.
How To Think With Ai
·10 min read
How AI Can Help You Overcome Cognitive Biases in Thinking
Knowing about a cognitive bias does not protect you from it.
How To Think With Ai
·8 min read
How AI Can Sharpen Your Critical Thinking - If You Stop Using It Correctly
Most people using AI to think better are training themselves to think less.
How To Think With Ai
·9 min read
How to Use AI to Map Out Your Thought Process Visually
You've already tried once. Maybe you opened a blank mind-mapping tool, stared at the center node, typed something like "my career goals," and then watched yourself produce a tidy hierarchy that looked organized but felt completely wrong - like a floor plan for a house you'd never actually live in. T
How To Think With Ai
·8 min read
How to Combine Your Intuition With AI Analysis for Better Decisions
A product manager I know - Sasha, at a mid-sized SaaS company - had a candidate in front of her who looked perfect on paper.
How To Think With Ai
·8 min read
How to Prompt AI to Challenge Your Assumptions Effectively (And Why You Probably Won't Like It)
Most people use AI to confirm what they already think.
How To Think With Ai
·10 min read
How Do I Prompt AI to Simulate Debates for Better Ideas?
Are you trying to think through a decision and finding that every AI response just agrees with you?
How To Think With Ai
·9 min read
How Do I Think Step-by-Step Using ChatGPT? A Practical Guide to Structured AI Reasoning
Are you staring at ChatGPT wondering why your answers keep coming back shallow, vague, or just slightly wrong?
How To Think With Ai
·8 min read
How to Train Your Brain to Think Faster With AI Assistance (And Why You're Already Doing It Wrong)
Most people using AI to "think faster" are making themselves slower.
How To Think With Ai
·8 min read
How AI Handles Uncertainty in Decision-Making (And Why It's Stranger Than You Think)
Most people assume AI systems are either confident or broken.
How To Think With Ai
·8 min read
How AI Processes Information Differently From Humans - And What You Can Learn From It
You're already doing it wrong. Not in some catastrophic way - just inefficiently. You're reading this sentence the way humans have always read things: sequentially, emotionally loaded, filtered through every distraction in your peripheral vision and background anxiety. An AI would have extracted the
How To Think With Ai
·8 min read
How Does AI Reasoning Work, and How Can I Replicate It?
Most people using AI in 2025 are running a calculator that occasionally writes poetry.
How To Think With Ai
·9 min read
How to Avoid the AI Fallacy When Thinking About Intelligence
Everyone keeps using the word "understands" when they mean something else entirely.
How To Think With Ai
·10 min read
How to Balance Optimism and Caution When Thinking About AI
My friend sent me a screenshot last week. He'd asked an AI to help him write a resignation letter, and the AI had done it - beautifully, warmly, in his voice - better than he would have written it himself. He stared at it for ten minutes and then didn't send it. He couldn't explain why. The letter w
How To Think With Ai
·10 min read
How to Balance Optimism and Caution When Thinking About AI's Future
Are you more excited about AI than you probably should be - or more afraid than the evidence actually supports?
How To Think With Ai
·8 min read
How to Choose the Right Metaphor for Understanding AI Thinking
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How To Think With Ai
·8 min read
How to Collaborate with AI on Creative Thinking (Without Losing Your Mind or Your Ideas)
The idea arrived at 11:47 PM. I had been stuck on a problem for six days - a structural question about a project that kept collapsing in the middle, like a bridge with no center support. I typed it into a chat window, not expecting much. The AI didn't solve it. Instead, it reflected the problem back
How To Think With Ai
·10 min read
How to Combine Human Intuition with AI Logic: A Practical Framework for Cognitive Partnership
In 2022, a study published in *Nature* found that radiologists working alongside AI diagnostic systems had a 11.5% lower error rate than either the AI alone or the radiologist alone - but only when the radiologist was allowed to override the AI's recommendation.
How To Think With Ai
·9 min read
How to Explain AI-Generated Ideas in Your Own Words to Deepen Thinking
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How To Think With Ai
·8 min read
How to Iterate Thinking Loops with AI Conversations
A client - a product manager at a mid-size SaaS company - told me she'd been using Claude for six months and felt like she was "going in circles." Same prompts.
How To Think With Ai
·8 min read
How to Observe Emotional Triggers to Improve AI-Related Thinking
A client of mine - a product manager at a mid-size SaaS company - told me she'd stopped using AI tools almost entirely after one bad week.
How To Think With Ai
·8 min read
How to Offload Routine Thinking to AI While Keeping Creativity Human
Most productivity advice about AI gets the relationship backwards.
How To Think With Ai
·8 min read
How to Raise AI Like a Child to Avoid Bad Thinking Habits
A client of mine - a product manager at a mid-sized SaaS company - came to me frustrated.
How To Think With Ai
·9 min read
How to Recognize AI's Influence on Your Beliefs and Decisions
You're scrolling at 11pm. You weren't anxious an hour ago. Now you're certain the economy is collapsing, that a specific political figure is dangerous, that your career is stagnating compared to everyone else's. You didn't read a book. You didn't talk to anyone. You watched a feed that someone - som
How To Think With Ai
·9 min read
How to Reflect After Using AI to Strengthen Your Own Thinking
A 2023 Harvard Business School field experiment - Fabrizio Dell'Acqua and colleagues embedding AI tools inside a Boston Consulting Group cohort - found that consultants using AI performed substantially better on tasks within AI's capabilities, then performed significantly *worse* on tasks outside th
How To Think With Ai
·9 min read
How to Set Boundaries for AI in Critical Thinking Processes
Are you using AI to think - or letting it think instead of you?
How To Think With Ai
·10 min read
How to Shift from Process-Thinking to Outcome-Thinking About AI
Are you spending more time learning AI tools than actually finishing work?
How To Think With Ai
·9 min read
How to Shift Perspectives on AI Capabilities: The "AI Can't Yet" Trap
A client of mine - a senior product manager at a mid-sized logistics company - told me last spring that she'd stopped exploring AI for her core operations.
How To Think With Ai
·9 min read
How to Structure Thinking About AI in Five Key Parts
Most people are using AI wrong - and the problem isn't the tool, it's the thinking behind the tool.
How To Think With Ai
·8 min read
How to Think About AI Using Outcome-Thinking Instead of Process-Thinking
A product manager named Lena came to me frustrated about six months ago.
How To Think With Ai
·9 min read
How to Think About AI Using Process-Thinking Versus Outcome-Thinking
Sixty-three percent of knowledge workers who report feeling "replaced" by AI are doing one specific thing wrong - they're measuring the wrong thing entirely.
How To Think With Ai
·8 min read
How to Think Differently About AI's Future Possibilities
Most people are asking the wrong question about AI.
How To Think With Ai
·10 min read
How to Train AI to Think Like Me for Personalized Advice
Are you getting advice from AI that sounds right for everyone and useful for no one?
How To Think With Ai
·8 min read
How to Update Your Mental Models in the Age of AI (Before They Quietly Expire)
Most people will not be replaced by AI. They'll be replaced by people who stopped clinging to how things used to work - people who noticed, early enough, that their mental models had quietly become fiction.
How To Think With Ai
·8 min read
How to Use AI as a Thinking Partner for Problem-Solving
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How To Think With Ai
·8 min read
How to Use AI as a Thinking Partner Without Replacing Your Own Judgment
The question I keep coming back to isn't whether AI is smart.
How To Think With Ai
·8 min read
How to Use AI for Data Organization Without Losing Analytical Skills
Most people using AI for data organization are solving the wrong problem.
How To Think With Ai
·9 min read
How to Use AI for Mental Models and Frameworks (And Actually Get Smarter)
Most people who try to use AI for thinking end up with a smarter-sounding version of the same thinking they already had.
How To Think With Ai
·9 min read
LLMs vs Reinforcement Learning Models: Which Actually Wins at Adaptive Thinking with AI?
**Large language models are the wrong tool for adaptive thinking - and we've been reaching for them anyway.**
How To Think With Ai
·10 min read
o4-mini High vs Claude Sonnet 4 Thinking: Efficiency Comparison for Mobile AI and Edge Deployment
The engineer's phone is dying. Forty percent battery. She's on a train somewhere between Vienna and Salzburg, running inference through an API call against a deadline, watching the latency timer climb. The model is thinking. Actually thinking - not autocompleting, but reasoning through a multi-step
How To Think With Ai
·11 min read
How to Think Strategically With AI Like a CEO: A Practical Method
A 2018 Harvard Business Review study by Michael Porter and Nitin Nohria tracked 27 CEOs across a combined 60,000 hours and found that genuine strategic thinking - the kind that shapes competitive position rather than just the next quarter - accounted for less than 21% of their working week.
How To Think With Ai
·10 min read
Prompts for AI to Role-Play as a Philosopher or Thinker: What Actually Works
Most people using AI as a philosopher are wasting the prompt.
How To Think With Ai
·9 min read
Prompts to Help AI Analyze My Thoughts Logically: A Field Guide to Thinking Out Loud
You're staring at a decision you've been circling for three weeks.
How To Think With Ai
·8 min read
Prompts to Make AI Generate Multiple Perspectives (And Why Most People Get This Wrong)
A 2024 study from MIT's Computational Cognition Lab found that users who prompted AI with a single framing accepted the AI's first response as authoritative 78% of the time - even when the AI was demonstrably wrong.
How To Think With Ai
·11 min read
Reinforcement Learning Models vs LLMs for Thinking: Which AI Thinking Model Actually Wins at Trial-and-Error Problem-Solving?
Are you trying to figure out which type of AI actually *thinks through* a problem rather than retrieves a plausible answer?
How To Think With Ai
·11 min read
Should Beginners Use Non-Reasoning vs Reasoning AI Models? When to Start with Structured Thinking Models
Seventy-three percent of new AI users report abandoning their first tool within two weeks.
How To Think With Ai
·9 min read
Should I Switch to Open-Source AI Thinking Models Like AM-Thinking-v1? Pros and Cons for Developers
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How To Think With Ai
·10 min read
Should You Switch to Reasoning Models Like o3 for Critical Thinking with AI?
You've heard the hype. You've probably tried o1 or o3 once or twice and thought - wait, is this thing actually *thinking*? And now you're wondering whether you should restructure how you use AI for anything that actually matters intellectually.
How To Think With Ai
·9 min read
Should I Use AI Thinking Models for Coding Tasks? Recommendations for Models Like EXAONE Deep in Programming Reasoning
Are you staring at a difficult algorithm, wondering whether to reach for a reasoning model or just use whatever chat interface you already have open?
How To Think With Ai
·10 min read
Should I Use Chain-of-Thought Prompting with AI Thinking Models? Is CoT Essential for Improving AI Reasoning Performance?
You paste a math problem into ChatGPT. Wrong answer. You paste the same problem but add "Let's think step by step." Correct answer. That small phrase - four words - changed everything. That moment, experienced by millions of developers and researchers between 2022 and 2023, launched an entire sub-di
How To Think With Ai
·9 min read
A Framework for Reasoning Step-by-Step with AI Help (That Actually Works)
Most people are using AI wrong for hard problems - and they know it.
How To Think With Ai
·8 min read
Advanced Prompting Strategies for Reasoning: What Actually Works
Most people are prompting reasoning models the same way they prompt autocomplete systems.
How To Think With Ai
·8 min read
What Are the Best Prompts for Brainstorming Ideas with AI?
My screen is blank at 11pm. Deadline tomorrow. The usual tricks - walks, coffee, calling a friend - have already been exhausted. Then I type one sentence into an AI: *"What would someone with the opposite of my assumptions think about this problem?"* Within three minutes I have seven directions I ha
How To Think With Ai
·8 min read
The Limits of AI Thinking Are Closer Than You Think - and That's Your Advantage
The most dangerous assumption in the age of AI is that the machine is smarter than you.
How To Think With Ai
·8 min read
What Is Chain-of-Thought Prompting and How Does It Work?
The model gets the wrong answer. You try again with the same question. Wrong again. Then you add six words - *"let's think through this step by step"* - and suddenly it's correct. Not kind of correct. Precisely, verifiably correct. Same model. Same question. Different prompt.
How To Think With Ai
·11 min read
What Is Tree-of-Thoughts Prompting in AI? A Practical Guide to Deliberate Machine Reasoning
When researchers at Princeton tested GPT-4 on the Game of 24 - a math puzzle where you combine four numbers using basic arithmetic to reach 24 - the model solved it correctly about 4% of the time using standard prompting.
How To Think With Ai
·8 min read
What Mental Models Can AI Teach You to Solve Complex Problems?
Most people use AI to avoid thinking. The ones getting sharper are using it to think harder - and the gap between those two groups is widening faster than anyone is publicly acknowledging.
How To Think With Ai
·8 min read
What Questions Should I Ask AI to Expand My Perspective? A Framework for Genuine Cognitive Expansion
A few months ago, a friend showed me his AI conversation history.
How To Think With Ai
·9 min read
What Steps Should I Follow to Think More Like an AI?
Neuroscientist Karl Friston has spent decades arguing that the brain is not a passive observer but a prediction machine - one that constantly generates hypotheses about the world and updates them based on incoming evidence.
How To Think With Ai
·10 min read
What Techniques Do Top Thinkers Use With AI for Innovation?
Are you using AI the same way everyone else is - as a faster search engine or a writing shortcut?
How To Think With Ai
·10 min read
The AI Algorithm You Can Apply to Your Daily Decision-Making
You've probably wondered whether there's a smarter way to make decisions - not just in theory, but today, before lunch.
How To Think With Ai
·9 min read
What's the Best Way to Debate Ideas with an AI to Refine Your Thoughts?
A colleague of mine - sharp guy, works in product strategy - spent three weeks convinced that his company should pivot to a subscription model.
How To Think With Ai
·8 min read
Why Your Emotions About AI Thinking Signal Beliefs You Haven't Updated
Every time you feel impressed, unsettled, or betrayed by something an AI wrote, you are not responding to the AI.
How To Think With Ai
·8 min read
Why AI Enhances Human Thinking When Used for Routine Tasks Only
My calendar blocked an hour for "deep work." I spent forty minutes deciding which deep work to do.
How To Think With Ai
·8 min read
Why Does AI Shape How We Form Opinions Without Us Noticing?
A colleague of mine - a sharp, skeptical engineer who prides himself on sourcing everything - told me last year that he'd started to feel differently about remote work.
How To Think With Ai
·8 min read
Why Expose AI to Experiences to Enhance Collaborative Thinking?
Most people are using AI wrong. They feed it tasks and expect outputs. What they get is a faster version of themselves - same blind spots, same assumptions, compressed into seconds. The real appears when you do something counterintuitive: you expose the AI to experiences, not just prompts. You bring
How To Think With Ai
·10 min read
Why Focus on AI's Institutional Impacts When Thinking Strategically?
A hospital administrator in Toronto told me she spent two years evaluating AI diagnostic tools.
How To Think With Ai
·11 min read
Why Involve Non-Technologists in Debates on AI Thinking?
Are you wondering whether the people debating AI's cognitive architecture actually need to include historians, nurses, or philosophers - or whether that's just performative inclusion?
How To Think With Ai
·8 min read
Why Process-Thinking Limits You With AI (And What Replaces It)
Process-thinking will make you worse at working with AI.
How To Think With Ai
·9 min read
Why Keep an Open Mind With Thought Experiments Involving AI?
Picture a philosopher in 1950, staring at Alan Turing's paper "Computing Machinery and Intelligence," deciding within three minutes that machines could never truly think - and closing the journal.
How To Think With Ai
·9 min read
Why Limit AI to 50% of Complex Thinking Projects? The Constraint Is Costing You
The 50% rule is a polite fiction we tell ourselves to feel in control.
How To Think With Ai
·8 min read
Why You Must Question AI Outputs to Keep Your Critical Thinking Alive
AI doesn't make you dumb. Trusting it without questioning does.
How To Think With Ai
·8 min read
Why You Should Set Boundaries When Thinking With AI (And What Happens to Your Brain When You Don't)
Here's the claim most AI productivity writers won't make: using AI without deliberate constraints doesn't augment your thinking.
How To Think With Ai
·8 min read
Why Think About AI's Risks Alongside Its Practical Applications?
Deploying AI without mapping its risks in parallel isn't bold strategy.
How To Think With Ai
·10 min read
Why Treat AI Like a Child That Needs Ongoing Guidance in Thinking Tasks?
A client of mine - a senior product manager at a fintech company - told me she spent three hours arguing with an AI assistant about a market analysis.
How To Think With Ai
·9 min read
Why You Need to Update Core Beliefs to Think Effectively with AI
Have you ever finished a conversation with an AI and felt vaguely cheated - like you asked for something important and got back something technically correct but somehow hollow?
How To Think With Ai
·2 min read
Thinking With AI vs Using AI: The Gap Nobody Talks About
95% of people use AI for tasks. The real value is in thinking with it. Here's the difference, and why it changes everything.
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