Warren Smith
@warrensmithd.bsky.social
Product Executive | Built 2 Unicorns | AI/ML SaaS Strategist | 3 Patents | MIT Sloan
The next AI revolution may not be bigger models, but persistence, systems with memory, recursive reasoning, and long-horizon continuity that think continuously.
warrensmithd.substack.com/p/the-next-a...
warrensmithd.substack.com/p/the-next-a...
The Next AI Revolution Is Not Bigger Models, It's Persistence
The future of AI will be defined by continuity, recursive reasoning, and long-horizon cognition rather than parameter count alone
warrensmithd.substack.com
May 28, 2026 at 1:22 PM
The next AI revolution may not be bigger models, but persistence, systems with memory, recursive reasoning, and long-horizon continuity that think continuously.
warrensmithd.substack.com/p/the-next-a...
warrensmithd.substack.com/p/the-next-a...
I used Claude, ChatGPT, Stitch, Replit, and customer feedback loops to build an enterprise-grade SaaS platform in weeks instead of quarters. Here’s the full breakdown.
warrensmithd.substack.com/p/building-m...
warrensmithd.substack.com/p/building-m...
Building Marqient with AI IDEs
How I Used AI to Go From Market Analysis to a Full SaaS Platform
warrensmithd.substack.com
May 9, 2026 at 12:54 PM
I used Claude, ChatGPT, Stitch, Replit, and customer feedback loops to build an enterprise-grade SaaS platform in weeks instead of quarters. Here’s the full breakdown.
warrensmithd.substack.com/p/building-m...
warrensmithd.substack.com/p/building-m...
Executives often expect certainty from inherently uncertain problems. Product leaders now balance AI, strategy, engineering tradeoffs, and customer pressure in real time. “It depends” is usually the honest answer.
warrensmithd.substack.com/p/it-depends...
warrensmithd.substack.com/p/it-depends...
“It Depends” Is Technically Correct But Professionally Dangerous
How Product Leaders Can Communicate Uncertainty Without Losing C-Level Confidence
warrensmithd.substack.com
May 6, 2026 at 3:15 PM
Executives often expect certainty from inherently uncertain problems. Product leaders now balance AI, strategy, engineering tradeoffs, and customer pressure in real time. “It depends” is usually the honest answer.
warrensmithd.substack.com/p/it-depends...
warrensmithd.substack.com/p/it-depends...
Agent-based AI is driving real productivity gains. I see it firsthand. But automating coding doesn’t mean all knowledge work follows. Execution scales. Judgment, context, and trust don’t.
www.theatlantic.com/economy/2026...
www.theatlantic.com/economy/2026...
So, About That AI Bubble
Thanks to the rise of Claude Code and other AI agents, revenues are finally catching up to the hype.
www.theatlantic.com
May 2, 2026 at 2:21 PM
Agent-based AI is driving real productivity gains. I see it firsthand. But automating coding doesn’t mean all knowledge work follows. Execution scales. Judgment, context, and trust don’t.
www.theatlantic.com/economy/2026...
www.theatlantic.com/economy/2026...
“Human-in-the-loop” sounds safe. But when AI does the thinking and humans just approve, is it really oversight?
There's an illusion of accountability in AI systems, we need to design for real judgment, not confirmation.
warrensmithd.substack.com/p/the-illusi...
There's an illusion of accountability in AI systems, we need to design for real judgment, not confirmation.
warrensmithd.substack.com/p/the-illusi...
April 30, 2026 at 6:58 PM
“Human-in-the-loop” sounds safe. But when AI does the thinking and humans just approve, is it really oversight?
There's an illusion of accountability in AI systems, we need to design for real judgment, not confirmation.
warrensmithd.substack.com/p/the-illusi...
There's an illusion of accountability in AI systems, we need to design for real judgment, not confirmation.
warrensmithd.substack.com/p/the-illusi...
AI may not trigger mass unemployment overnight, but the signals are clear. Even incremental disruption is enough to rethink UBI, Social Security, and how we fund basic living costs over the next 15 years.
www.semafor.com/article/04/2...
www.semafor.com/article/04/2...
Debatable: Universal basic income
Elon Musk wants to send direct payments to Americans to offset AI’s impact.
www.semafor.com
April 27, 2026 at 11:23 AM
AI may not trigger mass unemployment overnight, but the signals are clear. Even incremental disruption is enough to rethink UBI, Social Security, and how we fund basic living costs over the next 15 years.
www.semafor.com/article/04/2...
www.semafor.com/article/04/2...
Scientific progress gave us the confidence to say “I don’t know.” This article shows why AI needs that. Training LLMs is the easy part, the real challenge is teams willing to build systems that admit uncertainty. That’s where trust starts.
news.mit.edu/2026/teachin...
news.mit.edu/2026/teachin...
Teaching AI models to say “I’m not sure”
MIT CSAIL's “Reinforcement Learning with Calibration Rewards” technique improves AI confidence estimates without sacrificing performance, addressing a root cause of hallucination in reasoning mod...
news.mit.edu
April 26, 2026 at 1:04 PM
Scientific progress gave us the confidence to say “I don’t know.” This article shows why AI needs that. Training LLMs is the easy part, the real challenge is teams willing to build systems that admit uncertainty. That’s where trust starts.
news.mit.edu/2026/teachin...
news.mit.edu/2026/teachin...
Most teams use AI to move faster. The real advantage is using it to think better.
I use LLMs to simulate debate, challenge assumptions, and pressure-test decisions before execution.
A simple framework for better decisions under ambiguity.
warrensmithd.substack.com/p/most-teams...
I use LLMs to simulate debate, challenge assumptions, and pressure-test decisions before execution.
A simple framework for better decisions under ambiguity.
warrensmithd.substack.com/p/most-teams...
Most Teams Use AI to Move Faster. Few Use It to Think Better.
The advantage isn’t faster execution. It’s better decisions.
warrensmithd.substack.com
April 24, 2026 at 12:19 PM
Most teams use AI to move faster. The real advantage is using it to think better.
I use LLMs to simulate debate, challenge assumptions, and pressure-test decisions before execution.
A simple framework for better decisions under ambiguity.
warrensmithd.substack.com/p/most-teams...
I use LLMs to simulate debate, challenge assumptions, and pressure-test decisions before execution.
A simple framework for better decisions under ambiguity.
warrensmithd.substack.com/p/most-teams...
Another Ezra podcast, TLDR: AI = power concentration, labor disruption will be uneven, govt isn’t ready, job loss isn’t just economic, it’s identity. This isn’t just tech. It’s a system level shift in power and purpose.
www.nytimes.com/2026/04/21/o...
www.nytimes.com/2026/04/21/o...
Opinion | Why Are Palantir and OpenAI Scared of Alex Bores?
www.nytimes.com
April 23, 2026 at 4:50 PM
Another Ezra podcast, TLDR: AI = power concentration, labor disruption will be uneven, govt isn’t ready, job loss isn’t just economic, it’s identity. This isn’t just tech. It’s a system level shift in power and purpose.
www.nytimes.com/2026/04/21/o...
www.nytimes.com/2026/04/21/o...
Reasoning is now an API call. We’ve removed the constraint on generating answers and created a new one: judging them. Market fit isn’t the model. It’s the system that turns outputs into decisions. In a world where thinking is cheap, judgment is everything.
warrensmithd.substack.com/p/when-think...
warrensmithd.substack.com/p/when-think...
When Thinking Is Cheap
Where Software Creates Value Now
warrensmithd.substack.com
April 15, 2026 at 12:36 PM
Reasoning is now an API call. We’ve removed the constraint on generating answers and created a new one: judging them. Market fit isn’t the model. It’s the system that turns outputs into decisions. In a world where thinking is cheap, judgment is everything.
warrensmithd.substack.com/p/when-think...
warrensmithd.substack.com/p/when-think...
Busy 16 months. Updated my portfolio with work across AI, data platforms, and product leadership. If you’re tackling product strategy, scaling AI, or tying roadmaps to outcomes, take a look. Open to VP/CPO roles and select advisory work. DM me.
www.warrendsmith.com
www.warrendsmith.com
April 10, 2026 at 8:23 PM
Busy 16 months. Updated my portfolio with work across AI, data platforms, and product leadership. If you’re tackling product strategy, scaling AI, or tying roadmaps to outcomes, take a look. Open to VP/CPO roles and select advisory work. DM me.
www.warrendsmith.com
www.warrendsmith.com
Most AI efforts fail for one reason: bad systems. Legacy workflows aren’t built for agents. Teams optimize without understanding economics. Competitors redesign while others pilot. AI doesn’t fix inefficiency—it exposes it!
warrensmithd.substack.com/p/the-hard-t...
warrensmithd.substack.com/p/the-hard-t...
The Hard Truth About AI Agents
Why Most Companies Are Still Getting It Wrong
warrensmithd.substack.com
April 8, 2026 at 12:58 PM
Most AI efforts fail for one reason: bad systems. Legacy workflows aren’t built for agents. Teams optimize without understanding economics. Competitors redesign while others pilot. AI doesn’t fix inefficiency—it exposes it!
warrensmithd.substack.com/p/the-hard-t...
warrensmithd.substack.com/p/the-hard-t...
Sad to see Sora go. My family had many LOL moments with it over the holidays. With my product hat on thought, it's a clear example of weak market fit and shaky economics. Novelty is not enough, if it doesn’t drive sustained value, it doesn’t survive.
techcrunch.com/2026/03/29/s...
techcrunch.com/2026/03/29/s...
Sora’s shutdown could be a reality check moment for AI video | TechCrunch
Is this just normal corporate strategy, or are we about to see a broader pullback on AI-generated video?
techcrunch.com
April 1, 2026 at 11:25 AM
Sad to see Sora go. My family had many LOL moments with it over the holidays. With my product hat on thought, it's a clear example of weak market fit and shaky economics. Novelty is not enough, if it doesn’t drive sustained value, it doesn’t survive.
techcrunch.com/2026/03/29/s...
techcrunch.com/2026/03/29/s...
Software dev isn’t just accelerating, it’s being redefined. SDLC was built for humans, not machines. At scale, the constraint is no longer code, it’s control. We’re shifting from writing software to governing it.
entire.io/vision/
entire.io/vision/
Vision
The world's next developer platform, where agents and humans can collaborate, learn and ship together.
entire.io
March 26, 2026 at 1:50 PM
Software dev isn’t just accelerating, it’s being redefined. SDLC was built for humans, not machines. At scale, the constraint is no longer code, it’s control. We’re shifting from writing software to governing it.
entire.io/vision/
entire.io/vision/
Companies are laying off workers because of AI. But in many cases, the automation hasn’t actually arrived yet. After 16 months building AI platforms, one thing is clear: AI improves tasks, not entire jobs. The real transformation is workflow redesign.
warrensmithd.substack.com/p/ai-isnt-re...
warrensmithd.substack.com/p/ai-isnt-re...
AI Isn’t Replacing Workers Yet
But Companies Are Laying Them Off Anyway.
warrensmithd.substack.com
March 15, 2026 at 1:43 PM
Companies are laying off workers because of AI. But in many cases, the automation hasn’t actually arrived yet. After 16 months building AI platforms, one thing is clear: AI improves tasks, not entire jobs. The real transformation is workflow redesign.
warrensmithd.substack.com/p/ai-isnt-re...
warrensmithd.substack.com/p/ai-isnt-re...
AI doesn’t reduce work, it intensifies it. Product teams can prototype faster than ever, but speed has side effects: ambient work, cognitive overload, and hidden review burdens. The real challenge for leaders is managing the speed of progress.
warrensmithd.substack.com/p/ai-doesnt-...
warrensmithd.substack.com/p/ai-doesnt-...
AI Doesn't Simplify Product Work. It Intensifies It.
AI accelerates work and can hide its costs
warrensmithd.substack.com
March 8, 2026 at 1:10 PM
AI doesn’t reduce work, it intensifies it. Product teams can prototype faster than ever, but speed has side effects: ambient work, cognitive overload, and hidden review burdens. The real challenge for leaders is managing the speed of progress.
warrensmithd.substack.com/p/ai-doesnt-...
warrensmithd.substack.com/p/ai-doesnt-...
We keep calling it “autonomy,” but so much of it is structured human labor behind the curtain. When he hide what really makes it work, we tend to overestimate machine intelligence and underestimate the system actually doing the work. So familiar.
www.technologyreview.com/2026/02/23/1...
www.technologyreview.com/2026/02/23/1...
The human work behind humanoid robots is being hidden
AI’s concealed labor has repeatedly led us to overestimate the technology. Humanoid robots are entering a similar phase.
www.technologyreview.com
February 26, 2026 at 9:33 PM
We keep calling it “autonomy,” but so much of it is structured human labor behind the curtain. When he hide what really makes it work, we tend to overestimate machine intelligence and underestimate the system actually doing the work. So familiar.
www.technologyreview.com/2026/02/23/1...
www.technologyreview.com/2026/02/23/1...
Over 14 months I’ve helped startups and Fortune 500 teams rethink AI delivery. The shift isn’t that AI can code, it’s that it can ship MVPs fast. I break down Replit, Cursor, Claude, and Antigravity and how I’d operationalize them as a CPTO in 2026.
warrensmithd.substack.com/p/ai-powered...
warrensmithd.substack.com/p/ai-powered...
AI-Powered IDEs in 2026: Replit, Cursor, Claude, Antigravity
What They Accelerate, What They Break, and How I’d Run Them in a Real Org
warrensmithd.substack.com
February 20, 2026 at 1:39 PM
Over 14 months I’ve helped startups and Fortune 500 teams rethink AI delivery. The shift isn’t that AI can code, it’s that it can ship MVPs fast. I break down Replit, Cursor, Claude, and Antigravity and how I’d operationalize them as a CPTO in 2026.
warrensmithd.substack.com/p/ai-powered...
warrensmithd.substack.com/p/ai-powered...
AI coding is powerful but overhyped. Perceived speed gains often vanish under measurement. Great for narrow tasks, weak in complex systems, and can add technical debt. Use it with discipline and intent.
www.technologyreview.com/2025/12/15/1...
www.technologyreview.com/2025/12/15/1...
AI coding is now everywhere. But not everyone is convinced.
Developers are navigating confusing gaps between expectation and reality. So are the rest of us.
www.technologyreview.com
February 16, 2026 at 8:17 PM
AI coding is powerful but overhyped. Perceived speed gains often vanish under measurement. Great for narrow tasks, weak in complex systems, and can add technical debt. Use it with discipline and intent.
www.technologyreview.com/2025/12/15/1...
www.technologyreview.com/2025/12/15/1...
Indecision is the most expensive bug in the system.
Engineers want clarity, not control. Over-planning beats re-coding. Mistakes are fine. Denial isn’t.
If engineering is confused, ladership failed upstream.
warrensmithd.substack.com/p/indecision...
Engineers want clarity, not control. Over-planning beats re-coding. Mistakes are fine. Denial isn’t.
If engineering is confused, ladership failed upstream.
warrensmithd.substack.com/p/indecision...
Indecision Is the Most Expensive Bug in the System
Indecision does not crash systems. It quietly erodes them.
warrensmithd.substack.com
February 10, 2026 at 4:58 PM
Indecision is the most expensive bug in the system.
Engineers want clarity, not control. Over-planning beats re-coding. Mistakes are fine. Denial isn’t.
If engineering is confused, ladership failed upstream.
warrensmithd.substack.com/p/indecision...
Engineers want clarity, not control. Over-planning beats re-coding. Mistakes are fine. Denial isn’t.
If engineering is confused, ladership failed upstream.
warrensmithd.substack.com/p/indecision...
Model quality is often capped by pipeline quality. Faster iteration beats marginal accuracy gains. Product, ML, and data teams should treat pipelines as products: fix I/O, reuse features, right-size compute, speed feedback, and plan for inference early.
www.kdnuggets.com/is-your-mach...
www.kdnuggets.com/is-your-mach...
Is Your Machine Learning Pipeline as Efficient as it Could Be? - KDnuggets
Here are five critical pipeline areas to audit, with practical strategies to reclaim your team’s time.
www.kdnuggets.com
February 7, 2026 at 3:03 PM
Model quality is often capped by pipeline quality. Faster iteration beats marginal accuracy gains. Product, ML, and data teams should treat pipelines as products: fix I/O, reuse features, right-size compute, speed feedback, and plan for inference early.
www.kdnuggets.com/is-your-mach...
www.kdnuggets.com/is-your-mach...
No, it's not evident of a grand “awakening" but it could be a glimpse into how new ideas might even be generated. The risk isn’t sentience—it’s misreading fluent machine dialogue while missing its creative potential.
www.kdnuggets.com/the-absolute...
www.kdnuggets.com/the-absolute...
The Absolute Insanity of Moltbook - KDnuggets
What the… AI agents arguing over memes? Sure, why not.
www.kdnuggets.com
February 5, 2026 at 5:19 PM
No, it's not evident of a grand “awakening" but it could be a glimpse into how new ideas might even be generated. The risk isn’t sentience—it’s misreading fluent machine dialogue while missing its creative potential.
www.kdnuggets.com/the-absolute...
www.kdnuggets.com/the-absolute...
Most AI systems fail because language models are treated as decision engines instead of interfaces. This article lays out a practical AI stack where truth, semantics, models, workflows, and governance are explicit. Reliability beats demos.
warrensmithd.substack.com/p/from-conce...
warrensmithd.substack.com/p/from-conce...
From Conceptual Intelligence to Working Systems
How to Build AI That Holds Up Under Scrutiny
warrensmithd.substack.com
February 1, 2026 at 3:25 PM
Most AI systems fail because language models are treated as decision engines instead of interfaces. This article lays out a practical AI stack where truth, semantics, models, workflows, and governance are explicit. Reliability beats demos.
warrensmithd.substack.com/p/from-conce...
warrensmithd.substack.com/p/from-conce...
Scaling language models isn’t the same as building intelligence. This piece explores Yann LeCun’s argument for world models, why LLMs stall at reasoning, and how this connects to the productivity J-curve leaders keep hitting when AI meets reality.
warrensmithd.substack.com/p/world-mode...
warrensmithd.substack.com/p/world-mode...
World Models vs. Language Models
Why scaling fluency is not the same as building intelligence
warrensmithd.substack.com
January 27, 2026 at 3:26 PM
Scaling language models isn’t the same as building intelligence. This piece explores Yann LeCun’s argument for world models, why LLMs stall at reasoning, and how this connects to the productivity J-curve leaders keep hitting when AI meets reality.
warrensmithd.substack.com/p/world-mode...
warrensmithd.substack.com/p/world-mode...
Dominance looks like strength, until it scales. This piece unpacks why pressure-based leadership decays over time, how the Steve Jobs myth is misunderstood, and what actually builds teams of leaders in product and tech orgs.
warrensmithd.substack.com/p/building-a...
warrensmithd.substack.com/p/building-a...
Building a Team of Leaders
Why force creates followers and clarity creates owners
warrensmithd.substack.com
January 17, 2026 at 4:40 PM
Dominance looks like strength, until it scales. This piece unpacks why pressure-based leadership decays over time, how the Steve Jobs myth is misunderstood, and what actually builds teams of leaders in product and tech orgs.
warrensmithd.substack.com/p/building-a...
warrensmithd.substack.com/p/building-a...