Working notes on production AI
Evaluation, retrieval, memory, tools and agents. The material that separates a demonstration from a system people can safely depend on, written as I work through it.
AI Risks Beyond Job Loss: 5 Shocking Ways AI Is Rewiring Our Judgment
AI risks beyond job loss are no longer theoretical; they’re reshaping how we think, trust, and decide in real time. The public conversation about artificial intelligence often gravitates toward two cinematic extremes:…
Next-Level Finance: Autonomous AI Agents in DeFi Are Rewiring Money
Autonomous AI agents in DeFi are no longer science fiction — they’re the next logical step in the evolution of digital money. Seventy-one percent of Q3 stablecoin transfers were already executed by…
Why Ethical AI Will Become a Competitive Advantage in the Next 5 Years
I recently read about an AI tool that quietly vanished from the internet. It had all the hallmarks of breakthrough tech: speed, scale, and sophistication. But as users began to dig in,…
Phishing in the Age of AI: Why 2025 Is a Turning Point for Cybersecurity
In 2025, your inbox is no longer just a productivity tool. It’s a warzone. And the enemy? It’s not a shady hacker in a hoodie anymore. It’s an algorithm. According to the…
AI Agents vs. Chatbots: Why the Difference Matters for Business Leaders
Not long ago, someone showed me their brand-new “AI agent.” I was curious. Excited, even. Five minutes in, though, the truth hit me: it wasn’t an agent at all. It was just…
The 7 Building Blocks of AI Automation in 2025 (And Why n8n Still Matters)
When most people hear AI automation, they imagine a mess: overpriced consultants, half-baked integrations, and workflows that break the second you turn your back. Honestly, I thought the same when I first…
Replit Agent 3: From AI Coding Assistant to Autonomous Builder
In 1995, building a website meant wrestling with raw HTML and FTP uploads. By 2005, WordPress made it possible to launch a site in 5 minutes. And today—2025—we just hit the next…
APIs, AI, and Agile: The New Technical Toolkit for Modern Product Managers
Not long ago, I sat in on a roadmap review with a product team that was laser-focused on features. They had timelines, sprint plans, even mockups. But when the CTO asked, "How…
The AI Gold Rush Has a Glaring Blind Spot
When gold was discovered in California in 1848, people rushed in with shovels and dreams. But here’s what most forget: the majority of fortunes weren’t lost digging—it was in failing to protect…
Not All AI Models Are LLMs: 8 Specialized Architectures You Need to Know
When most people think of AI today, they think of ChatGPT or another Large Language Model (LLM). But here’s the reality: LLMs are only one piece of the puzzle. And while they’ve…
The Product Manager Role Is Being Rewritten by AI
Counterintuitive truth: the average week for many product managers is dominated by coordination, not customers. In calendar audits I’ve run with growth-stage teams, 40–60% of PM time is swallowed by status pings,…
Designing for Agentic AI: How PMs Should Rethink Workflows
They say AI agents will replace managers. That’s not quite true—but they will replace busywork. Imagine a world where your most repetitive product tasks vanish, replaced by smart, autonomous teammates that proactively…
Model Context Protocol (MCP): Why Standardization Matters for the Future of AI Agents
In 1991, Tim Berners-Lee hit “publish” on the world’s first website. Back then, the internet was a mess of disconnected systems, each speaking its own language. What unlocked its explosive growth wasn’t…
Agentic AI: Moving Beyond Chatbots to Autonomous Problem-Solvers
Here’s a stat that might surprise you: 40% of enterprise applications will include task-specific AI agents by 2026 - up from under 5% today (Gartner). Useful? Absolutely. Transformative? Not yet. But here’s…
Shipping Fast vs. Shipping Right: Finding the Balance in Product Management.
Imagine launching your MVP two weeks early—only to field a flood of bugs that sabotage customer trust before your product even turns a profit. Speed wins applause, but quality wins lasting trust.…
How to Start Integrating AI into Web Products (A Beginner’s Guide)
The fastest way to fall behind right now isn’t ignoring AI—it’s dabbling without a plan. Did you know 78% of organizations now use AI in at least one business function, up from…
Godfather of AI: What Geoffrey Hinton Wants Us to Know
Before you read on, here’s the original interview with Geoffrey Hinton. If you want to see the man himself explain all this, take a few minutes and watch: https://youtu.be/giT0ytynSqg?si=9WAUcivQHIA99Aqp Who Is Geoffrey…
What New Product Managers Get Wrong – and How to Get It Right
Starting out as a product manager is almost like being handed the keys to a car you just learned to drive. I remember thinking, “Okay, I’ve read the books, watched the webinars—how…
Smart Contracts: How Automated Agreements Will Change Business
When I first heard the term "smart contract," I thought it was just a fancier PDF with an e-signature. Turns out, that’s like calling a Tesla a “power scooter.” The real power…
Myths vs. Realities: What AI Can (and Can’t) Do for Startups
Honestly, if you’re a founder today, it’s almost impossible to avoid the AI hype—“Just add AI and see your startup take off!” I’ll admit: I fell for it once. Slick demo videos,…
From Idea to MVP: Fast-Tracking Product Delivery
You know that feeling when you've got an idea that just feels *right*? Like you're onto something huge? Yeah, been there. But here's what I learned the hard way after watching my…
The Future of Human-AI Collaboration in the Workplace
The headlines have been relentless: AI is driving waves of layoffs, and the water cooler talk is all about jobs vanishing. Totally get it—uncertainty is stressful. But if you look beneath the…
Agile in Practice: What They Don’t Tell You in the Books
If you’ve ever cracked open an Agile textbook, you know the drill—stickies on the wall, cheerful standups, endless diagrams about “sprints” and “continuous improvement.” I definitely bought into the hype at first.…
Decentralized Finance (DeFi): Is This the Future of Banking?
If you’re even a little bit tuned in to tech or crypto circles, you’ve probably heard all the bold claims about DeFi. Honestly, I used to think it was just another overhyped…
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