Blog/AI
AI
How AI actually changes products, organizations, and defensibility. The case for building on intelligence as the foundation instead of bolting it onto what already exists.
AI · Jun 2026 · 9 min read
The Fable the Government Erased
On June 12, 2026, the US government export-controlled Claude Fable 5 and Mythos 5 out of existence overnight, killing access for every customer mid-prompt, citing national security. I switched back to Opus 4.8 the same day and kept shipping Orbyt. Frontier model access is now a political risk. The harness made it a footnote.
AI · Jun 2026 · 9 min read
Every Fable Has a Moral. Mine Has Data.
Ten days, one codebase, both models. Opus 4.8 shipped nine days of features. Fable 5 wrote 34% less per response, thought more often, and still cost 69% more.
AI Transformation · May 2026 · 13 min read
The CTO Who Flew Me Out Couldn't Spare Eight Minutes
After 20 years and 6 C-suite roles, the worst leadership interaction I've seen. A CTO flew me in for an AI native role then couldn't spare eight minutes.
AI Product · Apr 2026 · 5 min read
Claude Buddy Was Not a Joke
Claude Buddy was not an April Fools joke. Anthropic shipped a terminal pet inside Claude Code, developers named it and grew attached, then it vanished eight days later with no notice. The lesson: delight is the moat most AI companies keep ignoring, not a consumer-app luxury.
AI · Mar 2026 · 4 min read
AI Governance Is a Competitive Advantage
AI governance is not what slows your product down. It is what competitors cannot copy. In regulated markets, governed AI ships faster because compliance is designed in, not retrofitted, and it sells easier because enterprise buyers trust auditable, explainable, overridable systems. Governance is the moat, not the brake.
AI · Mar 2026 · 4 min read
Why Most AI Pilots Never Reach Production
Most enterprise AI pilots never reach production because they succeed by avoiding reality. They run on clean curated data, zero integration, deferred governance, and hand-picked users. Production has none of that protection. The pilot never tested anything real, so the hardest work has not started when the budget runs out.
AI Org · Mar 2026 · 11 min read
AI-Native vs. Bolt-On AI: The Foundation Changes Everything
Bolt-on AI adds features. AI-native rebuilds the foundation. When intelligence is the substrate, the entire product adapts to the user.
AI Product · Mar 2026 · 4 min read
Human-in-the-Loop Is Not Enough
Human-in-the-loop is not oversight when a person rubber-stamps 200 AI outputs an hour in four seconds each. That is an alibi, not a safeguard. Real human control is an architecture: confidence-tiered routing, explanation as the primary interface, one-click overrides, and overrides fed back as training signal.
AI Transformation · Mar 2026 · 5 min read
The Cost of Bolt-On AI Is Invisible Debt
Bolt-on AI ships fast, then compounds invisible debt. By the fifth feature, your team manages conflicts instead of building. Bolting AI onto an existing product creates four hidden debts: data mismatch, UX incoherence, governance fragmentation, and integration brittleness. AI-native architecture is the only way to avoid the inevitable 12-month rebuild.
AI Transformation · Mar 2026 · 4 min read
AI Roadmaps Fail When They Ship Features
Most AI roadmaps fail because they ship features instead of systems. When AI is layered onto legacy surfaces instead of architected into the operating core, adoption stalls and value fragments. The roadmap looks full. The impact stays thin. That is a failure of coherence, not ambition. Build a system, not a list.
AI Product · Feb 2026 · 5 min read
The Best AI Products Go Unnoticed
The best AI products disappear. No chatbot, no "powered by AI" badge, no prompt box. They make the decisions a user would have made, at the moment they would have made them, without asking. The intelligence lives in what does not happen. Calm software wins because it reduces cognitive load instead of adding it.
AI Product · Feb 2026 · 5 min read
Building AI-Native Apps with Taste
Most AI products are capable. That is precisely the problem. Taste is what turns capability into something people trust.
AI Product · Feb 2026 · 3 min read
AI Will Commoditize Everything Except Taste
Taste becomes the only competitive advantage. Within eighteen months, every team has the same AI models, APIs, and infrastructure. Capability converges to commodity. When that happens, the experience is the sole differentiator, and the experience is shaped by taste. At Taxa, that judgment secured $113M against incumbents with more data.
AI Org · Feb 2026 · 5 min read
AI Is Not a Feature. It Is an Organizational Decision.
AI adoption is not a product decision. It is organizational. Bolting AI onto features changes nothing. Reorganizing around intelligence changes everything.
AI Product · Feb 2026 · 2 min read
Most AI Products Are Just Bad Software
Most AI products are bad software with a chatbot bolted on. AI-native does not mean adding a chat panel or summary button. It means rebuilding the system so intelligence changes the work itself. You remove steps, move complexity into the system, and increase control instead of decorating the UI.
AI · Jul 2025 · 3 min read
Invisible UX Is the Future of AI
Invisible UX is the next era of AI: intelligence woven so cleanly into a product that it never announces itself. It arrives at the right moment, does the work, and disappears. The winners will not show off the most AI. They will make AI feel like an invisible layer of competence.
AI · Jul 2025 · 3 min read
AI Can't Replace Human Creativity
No, AI cannot replace human creativity. AI does pattern work. It remixes and regenerates what already exists. Creativity is the human act of turning experience into meaning: intuition under pressure, taste formed over years, and the courage to make something that might fail. AI generates possibilities. Humans create intent.