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Productics by Igor
The Case for Architectural Memory in AI Engineering
Why stateless prediction cannot maintain stateful systems — and what must change
Feb 25
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I Visited the Future of AI Engineering — And Returned With a Warning
I’ve Been Living in 2030 for the Last Year
Feb 14
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The Missing Layer: Why AI Can’t Build Systems That Last
How a 350,000‑Line System Revealed AI’s Hidden Architectural Flaw
Feb 24
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12
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Subscriptions Will Survive in Exactly Two Places
Mar 2
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35
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The Scarcity Trap: Why AI Still Feels Like a Metered Utility
Feb 16
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Productics by Igor
11
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I Visited the Future of AI Engineering — And Returned With a Warning
Feb 14
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Productics by Igor
11
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AI Doesn’t Hallucinate. It Amplifies the Drift You Already Had.
Mar 4
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Productics by Igor
12
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The Missing Layer: Why AI Can’t Build Systems That Last
Feb 24
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Productics by Igor
12
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Building on Sand: The Hidden Cost of AI Model Churn
Feb 17
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The Autonomous Creative Team I Built
Why Claude Code’s Agentic System Works, Where It Breaks, and What It Must Become
May 9
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Productics by Igor
The Last Interface. And Everyone Is Fighting for It Right Now.
Search monetized the gap between a question and an answer. Asking collapses that gap. Every business model built on the gap is now structurally…
Mar 19
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Productics by Igor
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The AGI Bet Is Wrong. We’ve Been Watching the Answer for Three Billion Years.
Every major AI lab is scaling the wrong layer. The minimal substrate for general intelligence has no parameters, no training data, and no neurons…
Mar 17
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Productics by Igor
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The Model Layer Has No Switching Costs
How Anthropic's $2.5 billion accidental pivot just confirmed the model era is over — and what every AI company, enterprise, and investor needs to do…
Mar 11
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Every Generation Inherits a World. Alpha Gen Inherits a Business Model.
The subscription economy, the surveillance forest, and the generation that will walk away from both
Mar 10
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Productics by Igor
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How We Accidentally Broke Google
We weren’t trying to game it. We just followed the incentives further than the architects expected. Here’s the pattern we’ve seen repeat ever since.
Mar 9
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Productics by Igor
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LinkedIn Is Not a Social Network. It Never Was.
The job marketplace hiding inside the feed, and the architectural moat LinkedIn just finished building.
Mar 6
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Productics by Igor
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Runtime Intelligence Is a Subsidy. Subsidies Expire.
Every inference call is a rent payment. Most AI architectures are built on a lease that gets more expensive every quarter.
Mar 5
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Productics by Igor
3
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AI Doesn’t Hallucinate. It Amplifies the Drift You Already Had.
Most companies blame the model. The model is just showing you what your system forgot about itself.
Mar 4
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Productics by Igor
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Productics by Igor
Productics is a publication about the systems behind technology — AI, platforms, incentives, and the economics of building.
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