The Loop Does Not Break. The Mental Model Does
I upgraded my AI report generator and found violations that my validation system missed. Here is what broke and why human oversight is version-specific.
The GPU Banana: Why AI's Numbers Don't Add Up Yet
The AI economy isn't a rocket ship; it's a hall of mirrors. I analyze my own exploding AI costs, the Sim-to-Real gap, and why 95% of enterprise pilots are failing to show ROI
The Ghost Workforce: AI's Human Engine
AI isn't magic. It's made by millions of underpaid workers labeling data. Here is the supply chain you don't see
Do You Have a Working Gokart?
Before you automate, ask one question: does your system run when you stop watching? A field note from building O9X.
Anthropic AI Jobs Paper Misses the Real Risk for Operators
Anthropic found no mass unemployment from AI. It measured the wrong thing. Here are the three risks operators need to track instead
Inference Tax: AI Costs Killing Margins? Fix It Now
AI GPUs obsolete in 2-3 yrs, inference eats margins like COGS. Escape Nvidia treadmill: Model Routing to cheap/local models cut my API bill Rs 8,500/mo. Treat AI as variable cost, not fixed asset.
The AI Supply Chain Explained: 5 Layers You Don't Own
AI isn't disrupting but strengthening Big Tech. Understand the 5 layers of the AI supply chain and why you shouldn't compete on infrastructure.
System 1 vs. System 2 AI: Understanding the Limits
Stop relying on AI for complex math or project planning. Discover why LLMs lack System 2 reasoning and how to build workflows around this limit
Deterministic vs. Probabilistic AI: Why Language Models Guess
Stop treating AI like traditional software. Discover why LLMs are vast-scale pattern recognizers and how to safely use them in your business
Context Engineering Explained: Giving Memory to Stateless AI
Stop treating AI like a human. Learn what context engineering is and how to build a scaffold that makes stateless models reliable for business.
Nobody Has Clean Hands: The Reality of AI
AI will steal your data, and the law is five years late. Understand how you as an founder build walls today to protect your work from machines and not get replaced by others
Why Borrowed Frameworks Fail — And How to Fix It
I downloaded an AI SEO workflow, ran it through Claude, and got copy optimised for a business I don't run. Here is what I learned about borrowed frameworks, hidden assumptions, and the three questions you should ask before it to AI.
AI Workflow for Operators: Validate Before You Build
AI fills gaps with reasonable assumptions. Here's the working document system operators use to catch operationally wrong suggestions before they get built.
When AI Got Too Good
My AI content ranked but generated zero leads. One brief change later: Rs 7 lakh last quarter. Here is what changed.
Why AI Forgets in Long Chats: Context Rot Explained
Building O9X taught me: AI context rot isn't a bug, it's architecture. Real examples of dangerous forgetting + validation workflow I use to catch it
The Jevons Paradox: Why My AI Costs Exploded
AI allows you and your team to do lot more. Even if the AI's unit cost falls down, you won't see a reduction in cost as usage explodes by 10X
When Growth Looks Too Good: The Math Behind the AI Infrastructure Bet
My tech portfolio is up 300% in 18 months. Most people would celebrate. I’m re balancing instead.
My $20 AI Subscription is a Personal Software Factory
The 20 USD we pay for AI Subscription can be considered as a Subscription to a Software Factory, allowing us to build custom software for our needs
The Logic Tax: Why I Stopped Renting AI Wrappers
Avoid paying a "per-usage" tax for niche AI tools. Understand why owning your logic for any work you need can replace expensive AI tool subscriptions.
AI is No Longer an App: It's a Tier 1 Infrastructure Shift
Bond Capital's 2025 report reveals a truth most leaders are missing - AI has moved from a cool-to-have tool to a Tier 1 infrastructure buildout on the scale of the electrical grid