Notes on AI, building technology and scaling businesses by Chiragx.
I demand transparency from everyone else's numbers, so here are mine: $23K a month in recurring retainers from just 3 clients with close to a year of retention, plus ~$35K white-label implementation projects, full B2B. What it is, what it is not, and the replicable part.
Read →Free academies from OpenAI and Anthropic, and a $2.5 billion hands-on unit from Microsoft, prove the same thing from opposite ends: content is worthless, execution is scarce, and AI is not learned alone.
Read →A CNBC investigation confirms Chinese models now process 30 to 46 percent of the enterprise tokens on the top US routing platform, at 60 to 90 percent lower cost. The price war benefits you, but the cheap model is paid in other currencies. Here is the playbook.
Read →337 of the S&P 500 mentioned AI in Q1 earnings calls, so the word stopped differentiating. A new ranking now grades execution and leadership knowledge. Here is why that reaches your business too.
Read →No theory. Where I use AI every day: the tools I built instead of renting (XY Task, xyCloser, Bookkeeping), code audits before every deploy, the time and money it saves, and what I never delegate.
Read →Vendor surveys say 97% of companies deployed AI agents. The U.S. Census says 19.8% actually use AI. Here is how to read the numbers, and why the gap is good news for your business.
Read →Anthropic's most powerful model returned on July 1 wrapped in stricter safeguards. Here is what changed, why it happened, and the real lesson for anyone building on AI.
Read →PwC's 2026 Jobs Barometer splits the market in two: companies fluent in AI grow productivity 40% faster. Here is which side your business lands on, and what to do this quarter.
Read →The market just flooded with AI experts (OpenAI alone is certifying 300,000). Most sell hype. Here is how to tell who will actually move your numbers.
Read →AI regulation used to be a big-company problem. In 2026, a ten-person company faces the same rules, and the fines reach millions. Here is the plain version.
Read →Every AI answer, image, and automation is paid in tokens. As intelligence becomes a metered utility, the businesses that understand and optimize their token footprint will out-cost everyone else.
Read →The shallow promise of AI is a fast website with a nice image. The real value is the part underneath: architecture, SEO, positioning, security, and knowing exactly what you want and how to ask for it.
Read →97% of companies deployed AI agents this year. Only 23% see real returns. The problem is not the technology, it is how it is being adopted.
Read →Anthropic just released Claude Fable 5: the first public model from its Mythos class. Same frontier power, wrapped in safety limits. Here's what it actually means for your business, minus the hype.
Read →I built an operations platform in 3 days, deployed websites in under an hour and generated full API docs in minutes. Here's why AI belongs in every professional's toolkit, and how to adopt it without the hype.
Read →The creator economy deserves better tools. Here's what we're building differently with Bell N Desk, and why owning your platform beats renting your audience.
Read →Why building an accessible Web3 education ecosystem for the Spanish-speaking world became a mission, not just a business, and what real crypto education looks like.
Read →From Panama to the rest of the continent, real lessons on incorporations, banking, regulation and how to actually get things done when you're building across Latin America.
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