Articles

AI coding agents and automated theorem provers are changing software engineering. Their most disruptive effect may be the growing distance between producing an answer and establishing that it deserves our trust.

Tokenized Treasuries can become risky DeFi collateral. Explore how oracle errors, transfer restrictions, and cross-chain failures affect RWA lending. rwa-defi-collateral-risks

Who will profit from institutional tokenization? A 2027–2030 outlook on Wall Street, infrastructure providers, operating costs, and three adoption scenarios.

Tokenized stocks, gold, Treasuries, and real estate promise easier access. Discover what RWA tokens really represent and why liquidity still matters.

Real-world asset tokenization is changing how financial assets are issued, held, and transferred. The harder question is whether it can build markets people actually trade.

Explore 2026 trading analytics trends, from AI trade reviews to dashboards tracking P&L, drawdowns, win rate, fees, volatility, and strategy performance.

AI is accelerating software production. The harder question is whether engineering teams can verify, maintain and take responsibility for everything they ship. By Julia Iv · Software Engineering · AI & Accountability

From Tools to Diagnostic Infrastructure

From Walden and “Bartleby” to Somerset Maugham’s Strickland, literature has long sent men away from society. Julia Iv’s IT Cabin asks what happens when society follows them through the screen. By Julia Iv

The moment a routine task exposed the missing layer in the agentic workflow.

ChatGPT could read the text on a fifth-grade biology worksheet, understand the subject, and explain the task. Then nine empty boxes and a few merged arrows exposed a much harder problem: visual reasoning.

A microscope-filled repair bench can look impressive. But real smartphone board repair depends on diagnosis, process control, and knowing when not to apply heat.

I write IT Cabin because my brain still insists on thinking for itself. I sketch messy drafts across A4 sheets not just burn tokens and somewhere between fiction and technology, new questions keep appearing. IT Cabin is coming soon. Find me on Amazon and follow along for the release.