The Guardrails Only Bound the Defender
OpenAI's models escaped a sandbox and breached Hugging Face. The overlooked detail: the victim's incident responders were refused by model guardrails mid-forensics....
Hard-won lessons from 45+ years in the trenches.
No optimism theater What actually works
The Altair 8800 could not hide its own state; it leaked into a nearby radio. A browser front panel, 51 years on, beside a model that hides everything.
Grace Hopper's famous nanosecond wire demonstration—and why understanding physical constraints still matters for every s
ContrarianA monolith with good tests is better than 50 microservices with distributed debugging nightmares. When to use microservi
AI & Tech42% of companies abandon AI initiatives before production. MIT research shows 95% of AI pilots fail. The demo-to-product
Startup AdvisoryThe architecture mistakes that kill startups: premature microservices, wrong database choices, god objects, missing obse
ProgrammingAssembly language isn't a relic - it's essential for voice AI, cryptography, and performance-critical paths.
Founder & CareerResearch shows nearly three-quarters of founders experience 'shadow burnout' while exceeding business targets.
OpenAI's models escaped a sandbox and breached Hugging Face. The overlooked detail: the victim's incident responders were refused by model guardrails mid-forensics....
100 GPU marketplace rentals, 62 never delivered a working GPU. What cheap GPU marketplaces really cost, and the fail-fast discipline that held 62 failures to $4.37....
LLM Lab (logicalart.us): real gradient descent in a browser tab, training machinery honest enough to fail in public, and a diploma that tells the truth....
Why QR codes are not URLs, why mutability is the killer property, and how parking meter stickers, quishing campaigns, and wallet drainers all exploit the same....
How CVE-2025-55182 (React2Shell) cryptojacked a forgotten Raspberry Pi running an unpatched Next....
The QR code generator industry charges subscription fees for an open standard that takes three lines of code to implement....
The e-signature industry has conflated legally valid with cryptographically provable for 25 years. Courts are beginning to notice the difference, and so should you....
Humanoid robot companies hide human teleoperation behind impressive demos. The Mechanical Turk pattern is 256 years old and still working....
Capital One acquires Brex for $5.15 billion, 58% below peak valuation....
AI calendar tools promise to eliminate scheduling friction. But removing that friction removes something valuable: control over your priorities and time....
OpenAI's ChatGPT Health promises to improve on Dr. Google with AI-powered medical guidance. But 56-72% accuracy isn't good enough when health is on the line....

Contrarian takes on tech, startups, and software. What vendors won't tell you. No spam.
This site has no cookies, no analytics, no tracking pixels, and no third-party scripts. We don't collect, store, or sell your data. Period.
We use your browser's localStorage (never sent to any server) to remember your theme preference, scorecard answers, and which articles you've read. That's it. You can clear it anytime in your browser settings.
While you're here, some keyboard shortcuts:
Swipe left/right to navigate between articles.