Posts by Ty Sutherland

Reid Hoffman thinks most people using AI are doing it wrong. Not because they’re using the wrong tools — but because they’re treating a power drill like a screwdriver. In a February...

Reid Hoffman doesn’t do vague reassurance. When the co-founder of LinkedIn and one of Silicon Valley’s most connected investors says we’re at 5% of where AI ends up — maybe 2% —...

```html GPT-5.4 dropped on March 5, 2026, and most people are using it exactly like they used GPT-4. That’s a waste. This isn’t a minor point release — the 1M token context window alone...

On February 25, 2026, Perplexity CEO Aravind Srinivas launched something with a deliberately provocative name. “Perplexity Computer” isn’t a computer. It’s a cloud-based...

MCP — the Model Context Protocol — has quietly become one of the most important infrastructure decisions you can make if you’re serious about using Claude for real work. Not because it...

Vibe coding grew from a tweet into an $8.5 billion market. Updated guide covering Cursor, Lovable, Claude Code, Devin AI, security data, and the graduate workflow reshaping how teams build software.