Building Jan.ai from Source with a Local LLM The Goal I wanted a recent build of Jan.ai. I got a 0.6.599 .deb. That's when I re-read my own prompt. The model was given a single, generic instruction. Nothing about versions, tags, or checking what was already installed. It said: Target application: jan.ai desktop application Container name pattern: [os]-[shortname] (e.g., ubuntu-jan) Ba
In Q1 2026, our team audited 14 2FA libraries for Next.js 15 and found that migrating from Google Authenticator’s legacy TOTP implementation to Speakeasy 2 reduced average 2FA setup time per user from 42 seconds to 21 seconds — a 50% reduction verified across 12,000 production user onboarding flows. ⭐ vercel/next.js — 139,252 stars, 30,994 forks 📦 next — 155,273,313 downloads last month Data