Founding a Company in Germany: €11,800 and 7 Months to Get a VAT ID
A timeline of founding a company in Germany: €11,800 spent, two companies registered, 203 days to a VAT ID, and a registration nobody mentioned.
A timeline of founding a company in Germany: €11,800 spent, two companies registered, 203 days to a VAT ID, and a registration nobody mentioned.
RubyLLM 1.16 adds concurrent tools with threads or fibers, Rails-style instrumentation, and proxy support through api_base for every native provider.
Models can generate the code. They cannot be accountable for it. The real distinction is whether the result is owned.
A paid Medium article claimed hard-won RubyLLM production lessons, but its code had never run. Regenerating it only made the fabrication harder to spot.
RubyLLM 1.15 adds image editing, cost tracking, inferred tool parameters, additive callbacks, and Rails fixes.
One Kamal accessory for encrypted Rails database and Active Storage backups, restore drills, and redacted evidence for security reviews.
A visual guide to Ruby processes, Ractors, threads, fibers, schedulers, blocking I/O, database connections, and concurrency trade-offs.
I patched Solid Queue to run jobs as fibers. Now it ships in 1.6.0, making the Rails default ready for highly concurrent, cooperative I/O-bound jobs.
Learn why agent context windows degrade, how context rot harms results, and practical strategies for keeping AI agents focused and reliable.