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Grounded write-ups from the ApkaAgent team — no hype, just what we've learned building AI systems and using the tools ourselves.
OpenAI's GPT-6 Astra launched with strong benchmarks, an AGI claim from its president, and a real security incident sitting behind the safety story. A grounded look at what's actually new.
AI automation gets pitched as a magic fix. Here is what it actually does well, where it still needs a human in the loop, and how to tell the difference before you build.
Claude shows up in a lot of workflows that never touch a chat window — coding agents, document review, customer support, research. A grounded look at where it earns its keep.
A new Fiverr gig with no reviews starts at the back of search. Here is how Fiverr actually ranks gigs, the setup steps that get first orders, and the mistakes that keep sellers invisible.
Relying on one marketplace means one algorithm controls your income. A concrete process for building referral, outreach, and community channels that don’t depend on Upwork.
There is no single best freelance platform — only the right one for your skill, experience level, and project size. A grounded comparison of fees, vetting, and competition across the major sites.
