288 stories
Model synthesis, a new server-side tool on DigitalOcean Inference Engine, runs a model configuration you can define, tests in parallel, and has a synthesizer model review that output.
We tested 7 aaPanel alternatives for 2026. Compare CtrlOps, CloudPanel, HestiaCP, CyberPanel, Coolify, RunCloud, and Webmin on pricing and deployment.
A while back I shared a small tool for styling Bear blogs without wrestling with DevTools overrides: bear.css.observer. I've improved the UI a bit since then. The panel is cleaner, the editor is easier to live with, and the overall flow feels less like a hacked-together demo.
A cosmetic product can look premium on a bathroom shelf and surprisingly ordinary in a photograph. The glass bottle that catches light beautifully in person may show the reflection of the entire room on camera. A metallic cap may turn into a bright white patch.
Does architecture matter more than model choice? We built the same Reddit-posting agent three different ways, ran 8 model mixes through a 14-criteria AI judge panel, and the most expensive configuration lost twice. Here is the full scoreboard.
Managed Weaviate is now in public preview on DigitalOcean, offering an easy way for developers to run Weaviate in production, at a price that makes sense from day one.
Discover the top startup Chrome extension ideas for 2026 that can elevate your SaaS product and streamline workflows for entrepreneurs and developers alike.
Fairlight Live final release now available! A new, powerful audio mixer designed for broadcast and live events. It supports thousands of audio channels, has full redundancy, built-in effects, third-party plug-ins and more! Learn more at https://bmd.link/dhL7Nc
We tested 7 Termius alternatives on macOS. Compare CtrlOps, iTerm2, Warp, Tabby, Royal TSX, WindTerm, and Core Shell - pricing, AI, and local storage.
Your browser does not support the video tag. I'm a generalist. I design, I code, I end up in a lot of places where typography matters but isn't really the job. Reviewing a client's staging site. Onboarding to a codebase I didn't write.
A practical pre-launch QA playbook for AI customer support agents: how to build a scenario bank from real tickets, test grounding and the 'I don't know' path, run adversarial checks, and turn evaluation into a regression suite instead of a one-time demo.
Ask AI the same question twice and it rarely cites the same sources. In Parse's 82-day panel, about half of a query's citations were gone by the next run, but the survivors, mostly Wikipedia and Reddit, kept getting cited for weeks. AI citation life is bimodal.
AI almost never names one brand. Across Parse's panel, the typical brand-naming answer on ChatGPT Search and Google AI Mode lists a median of five distinct brands, and fewer than one in twenty names a single brand. The real contest is making a shortlist of about five.
Parse analyzed 185,723 head-to-head brand comparisons AI made across four engines. When AI weighs two brands on two dimensions, the winner differs by dimension half the time (50.7%); on three or more, 73%. There is rarely one winner, only a winner per axis.
Parse embedded how AI describes 176 brands and measured the distance between them. Most brands are distinct, but a measurable minority collapse into near-twins, and they do it for two specific reasons you can check for your own brand.
Parse traced 743,998 brand mentions across ChatGPT Search and Google AI Mode. Of every brand AI named, 73% held some recommendation slot, but only 13% were the top pick. Being mentioned is nearly automatic; being recommended is not.
Is Chrome Ask Gemini the best AI for work? Learn why Jetwriter AI is the better tool to write faster and smarter, and sound just like you.
The AI Ads Index is live. The first public daily index of sponsored ads inside ChatGPT answers, refreshed every morning.
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