BizStack Blog

Researchers demonstrated that feeding poisoned benchmarks to self-modifying AI coding agents causes future versions to write vulnerable code, even after retraining on clean data.

Vaadin released VaadinBench, an open source benchmark that scores AI coding agents on actual Vaadin development tasks using hidden grading scripts. Here is what it tests.

Four AI advertising developments landed in five days: OpenAI's Sponsored Agents, Google's AI Mode text ads, a publisher payment pilot in Search Console, and Microsoft's AI ad push.

A correct answer from your coding agent doesn't mean you measured model knowledge. Here's why sandbox design determines whether your eval result is valid.

Your AI marketing chain drafts, tags, and schedules. But if the human review step has no design, you lose all the time you just saved. Here is how to fix it.

A practical buying guide for solopreneurs and operators: which AI marketing services to commission, which to skip, and the exact red flags to watch for before signing.

Eric Siu's one-job rule for AI marketing agents, applied to lead routing and search refresh workflows. A practical evaluation checklist with no chatbot demos required.

Ahrefs tracked 963 domains in Google Search Console after France got AI Overviews on July 22, 2026. The most exposed sites lost 23.1% of their click-through rate.

Estée Lauder Companies partnered with AI platform Profound to optimize how MAC Cosmetics and Jo Malone London appear in ChatGPT, Gemini, and Claude search results.

UK agencies filling 40 live roles face 3,000 to 6,000 applications a month. Here is the step-by-step order to automate without breaking your pipeline first.