BizStack Blog

Meta's new SWE-sweep benchmark tested 4,068 real bugs across 100 open-source codebases. Without a human bug report, the top agent drops from 75% to under 5%.

A UNSW study of 55 students found AI-assisted coders scored 89% on tasks but only 41% on retention tests, versus 53% for the Google group. Here is what engineering leads are doing about it.

From GEO citation data to LinkedIn retargeting at $0.50 per member, here are the sharpest marketing findings from this week's research roundup.

Maxi Contieri's framework for writing explicit forbidden-action lists for AI coding agents, with real incidents from Replit, Google, and Cursor as the proof.

A 20-year publishing veteran compared seven WordPress AI SEO plugins for metadata, internal links, and alt text. Here is the honest breakdown by job and price.

Hypothesis found a planted bug in 18 generated cases while three example tests passed. Here is how property-based testing gives AI coding agents a harder check to fail.

Single Grain's Eric Siu walks through a live AI SEO system using Grok Bot, Jev, Muse, and Codex to find content gaps, draft pages, and measure AEO and GEO results.

Zero-click searches hit 68% in early 2026 and AI attribution is broken by 10x. Here is the framework for planning organic visibility without relying on a traffic baseline.

Marketing's early-career pipeline faces the same AI pressure that hollowed out entry-level CS jobs. Structured apprenticeships may be the fix, argues Milton Hwang.

AI-generated code skips threat modeling, hallucinates dependencies, and hardcodes secrets. A security breakdown for teams building with vibe coding.