A dev.to how-to proposes four CI gates for LLM-written tests: execution, coverage, mutation, drift. Read the sample configs line by line and two of them would let through a test that asserts nothing.
Reality
- Evidence30
- Adoption
- Insufficient
- Hype gap+40
- Incentives50
- Confidence55
Terraform reads an emergency console change as a config mismatch and reverts it on the next scheduled apply. A dev.to writeup builds the CI job that catches it first, and explains why the plan-only role still needs lock writes.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+5
- Incentives20
- Confidence52
bol has run its Backstage platform for more than five years and switched to pnpm so coding agents could work in parallel worktrees. Then came a store path two systems disagreed on and 1.42 GB of cached node_modules that saved nothing.
Reality
- Evidence58
- Adoption28
- Hype gap−10
- Incentives30
- Confidence55
The reductions run deepest on the largest machines. That redoes the arithmetic that sent heavy jobs to hardware you own. The per-minute charge GitHub proposed for self-hosted runners still has no new date.
Reality
- Evidence58
- Adoption52
- Hype gap+10
- Incentives72
- Confidence57
The Vite config came to 23 lines. The merge request came to 166 files and 70 days, nearly all of it paying down what Create React App had been quietly supplying.
Reality
- Evidence54
- Adoption24
- Hype gap+8
- Incentives41
- Confidence49
The queue was a budget cap wearing an engineering costume. Moving 22 of 34 repositories to GitHub Actions bought sub-minute starts and a bill that had to be tuned back down.
Reality
- Evidence44
- Adoption52
- Hype gap−9
- Incentives34
- Confidence41
Hudson Rock's analysis of the exfiltration archive ties 118,829 CI runner dumps to 2,488 organizations. The dumps carrying no identifying metadata are the harder half.
Publishers:blog.gitguardian.com
Reality
- Evidence56
- Adoption71
- Hype gap+12
- Incentives79
- Confidence54
A GitLab CI job burned three model calls to produce one answer. Fingerprinting the normalized request, while excluding branch names and build IDs, costs less than begging for more free quota.
Reality
- Evidence42
- Adoption
- Insufficient
- Hype gap+30
- Incentives82
- Confidence46
Allure-Katalon Bridge fills a gap Katalon never shipped, installing by copying eight files into a project. The interesting part is stable history IDs, not the installer.
Reality
- Evidence30
- Adoption10
- Hype gap+25
- Incentives70
- Confidence42
SOCRadar's record-level data puts 95 percent of identified victims before the poisoned LiteLLM packages ever hit PyPI. Anyone who rotated only what LiteLLM touched is still exposed.
Reality
- Evidence52
- Adoption68
- Hype gap+12
- Incentives66
- Confidence55