Tessl Code Review, free during beta, keeps review criteria as versioned files the team owns instead of logic sealed inside a vendor product. Someone still has to write the criteria.
Reality
- Evidence28
- Adoption10
- Hype gap+38
- Incentives68
- Confidence44
A devops.com argument that "implement AI everywhere" is the old "automate everything" push in new clothing rests on one number that should end survey-based adoption decisions.
Reality
- Evidence24
- Adoption
- Insufficient
- Hype gap
A devops.com essay argues durability, per-step identity and decision-level observability belong in the agent runtime, not layered on later. The failure economics support the claim.
Reality
- Evidence24
- Adoption
- Insufficient
- Hype gap
A devops.com argument for handing off the telemetry pipeline is vendor-adjacent and mostly correct: instrumentation is the cheap part, and the recurring work never appears in a headcount plan.
Reality
- Evidence28
- Adoption
- Insufficient
- Hype gap
An argument published on devops.com: an AI-proposed locator is untrusted code, and a passing rerun only proves the automation found something clickable.
Reality
- Evidence27
- Adoption
- Insufficient
- Hype gap
Anthropic's temporary weekly headroom lapses at 11:59 PM PT with prices unchanged. Teams that wired CI pipelines and sprint plans to borrowed capacity now pay the same for roughly a third less work.
Reality
- Evidence34
- Adoption48
A Secure Code Warrior and RMIT study of six frontier models across 11 frameworks found no universal winner and no link between token cost and secure output.
Reality
- Evidence48
- Adoption
- Insufficient
- Hype gap
Blocking newly published packages from being indexed treats ingestion speed as the attack surface. The cooldown window is a policy call platform teams have to own, not a switch they flip.
Reality
- Evidence28
- Adoption10
A devops.com column argues teams bolt security scanning onto CI/CD and rarely go back to measure the throughput they spent. Six cost terms, and only one of them shows up on a vendor quote.
Reality
- Evidence26
- Adoption
- Insufficient
- Hype gap
GitHub's latest changelog makes per-turn model switching normal across Copilot surfaces. It does not add a field anywhere recording which model wrote which line.
Reality
- Evidence42
- Adoption30
A devops.com column argues developer resistance to AI tooling is about role definition, not redundancy. The 84 percent adoption and 33 percent trust figures it cites point to a review backlog.
Reality
- Evidence20
- Adoption35
A devops.com piece argues workflow changes need a release contract: a versioned unit, named side effects, a rollback plan written before launch, and reconciliation after.
Reality
- Evidence24
- Adoption
- Insufficient
- Hype gap