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
GitHub's August release retunes Actions queries for cache poisoning, output clobbering and untrusted checkouts. Most of the work went into cutting false positives, not adding coverage.
Reality
- Evidence58
- Adoption28
New agents scan, triage and open the pull request, leaving a developer to approve. The virtual patching alongside them is the tell: fixes average 50 days, exploits can land in six hours.
Reality
- Evidence34
- Adoption12
The NemoClaw blueprint wraps an open-source coding agent in deny-by-default networking, audit trails and credential isolation. The objection it targets is procedural, not technical.
Reality
- Evidence34
- Adoption19
The vendor says its indexed context engine cuts per-task cost 48 percent against Claude Code on the same Opus 4.8 model. The benchmark is its own, on one open-source repo.
Reality
- Evidence32
- Adoption9
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
An APM incumbent has decided agent evaluation is a platform feature, not a market. That changes the maths for anyone paying separately for LLM observability.
Reality
- Evidence45
- Adoption30
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