A cybersecurity sales operator now owns the number OpenAI's 2027 listing will be judged on, and Anthropic may reach the public market first.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+20
- Incentives50
- Confidence55
Harness previewed a Software Factory that holds AI agents to written specifications, plus a Vibe Mode that applies the same development policies to citizen-developer code. The token saving is described as potential.
Reality
- Evidence27
- Adoption
- Insufficient
- Hype gap+30
- Incentives78
- Confidence40
The new Code Repository and AI Code Review are built for thousands of simultaneous pull requests, and the design concedes that the slow part of shipping agent-written code was always waiting for a human to look at it.
Reality
- Evidence24
- Adoption16
- Hype gap+42
- Incentives84
- Confidence52
Two go-to-market leaders gone in a week, five C-suite changes in a year, and an incoming revenue chief whose method is to re-score every open deal.
Reality
- Evidence46
- Adoption31
- Hype gap+28
- Incentives66
- Confidence52
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
- Hype gap+42
- Incentives84
- Confidence46
The set runs from AI SAST to virtual patching. Harness has published no customer results, so the case rests on owning the pipeline rather than on detection quality.
Reality
- Evidence34
- Adoption20
- Hype gap+34
- Incentives72
- Confidence46