buildOne report1 publisher Anthropic's OSS Scanner routes Mythos findings to maintainers ahead of its own review queue
Anthropic's OSS Scanner sends maintainers Mythos findings before its researchers review them, with about 6,000 of 29,000-plus candidates triaged. The service is free and opt-in, and reports carry reproduction steps and proposed fixes where available.
Reality
- Evidence55
- Adoption30
- Hype gap+15
- Incentives55
- Confidence58
buildOne report1 publisher AI slop at 20% of reports explains about 3 points of a 10-point fall in curl's confirmed rate
Curl ended its bug bounty in January 2026 after AI-written reports cut its confirmed rate below 5%, a dev.to post says. The post's own shares and rates explain only a small part of that drop.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+35
- Incentives35
- Confidence40
buildOne report1 publisher AISLE says its researchers found 18 of the 24 CVEs fixed in curl 8.23.0
curl 8.23.0 shipped 24 security fixes nine months after the project closed its bug bounty over low-quality reports. The explanation on offer, a human check before each submission, is one auditor's reading.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+20
- Incentives50
- Confidence50
buildOne report1 publisher Confirmed Claude-found open source bugs outnumber upstream patches 11 to 1
Anthropic's Claude flagged more than 29,000 candidate open source vulnerabilities in six months, and upstream projects have patched 516 of them. Maintainers praise the reports, but each fix still ships only as fast as the project that tests and releases it.
Reality
- Evidence55
- Adoption45
- Hype gap+15
- Incentives60
- Confidence55
Anthropic expects more than 90% of the unreviewed vulnerability reports its new OSS Scanner sends to open source maintainers to be real. Opt-in projects get findings faster and take on the work of catching the errors, such as wrong severity ratings.
Perspective Coverage
6 publishers
- Builder
- Builder 52%
- Operator
- Operator 37%
- Investor
- Investor 11%
Reality
- Evidence60
- Adoption35
- Hype gap+15
- Incentives70
- Confidence62
buildConfirmed14 publishers Google stopped taking product vulnerability reports for its open-source bug bounty on October 1 after a flood of invalid AI-generated submissions. Any team that takes outside security reports faces the same imbalance, with reports now cheap to write and as costly as ever to check.
Perspective Coverage
15 publishers
- Builder
- Builder 41%
- Operator
- Operator 50%
- Investor
- Investor 9%
Reality
- Evidence76
- Adoption55
- Hype gap+20
- Incentives35
- Confidence72
buildOne report1 publisher curl's confirmed-vulnerability rate fell from above 15 percent to under 5 in 2025
The case that generated code fails without the usual warning signs comes from two practitioner accounts, while the only measured series is curl's inbound bug reports, and Daniel Stenberg stopped taking those in January 2026.
Reality
- Evidence38
- Adoption58
- Hype gap+34
- Incentives62
- Confidence46
buildOne report1 publisher Fabricated SQLite CVEs cleared NVD, CISA ADP and Red Hat before anyone ran the code
JFrog found that 54 of 55 advisories from one new GitHub account were machine-generated fiction. They reached enterprise scanners by the normal route, which is the problem.
Reality
- Evidence55
- Adoption45
- Hype gap+15
- Incentives60
- Confidence48