OPEN_SOURCE ↗
REDDIT · REDDIT// 2d agoBENCHMARK RESULT
Claude Mythos Preview Faces Open-Model Pushback
AISLE argues Anthropic’s cyber showcase looks less like a singular breakthrough and more like evidence that security capability is highly task-dependent. After isolating the relevant code, cheap open-weights models recovered much of the same vulnerability analysis, including the flagship FreeBSD case.
// ANALYSIS
Anthropic’s demo still shows real cyber strength, but the report weakens the idea that Mythos alone created a new, unassailable frontier. The bigger lesson is that cybersecurity performance is jagged: model size, price, and vendor prestige do not translate smoothly across tasks.
- –Eight of eight tested models found the FreeBSD issue once the relevant snippet was isolated, including a 3.6B-active open model priced at $0.11 per million tokens.
- –The harder OpenBSD chain still separated models, but a 5.1B-active open model recovered the core reasoning, which undercuts any simple “only frontier models can do this” story.
- –The same models reshuffled rankings across tasks, with small open models beating many frontier models on a basic security-reasoning probe.
- –For builders, the moat looks more like the surrounding security system, prompts, triage, and workflow than the raw model alone.
// TAGS
mythos-previewanthropicopen-weightsbenchmarkreasoningsafetysecurity
DISCOVERED
2d ago
2026-04-10
PUBLISHED
2d ago
2026-04-09
RELEVANCE
9/ 10
AUTHOR
Neurogence