GoKawiil
Tech News
DeepSeek V4.1 Flash achieved code execution on all 11 vulnerable systems in an AI hacking benchmark while leaving four patched systems untouched, at a total cost of just $4.65 for accepted runs. A manual review found the model discovered five novel attack paths beyond the six expected solutions, including a faster exploit against Grafana that bypassed the intended vulnerability entirely.
A new benchmark comparing OpenAI's GPT-5.6 Luna and GPT-6 Astra on code review found Luna verified 69 bugs across 50 pull requests versus Astra's 92, while costing roughly 28 times less per review. Luna also produced more false positives, with 24 of 93 flagged issues failing verification compared to Astra's 4 of 96, and it caught fewer security-related bugs.
A team integrated the OpenTelemetry Ruby SDK into a Rails application to export logs straight to Grafana Cloud, skipping the usual Collector process entirely. They relied on the SDK's built-in batching since their log volume was low, and required a handful of gems including opentelemetry-sdk and opentelemetry-exporter-otlp-logs.