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Cognition has released SWE-2 Flash, a smaller, faster coding model inside Devin that it says runs about 3x faster than SWE-2 at a fifth of the cost and is free for paid users through November 30. Its own benchmarks show where the trade-off bites.
Chip-design startup Ricursive has released Ripple-65B Preview, a 65-billion-parameter dense model it says tops every U.S. open-weight model on TerminalBench 2.1 and is small enough to run on a DGX Spark. The numbers are the company's own; here is what they show and what is still missing.
A CVSS 10 missing-authentication flaw in Siemens' SIMATIC IoT2050 Advanced gateways, CVE-2026-58115, is now being exploited, according to threat-intel firm VulnCheck. The attack is a single request to Node-RED's admin API, so any Node-RED instance left without a password is exposed in the same way.
Microsoft Threat Intelligence has graded eight North Korean groups on how deeply they use AI. The findings — bulk-generated lures, AI-coded malware, fake recruiters and an open-source agentic attack framework — show where defenders should tighten up now.
