{"data":{"id":"c51c9319-fffa-451b-864b-50eb9e0f24d1","title":"The Bitter Lesson Comes to Robotics","summary":"Researchers evaluated nine frontier multimodal language models directly commanding physical robotic arms on six manipulation tasks from the RoboDojo benchmark, across multiple reasoning-effort and service-tier settings. The models can control real arms for a range of tasks but are not yet precise or efficient enough to finish them within a practical action budget. Performance rose between July and October 2026, with a doubling time of 53.9 days, a 4.4x increase in the best execution rate, and a 6.2x drop in the lowest execution cost.","solution":"N/A -- no mitigation discussed in source.","labels":["research","safety"],"sourceUrl":"https://arxiv.org/abs/2610.25287v2","publishedAt":"2026-10-18T14:07:36.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["frontier multimodal language models","RoboDojo benchmark"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-10-18T14:07:36.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["safety"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.8,"researchCategory":"preprint","atlasIds":null}}