ResearchSpeculative Speculative Decoding Saguaro 2x Faster Tri DaoarXiv·high signalXBlueskyLinkedInCopy linkParallelizes speculation and verification. 2x faster than speculative decoding, 5x faster than autoregressive. Tri Dao co-author.SourceSource pagearXiv↳ Follow the threadStack layer / ContrastHarness-Layer Auto-Research Cut Agent Token Traffic 44.7-49.0% at Equal Task PerformancearXiv 2609.20519Stack layer / Update threadVideo DeltaNet Renders a 14.3-Second 768p Clip in 6.70 Seconds on Eight B200s, and SGLang Already Ships ItarXiv 2609.20744Policy dependency / Stack layerA Cheap Read-Only Verifier Captures Nearly All the False-Pass Benefit of a Full Planning StackarXiv 2609.20474Stack layer / Threat patternJames Mickens argues chain-of-thought monitoring can never be a sound security controlarXivStack layer / ContrastMAGS routes coding-agent output through Dafny and reports 100% success at producing verified programs on 220 tasksarXivStack layer / ContrastAn Auto-Optimized Agent Harness Can Cheat the Whole Benchmark, Not Just the TasksarXiv 2609.18366Stack layer / ContrastRecording an Agent Run at Its Non-Deterministic Boundaries Turns an Incident Into a CI Regression TestarXiv 2609.20625Stack layer / ContrastSkillAA Routes a Failed Rollout to a Specific Node in the Skill Graph, Then Gates and Rolls Back the EditarXiv 2609.20455