SourcesSagaLLM Transaction Guarantees for Multi-Agent Planning VLDBarXiv·high signalXBlueskyLinkedInCopy linkBrings distributed Saga transaction patterns to multi-agent AI. Compensating transactions for rollback. Accepted at VLDB 2026.SourceSource pagearXiv↳ Follow the threadStack layer / Threat patternBekchiAI Releases 2,057 Verifier-Checkable Agent Tasks Where Gold Answers Are Computed, Not WrittenarXiv 2608.26867Stack layer / Update threadSKILL.state throws away the conversation history: only the skill spec, current state, and latest observation reach the modelarXivThreat pattern / ContrastAgentDV Lifts RTL Testbench Generation From Zero Valid Environments to 100% Pass on Four DUTsarXiv 2608.27148Stack layer / Follow-up threadMulti-Agent Mathematicians in 'the Station' Produced Five Results New to the Literature, Including a 604-Point Kissing ConfigurationarXiv / Hacker NewsStack layer / Update threadSysComb Enforces State-Aware Syscall Filters via eBPF With No Kernel or Application ChangesarXiv 2608.26871Stack layerDeepRepro replaces upfront planning with execution-state-aware subplanning for paper-to-code reproductionarXivStack layerGoogle DeepMind's Co-Scientist paper: Gemini agents matched unpublished wet-lab E. coli measurements and beat six frontier models on HealthBencharXiv (Google DeepMind)Stack layerA Compute-Centric Taxonomy of Parallelism for RL Post-Training, Framed With the Work-Depth ModelarXiv 2608.27046