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 threadPolicy dependency / Stack layerRIPPLE: an edit confined to one prompt-policy segment changes downstream behavior, so replay candidate edits after previously accepted ones before persistingarXiv 2609.12127Stack layer / Update threadMarket Concentration Barely Changes Model Collapse: Pushing One Model to 90% Share Moves Five-Generation Endpoints a Few PercentarXiv 2609.11146Stack layer / Update threadAn Unlearning Audit of 263 Released Checkpoints Finds 47 Move Past Their Own Seed Spread Just by Refitting Batch-Norm StatisticsarXiv 2609.11490Stack layer / Follow-up threadBenchmark Radar Ships a Daily-Updated Catalog of 1,283 AI Benchmarks With 12,916 Numeric Score ObservationsarXiv 2609.11115Stack layerA seven-person team trained open-weight cyber agents to 63.24% on CyberGym, rank 10 overallarXiv / HuggingFace Daily PapersStack layer / Threat patternUnlearning Methods That Pass TOFU and MUSE Still Leak the Secret on 22-86% of Queries Once the Model Is an AgentarXiv 2609.12808Stack layerPermutation-Based Model Confidentiality in Hybrid FHE Breaks in d+1 Queries Per LayerarXiv 2609.12911Follow-up threadAn arXiv abstract credits "the Odin Automatic AI Research Agent" with discovering the proofarXiv (via r/singularity)