SourcesZep Temporal Knowledge Graph Architecture for Agent MemoryarXiv·high signalXBlueskyLinkedInCopy linkGraphiti engine builds temporally-aware knowledge graphs outperforming MemGPT on Deep Memory Retrieval benchmarkSourceSource pagearXiv↳ Follow the threadPolicy dependency / Stack layerHierarchical Ransomware Agents Escalate to Dynamic and Memory Analysis Only on Specialist DisagreementarXiv 2609.04820Stack layer / Threat patternDeleting an agent's memory record changes leakage not at all, and instruction-based forgetting fails on every probearXiv 2609.04875Stack layer / Threat patternLLM decompiler output that recompiles and passes every shipped test still diverges on other inputs, and can silently erase a disclosed CVEarXiv 2609.05370Stack layer / Update threadThe Agentic SDLC Throughput Paradox: Coding Gains Attenuate Sharply Between Writing Code and Shipping ItarXiv 2609.04681Stack layer / ContrastIris trains 35B and 397B search agents by reverse-constructing questions from hyperlink structure, and reports benchmarks both with and without context managementarXiv / HuggingFace Daily PapersStack layer / ContrastSynthesizing tool-call training data by executing the tools first lets a 9B model nearly match a 27B onearXiv 2609.05395Stack layer / Contrastτ^τ-bench Makes Agent Construction the Task: Claude Opus 5 Under Claude Code Passes 23.9% Against an 82.2% Expert CeilingarXiv 2609.04611Stack layer / ContrastA cheaper reviewer from a different model family beats self-review by 12 points; same-model self-review falsely rejects 35% of its own correct answersarXiv 2609.04270