Indirect prompt-injection (IPI) benchmarks predominantly test planted instructions that redirect a tool-using agent toward an attacker-chosen task. Yet attacker-controlled content can instead tamper with the outcome o... Context & related coverage →
arxiv.org · 2026-11-05 · Ranked: agent + eval match · research watch · fresh 0.70 · score 2.20
Learned orchestration has emerged as a promising paradigm for large language model (LLM)-based multi-agent systems, in which a central orchestrator selects agents and controls the information they receive throughout a... Context & related coverage →
arxiv.org · 2026-11-05 · Ranked: agent + eval match · research watch · fresh 0.74 · score 2.05
AI agents store text as embedding vectors and compress them at scale. A compression is accepted when each item's nearest neighbors survive, but agents also consolidate, delete, and compare memories, tasks that depend... Context & related coverage →
arxiv.org · 2026-11-05 · Ranked: eval match · research watch · fresh 0.73 · score 1.99
We consider the problem of cross-validation (CV) in time series forecasting, with a focus on global forecasting models based on deep learning. The prevailing CV strategy in forecasting is to partition data across time... Context & related coverage →
Asynchronous RL trains on stale weights. Align rollout and training kernels bit for bit, and unclipped importance sampling corrects that lag. Plus zero-mismatch RL for DeepSeek-V4.1-Flash, Kimi K3.1 and AMD MI355X. Context & related coverage →
OpenAI introduces BioBasicsBench, a 100-task benchmark measuring how well AI agents interpret raw experimental data and handle everyday wet-lab science. Context & related coverage →
Data Cloud connectors in Gemini for business, now in preview , give business users and analysts a direct way to query live enterprise data in natural language. Across most organizations, data questions multiply faster... Context & related coverage →
Introducing GPT‑6 Cyber, OpenAI’s cybersecurity model for finding exploitable vulnerabilities and developing fixes, trained to stay within authorized scope. Context & related coverage →
OpenAI is partnering with Hacktron to find vulnerabilities, test connections with third-party services, and strengthen defenses with frontier AI. Context & related coverage →
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