A software feature usually evolves over time: developers extend its first version as new use cases and requirements arrive, and each extension builds on code written earlier. Most feature benchmarks evaluate a single... Context & related coverage →
arxiv.org · 2026-10-27 · Ranked: eval match · research watch · fresh 0.83 · score 2.60
We introduce Timestral, a family of four time series foundation models for probabilistic forecasting, with 5M, 28M, 123M, and 209M parameters. Timestral sets a new state of the art on GIFT-Eval, TIME, and fev-bench, w... Context & related coverage →
arxiv.org · 2026-10-27 · Ranked: agent match · research watch · fresh 0.84 · score 2.58
Diffusion language models offer a promising path to efficient agents through parallel token generation. However, efficient interaction requires adapting both where computation is spent and how much text is generated.... Context & related coverage →
arxiv.org · 2026-10-27 · Ranked: evaluation match · research watch · fresh 0.82 · score 2.54
We present EmbeddingGemma 2, an open multimodal embedding model which natively represents text, images, audio, video, and combinations thereof in a unified space. Our approach introduces improvements such as simplifie... Context & related coverage →
arxiv.org · 2026-10-27 · Ranked: agent + evaluation match · research watch · fresh 0.84 · score 2.43
We explore how to build performant large language model (LLM) tool-use agents that complete complex, multi-step tasks. Specifically, we study how data composition in synthetically generated tool-use environments affec... Context & related coverage →
LangChain used OpenWiki, its open-source wiki compiler, and an evidence graph to build a persistent memory layer that preserves knowledge for agents to reuse across tasks. Learn how. Context & related coverage →
As organizations adopt autonomous agents to build applications, securing identities and access has become more challenging. Developers relying on agents to provision cloud resources, write Terraform, and deploy micros... Context & related coverage →
How LangChain built Content Studio, an open-source design agent in Slack that makes on-brand videos, graphics and decks, and the harness that powers it. Context & related coverage →