AI + Research: Agents Accelerate Scientific Research—Papers Are Written Faster, But Achievements Are Harder to Evaluate | Shared by Wang Huan, Doctoral Supervisor at the School of Engineering, Westlake University
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Here are Google’s latest AI updates from October 2026
LangChain CEO Harrison Chase shares insights into the biggest harness engineering challenges with the emergence of proactive agents.
This post shows how to use Crawl4AI, an open source web crawler, as a content preparation layer for Amazon Bedrock Knowledge Bases, handling JavaScript rendering, selective extraction, and custom metadata enrichment before web content reaches an Amazon S3 data source.
Agentic assistants built on frontier models run a multi-step tool loop, and paying frontier prices on every step is hard to sustain at production scale. This post shows how to use sequence-level knowledge distillation (SeqKD) to transfer a frontier teacher's agentic behavior into a small, lower-cost student on Amazon SageMaker AI.
Circle K's DevOps team cut incident triage from 45-60 minutes to under 15 by building an agentic triage system on Amazon Bedrock. This post walks through the architecture, the initial Amazon Bedrock Flows implementation, the migration to Amazon Bedrock AgentCore, and the lessons learned from scaling it.
What do LLMs think about vision models?
SenseNova 6.8 Flash by SenseTime
NVIDIA released Auto Ontology, an Apache 2.0 library that generates a semantic layer from enterprise metadata. It grounds agent SQL in certified definitions and serves context through MCP, CLI and API. The post NVIDIA Releases Auto Ontology: An Open Semantic Layer That Grounds AI Agent SQL appeared first on MarkTechPost.
While frontier vision-language models demonstrate strong capabilities in user interface (UI) navigation, their high inference costs prohibit everyday use. Conversely, smaller models trained via supervised fine-tuning (SFT) or offline reinforcement learning often memorize static trajectories, leading to brittle execution and an inability to recover from errors. To address these limitations, we propose a novel online reinforcement learning framework that trains UI navigation agents directly on live iOS applications. Our framework decouples the agent into two specialized components: a Planning…
Introducing LifeVal, a benchmark measuring how well AI helps people complete everyday tasks, from finding childcare to managing finances and government paperwork.
Next Week in The Sequence:
Arca's head of AI discusses persistent memory, the benefits of a custom harness, and agentic workflows that span days.
Teams building AI applications need a repeatable path from a model configuration to a working inference endpoint. NVIDIA Dynamo is a distributed inference...
AI is expanding beyond the data center as developers build a new generation of agents to act at the edge: monitoring driver attention and cabin conditions,...
Evaluating Microsoft Copilot at enterprise scale requires test data that captures the full complexity of real organizations, yet real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances. The post From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence appeared first on Microsoft Research.
Mistral’s open-weight release, frontier monitoring, and the day’s AI Twitter and Reddit recaps.
Managed Deep Agents now runs a browser for your agent, with tools tuned for context-efficient browser use and a handoff so you can sign in yourself.
A new startup called &Truth is joining the race to automate formal verification, a painstaking process that uses math to prove software works as intended.
Crux Labs, an artificial intelligence platform turning enterprise judgment into continuous agent improvement, launched today with over $6 million in funding. Benchstrength and Misneach led the round, with participation from Analog Ventures and Pareto Holdings. The scale of enterprise AI agents in deployment can range from thousands to millions of user interactions per day. Existing observability […] The post Crux Labs raises over $6M to improve enterprise agents with human judgment appeared first on SiliconANGLE.