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OpenAI has released GPT-6.1 Terra, replacing GPT-5.6 Terra, with API pricing at $1 per million input tokens and $5 for output, half that of GPT-6.1 Sol. The model supports a 1.05M token context and a maximum output of 128K, targets visual reasoning, computer operation and writing, and is offered only through OpenAI-hosted API, ChatGPT Work and Codex. On Agents' Last Exam v1 it scores 60.0% at the highest effort tier at $1.01 per task, and 85.5% on MMMU-Pro vision, but only 50.3% on Terminal-Benc

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Databricks' Lakeflow Connect offers native, fully managed connectors for sources such as Atlassian (Jira, Confluence), Microsoft SharePoint, Google Workspace (Drive, Outlook, Gmail), GitHub, and OpenAI, Anthropic, with data landing directly in Unity Catalog. Unstructured files, pages, and emails land as governed tables, with no need to build or maintain data pipelines, and can be used for enterprise knowledge bases, AI agents, and developer productivity dashboards. Toyota Finance Australia uses

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OpenAI has launched a new model, GPT-6.1 Terra, focusing on improving visual understanding and computer operation capabilities, with the standard API price reduced by 50% compared to both GPT-5.6 Terra and GPT-6.1 Sol. At medium reasoning effort on Agents' Last Exam, its score is 15 percentage points higher than GPT-5.6 Terra, at about one-third the cost; at the highest reasoning effort on Terminal-Bench 4.0, it completes 50.3% of tasks. The model is available starting today to Plus, Pro, Enterp

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Databricks Free Edition is a permanently free version of the platform. Students and teachers can register for free and use production-grade tools such as Apache Spark, Delta Lake, MLflow, Lakebase, Genie, and Databricks Apps entirely in the browser, with no cloud contract, license, or installation required. Assignments can be distributed through an existing LMS or GitHub, and large datasets can be shared via cloud storage, Open Sharing, or the Marketplace. This edition is intended for learning a

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OpenAI has launched GPT-6.1 Terra, a new model in the GPT-6 series positioned as an efficient model for high-throughput professional work, with strong image analysis and computer operation capabilities. The system card addendum states that under the Preparedness Framework, the model is rated Critical in the cybersecurity domain and High in the biological and chemical domains, using the same set of safeguards as GPT-6.1 Sol and GPT-6 Astra. On Production Benchmarks, its safety performance is on p

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AWS released a solution that uses AWS CDK to deploy enterprise-grade agentic retrieval on a managed Amazon Bedrock Knowledge Base: the reasoning agent invokes two knowledge bases as MCP tools through AgentCore Gateway, and AgenticRetrieveStream performs multi-turn planning, internal reranking, and returns answers with citations. The managed knowledge base (Type: MANAGED) takes over ingestion, storage, indexing, and retrieval, eliminating the need to build your own OpenSearch Serverless collectio

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Browser Use published a tutorial introducing a workflow for extracting structured data across multiple websites using a single JSON Schema: static pages are scraped to Markdown and then filled in by an LLM, while pages requiring login or clicks are handed off to a browser agent. The article provides a reliability checklist, including enabling structured output, validating with Pydantic or Zod, returning null for missing fields, preserving source url and original-text citations, deduplicating by

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The Pydantic Logfire article points out that logs only record what happened at a certain point in time, whereas spans carry a trace ID, span ID, parent span ID, and start and end times, and can show which operations belong to the same request, who called whom, and where time is spent. The article uses three concurrent checkout requests to demonstrate: logs alone cannot determine which user took about 2 seconds, and even after adding a request ID, timestamps still have to be subtracted manually;

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Active users of extramarital dating apps in Japan have grown nearly 10-fold over three years, with penetration reaching 5% among people in their 30s and 40s. Cuddle introduced an AI matching system in 2024, and its membership grew from 400,000 in September 2024 to 1 million in December 2025, claiming to make a match every 4 seconds on average. The three platforms Cuddle, Healmate, and Kikonja Club have a combined nominal total of about 2.8 million accounts, accounting for 4.4% of Japan's 64 mill

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The "No Heartburn" meme centers on an honest merchant holding the line while the villain's price-cutting backfires, and keeps spawning variants by swapping dishes and settings. Related AI dramas have drawn about 40 million views on Hongguo, and "The Honest Chicken Cutlet at the School Gate" will get a second season; the earlier "Sauce-Braised Duck" meme reached 5 billion plays. Not every copycat subject succeeds: "Good Chicken Needs Slow Stewing" drew only 14.72 million views and 4,559 favorites

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In episode 20 of the Interconnects podcast, Nathan Lambert and Florian Brand discussed how Kimi K3.1 Pro ranks high on Artificial Analysis but receives mixed reviews, arguing that its training leans more toward exploitation than exploration, with weaker performance on long-horizon benchmarks such as ProgramBench. The two also discussed the cybersecurity controversy surrounding open-weight models, noting that no large-scale exploitation occurred after the disclosure of the PHP2Shell vulnerability

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Professor Shen Yang of Tsinghua University proposed three frameworks—self-evolving mathematics (PCU), self-evolving algorithm optimization (PAE), and self-evolving software engineering (ECX)—and warned that an AI society may slide into a "three-layer folding" abyss of "high technology, low rationality, and strong rigidity." His team used AI to rank 118,511 mathematical conjectures, and the Goldbach conjecture placed only 49th; in the "Xiao Sen Lin" project, rendering time dropped from 138–182 mi

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Cognition has released the open-source, free Devin Vulnerability Fixes plugin, which includes three Agent skills—fix-php-vuln, fix-node-vuln, and fix-gitlab-vuln—under the MIT license, targeting PHP2Shell, the Node.js October security release, and the self-managed GitLab vulnerability CVE-2026-110264 with a CVSS score of 10.0. The skills execute in five steps: read-only inventory, approval, target version verification, before-and-after testing, and one PR per repository. They can run in agents t

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The Claude Blog discusses when to fold sub-agents into the main loop when building Agents, arguing that on the Claude Platform, a single main loop plus on-demand loading of Skills/tools often yields better quality and lower cost and latency across multiple internal comparisons. The article notes that one sub-agent per team plus aggregate orchestration often replicates the organizational chart, bringing problems such as context loss, Frankenprompts, and localized evals; one customer, when compari

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OpenAI announced the implementation of a new frontier model training safety policy, prohibiting models under training from accessing the real internet and instead building an offline environment from pre-indexed cached web content. OpenAI also set up sandboxes, lightweight virtual machines, and network access restrictions, and organized large-scale red team testing of GPT-6 Astra Cyber and an internal frontier model, with the testing consuming hundreds of billions of tokens. OpenAI acknowledges

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A U.S. law enforcement official said the FBI is considering additional economic espionage charges against former OpenAI engineer Abdulrahman Alfouzan, who currently faces wiretapping charges for allegedly secretly installing a listening device in a restricted-access conference room. The core of the investigation is whether he stole information from OpenAI to provide to the Saudi government; authorities are also investigating whether trade secret theft is involved, and ultimately no additional ch

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TechCrunch compiled a list of failed AI projects and startups: AI workflow automation tool Relay shut down completely in August, Character.ai filed for bankruptcy five years after its founding, and S&P Global data shows that about 42% of AI initiatives are ultimately abandoned by enterprises. OpenAI also stumbled repeatedly: its standalone AI browser ChatGPT Atlas was discontinued on August 9 less than a year after launch, and the video platform Sora shut down in March 2026 due to high operating

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Derek Dicker, Vice President of AMD's Enterprise Business Group, said in an interview that agentic AI has the CPU handle orchestration of tools, APIs, databases, and runtime environments, and in some deployments the CPU-to-GPU ratio has approached 1:1. AMD recently announced Helion, a rack-scale solution for agentic AI infrastructure; its CPU-only configuration is based on sixth-generation EPYC processors and supports up to 32,768 cores. Mercury Research data shows that in the second quarter of

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