Practice
How AI actually ships: enterprise case studies, engineering lessons from production, adoption data and ROI evidence.
How AI actually ships: enterprise case studies, engineering lessons from production, adoption data and ROI evidence.
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Anthropic developer shares prompting tips for Fable 5 that focus on finding your own blind spots first
Anthropic developer Thariq Shihipar argues that with Claude's new model, Fable 5, the bottleneck is no longer the model itself but the user's blind spots. He de…

Microsoft follows Anthropic and OpenAI into the AI super app race with overhauled Copilot and AutoPilot agents
Microsoft reportedly plans to merge its consumer and enterprise Copilot apps into a single app in August. Rarely used features like Copilot Podcasts are getting…

250th Anniversary of the Adoption of the Declaration of Independence
BY THE PRESIDENT OF THE UNITED STATES OF AMERICA A PROCLAMATION Two hundred and fifty years ago, the Founders of our great Republic gathered in Philadelphia to …
Copilot agent session streaming is now in public preview
GitHub Enterprise Cloud customers with enterprise managed users can now access GitHub Copilot agent session data across all Copilot clients, including: Cloud ag…

Microsoft launches $2.5 billion "Frontier Company" to embed 6,000 AI engineers inside enterprise clients
Microsoft is investing $2.5 billion in a new unit called "Frontier Company" that puts 6,000 engineers directly at enterprise customers. The goal is to integrate…

Cost centers now support AI credit pools
You can now cap how much of your enterprise’s monthly included AI credits a cost center can use. This is available through the REST API today. Management …

NVIDIA Unlocks AI Compute at Scale, Inviting Capital Partners to Power the AI Infrastructure Buildout
As AI moves from model development to production inference, compute demand is accelerating and shifting toward continuously operating AI factories that generate…

Enterprise managed-settings.json is generally available
GitHub Enterprise Cloud customers can configure AI standards through a managed-settings.json file maintained in a .github-private repository in a selected organ…

Enterprises can default to auto model selection
Enterprise administrators can now set model to auto in the enterprise managed-settings.json to make Copilot auto model selection the default for new conversatio…
Beta SDKs for the 2026-07-28 MCP Spec Release Candidate Are Here
Beta releases of the Python, TypeScript, Go, and C# SDKs are now available with support for the 2026-07-28 MCP specification release candidate. Here is what cha…

Meta follows SpaceX's playbook and builds a cloud business to sell its spare AI compute to outside customers
Meta is building its own cloud business to sell spare AI compute to outside customers. With planned AI investments of up to $145 billion this year alone, the sa…

Per-user AI credit budgets available for cost centers
Enterprise admins can now set a cost center user-level budget: one per-user AI credit budget on a cost center that applies to every individual in it. As members…
How ChatGPT adoption has expanded
New OpenAI Signals data shows how ChatGPT adoption is growing globally, with users increasing usage, exploring more capabilities, and driving growth across regi…

How NVIDIA’s Inference Software Stack Powers the Lowest Token Cost
As organizations move from AI pilots to production AI factories, infrastructure decisions have shifted from peak chip specifications to cost per token: how many…
UniVAD v2: Unified Visual Anomaly Detection via Support-Conditioned Boundary Construction
Unified visual anomaly detection seeks to train a single detector that can be deployed across categories, domains, and application scenarios. In the few-shot tr…
Exploiting Local Flatness for Efficient Out-of-Distribution Detection
Detecting out-of-distribution (OOD) data is crucial for reliable machine learning deployment. Among detection strategies, post-hoc methods are particularly attr…
SpreadsheetBench 2: Evaluating Agents on End-to-End Business Spreadsheet Workflows
Spreadsheets are widely used for business analysis, financial modeling, reporting, and decision-making. However, most existing spreadsheet benchmarks evaluate i…
Parametric Skills
Since intelligence fundamentally relies on efficient skill acquisition (Chollet, 2019), the ability to leverage skills is critical. For LLMs, skills, manually a…
Always-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents
Always-on agents are systems whose future behavior depends on durable state accumulated across earlier interactions. We treat them as persistent-state systems: …
MCP Server Architecture Patterns for LLM-Integrated Applications
The Model Context Protocol (MCP), introduced by Anthropic in November 2024, defines a standardized interface for connecting large language models (LLMs) to exte…
A Hybrid Framework For Crypto-Ransomware Detection In Enterprise Shared Storage
Most corporate workplace environments enforce policies and technical controls that limit the storage of sensitive data on client endpoints. Consequently, ransom…
Wireless Backdoor Attack and Defense for Semantic Communications over Multiple Access Channel
Semantic communication (SemCom) aims to preserve semantic meaning and task-oriented information beyond conventional message recovery over wireless channels. The…

Unlocking Britain’s next era of productivity: Building a nation of AI trailblazers
Google UK shares its latest Economic Impact Report and how to enable more people to unlock the benefits of AI-powered technologies.…

Fact Sheet: President Donald J. Trump Declares an Emergency and Authorizes the Temporary Suspension of Certain Duties on Phosphate Fertilizer from Morocco
PROTECTING AMERICA’S FOOD SUPPLY: Today, President Donald J. Trump took action to safeguard America’s food supply and support domestic agricultural product…

Declaration of Emergency and Authorization for Temporary Duty Free Importation of Phosphate Fertilizer Morocco
BY THE PRESIDENT OF THE UNITED STATES OF AMERICA A PROCLAMATION 1. Fertilizers are an essential component of agriculture and food production. Producers of corn,…
Claude Meets Blackwell Ultra: Anthropic’s Models Now Run on NVIDIA GB300 in Azure
Anthropic’s Claude models in Microsoft Foundry — hosted on Microsoft Azure and running on NVIDIA GB300 Blackwell Ultra GPUs — are now generally available, givin…
Mapping Europe’s AI Workforce Opportunity
A new OpenAI report maps how AI could reshape jobs across the EU, highlighting which occupations may face automation, growth, or workflow changes.…
Dual Agreement Consistency Learning for Semi-Supervised Fetal Ultrasound Segmentation
Maternal-fetal US is the primary imaging modality for monitoring fetal development, yet accurate automated segmentation remains challenging due to the scarcity …
Beyond Visual Forensics: Auditing Multimodal Robustness for Synthetic Medical Image Detection
With the rapid adoption of generative AI, synthetic medical images pose growing risks, including diagnostic deception and insurance fraud. Although prior work h…
Story Operators: Decomposing the Original $\to$ Sequel Transformation in Embedding Space
I treat a book as a point in a sentence-embedding space and a literary transformation as an operation on points. Given an original novel and its sequel, I ask w…