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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.

Latest in Practice

30 stories
Anthropic developer shares prompting tips for Fable 5 that focus on finding your own blind spots first
Briefing

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
Briefing

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
Policy

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
Create

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
Briefing

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
Create

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
Labs

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
Create

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
Create

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
Agents

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
Briefing

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
Create

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
Labs

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
Labs

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
Research

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
Research

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
Research

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
Research

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
Research

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
Research

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
Research

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
Research

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
Labs

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
Policy

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
Policy

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
Labs

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
Labs

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
Research

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
Research

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
Research

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…