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Hand-picked stories worth reading right now79 articles found
Beyond RAG: Task-aware knowledge compression for enterprise AI on AWS
Traditional RAG hits a ceiling on analytical tasks that span hundreds of documents. This post shows how to use task-aware knowledge compression (TAKC) on AWS to pre-compress entire knowledge bases into task-specific representations, cache them at multiple fidelity tiers, and route each query to the right tier, with an open-source implementation you can deploy.
AI Maturity - Bridging the Orchestration Chasm
The AI maturity framework in Section 2 may suggest a smooth, linear progression. The reality is different. Organizations do not advance evenly through these levels. There is a specific transition point where most enterprises stall, and understanding why is how anyone can reliably scale AI today. The hardest leap is
Cloud CISO Perspectives: How AI leverages deep context as the defender's advantage
Welcome to the first Cloud CISO Perspectives for July 2026. Today, Francis deSouza, COO, Google Cloud and President, Security Products, explains the crucial role that deep context plays in creating an AI advantage for defenders. As with all Cloud CISO Perspectives, the contents of this newsletter are posted to the Google Cloud blog. If you're reading this on the website and you'd like to receive the email version, you can subscribe here. aside_block ), ('btn_text', 'Visit the hub'), ('href', 'https://cloud.google.com/solutions/security/board-of-directors?utm_source=cgc-site&utm_medium=et&utm_c
Building a Foundation Stack for General-Purpose Robots
This article is brought to you by X Square Robot. Large language models gave artificial intelligence a working recipe. Pretrain a large model on broad data, and general capability follows. Robotics has no such recipe. Robotics systems have long been assembled from separate perception, planning, and control parts that rarely add up to intelligence a robot can carry from one task to another, or one machine to another. The central problem in embodied AI is to find the equivalent recipe, and the field does not yet agree on what it is. X Square Robot, a Chinese embodied-AI company, has made an unus
Anthropic found a hidden space where Claude puzzles over concepts
The AI firm Anthropic has developed a technique that has given it the clearest glimpse yet at what's really going on inside large language models as they answer questions or carry out tasks. What they found ranges from the mundane to the unnerving. Researchers at the company built a tool called the Jacobian lens (or...
Pytorch: the software layer underpinning Europe's AI ambitions
Europe has emerged as one of the world's leading centres for open-weight AI, with companies including Mistral, Black Forest Labs and Helsing contributing to a growing ecosystem focused on open models ...
Achieving operational excellence with AI
Frameworks like Lean Six Sigma and business process management (BPM) first gained traction because they promised clarity in the chaos-a structured way to bring order to messy, sprawling operations. Lean Six Sigma emphasized statistical rigor and quality control; BPM created end-to-end maps of how work should flow across departments. Both offered a repeatable way to...
How Businesses Are Building Specialized AI They Can Trust
Companies are asking how to build specialized AI that fits with the way their workflows actually run. The first wave of enterprise AI was about access. Companies experimented with new frontier and open models, ran pilots and explored how AI can help. Now, specialized agents - systems of models that can reason, use tools and [...]
Saas Isn't Coming Back. Something Much Bigger Is Replacing It
The next wave of software will be AI-native, industry-specific platforms, writes guest author Richard de Silva who believes the biggest winners will be vertical AI companies with deep domain expertise, proprietary data and strong customer relationships, as these advantages create durable competitive moats that generic horizontal SaaS products cannot match.
Inside the fight over Claude Mythos 5
As the rest of the country celebrated the USA's first World Cup win and the New York Knicks championship, Anthropic spent its weekend fighting the Trump administration over its latest model release. At 5:21 PM on Friday, the company received a US export control directive to suspend access to its Mythos 5 and Fable 5 AI models by "any foreign national" inside or outside the US, "including foreign national Anthropic employees." The only way that was possible, Anthropic determined, was to completely disable products it spent the past week hyping - and travel to Washington, DC in hopes of changing
Rewriting Your Pitch: SaaS Isn't Dead, But The Playbook For Founders Is Changing
Because AI and LLMs are reshaping the traditional SaaS model, founders are forced to focus less on software alone and more on delivering measurable business outcomes, defensible workflow ownership, strong retention, and efficient growth. Crunchbase guest author, Ivan Nikkhoo argues that rather than chasing trends like adding services, founders should build deep moats, understand customer workflows, adapt pricing toward usage- or outcome-based models, and prove that AI creates lasting value.
Top Product Management Strategies for 2026
When I first moved into product management, a lot of teams still treated the roadmap like a promise document. You picked features, argued hard, shipped on schedule, and hoped the business moved. In 2026, that approach doesn't hold up, especially when AI, no-code tooling, and constant market shifts let competitors test faster than your quarterly [...] The post Top Product Management Strategies for 2026 appeared first on Product Growth.
Product Vision Statement: A 2026 Guide
A VP once reviewed a roadmap review deck at a large tech company and asked a brutal question: "What are we trying to become?" The room had twenty slides, plenty of features, and no clean answer. That's the primary reason most product vision work fails. Teams confuse motion with direction, then wonder why every planning [...] The post Product Vision Statement: A 2026 Guide appeared first on Product Growth.
Google will save your Lens photos, Search Live recordings, and Translate audio for AI training
Google is rolling out a new privacy setting called Search Services History that saves the images, files, audio, and video you submit when you use Search. The setting includes a Save Media option, on by default for many users, that lets Google use those Lens photos, Search Live recordings, voice searches, and Translate audio to develop and improve its AI models. You stay in control: you can turn Save Media off, switch off Search Services History entirely, or delete individual items from your history.
Save time and grow your business with new Gemini tools
Google added two features to the Gemini app built for small business owners: a one-tap link to a company's Google Business Profile and a workspace called Business notebooks. Once connected, Gemini reads the reviews, customer questions, and performance data tied to the profile, then drafts review replies, updates hours, and answers questions about how the business is doing. Announced at Google for Brazil 2026 on June 10, both tools start rolling out globally during June, with the EEA and the UK excluded at launch.
AI Services And Robotics Lead Diverse Crop Of 29 New May Unicorns As SpaceX, Anthropic And OpenAI Line Up Blockbuster Exits
Twenty-nine companies became unicorns in May 2026, led by AI services and robotics, according to Crunchbase. New billion-dollar startups spanned AI agents, dexterous robots, longevity biotech, quantum computing, and aerospace. The crop landed as SpaceX, Anthropic, and OpenAI lined up blockbuster public listings.
Apple is using AI to fix Safari's extension problem
At WWDC 2026, Apple announced a Safari feature that lets people build their own browser extensions by describing what they want in plain language, with Apple Intelligence writing the underlying code. The change targets a long-standing Safari weakness: a smaller extension library than rivals like Chrome, caused by strict developer requirements. The tools arrive this fall with iOS 27, iPadOS 27, and macOS 27 Golden Gate on compatible devices.
Integration Patterns: How To Choose for Your Architecture
An n8n engineering guide lays out about a dozen integration patterns for moving data and events between business systems, split into data patterns and enterprise patterns. The central point is that real production systems almost always run two or three patterns at once, so choosing them deliberately up front saves a costly rebuild later. The guide offers five plain questions to narrow the choice: direction, latency, scale, volume, and cadence.
How Trustpilot built a real-time architecture for data enrichment using Gemma
Google Cloud describes how Trustpilot built a real-time architecture to enrich millions of user reviews using fine-tuned Gemma models. Rather than relying on a closed frontier model, Trustpilot fine-tuned open-weight google/gemma-2-9b into a suite of specialized models for tasks like named entity recognition, topic classification, and sentiment extraction. The streaming pipeline runs on Dataflow and Agent Platform endpoints, decoupling business logic from raw LLM inference.
Developer's guide to Gemini Enterprise and A2UI integration
This Google Cloud developer guide explains A2UI, an open protocol for agent-driven user interfaces, and how to integrate an A2UI-enabled agent with Gemini Enterprise. A2UI lets an agent return a JSON payload describing a user interface rather than only text or HTML, so it can render rich, interactive UI such as a date picker or map inside a chat surface. The guide uses a restaurant-finder agent built with the Google Agent Development Kit, the A2A protocol, and Gemini as its reference.
How Glance turns hours of video into mobile-ready clips with AI
Google Cloud describes how Glance, a mobile-first content platform, uses AI to turn 1-2 hour horizontal videos into short vertical clips for mobile lock screens. With daily volume projected to grow from 3,500 to over 10,000 videos per day, manual editing was not viable, so Glance built an automated pipeline. The solution combines Google Cloud Speech-to-Text v2, Gemini and the Google Vision API with open-source tools to identify key moments, detect active speakers and reframe video.
Microsoft incorporates OpenAI's GPT-5 into consumer, developer and enterprise offerings
Microsoft announced it is incorporating OpenAI's GPT-5 across its consumer, developer, and enterprise products to add new reasoning capabilities and improvements to coding and chat. GPT-5, which was trained on Azure, includes OpenAI's latest reasoning models plus a smaller efficient model, with a real-time router that picks the right model for each task. The rollout spans Microsoft 365 Copilot, Microsoft Copilot, GitHub Copilot and Visual Studio Code, and Azure AI Foundry, starting the same day.