Practical articles on AI, online safety, and security (123 articles)
On 8 October 2026 Uber described how it built an AI agent for its legal team. A Word add-in suggests accept, reject or modify for each edit a counterparty makes to a contract, adds a comment and a risk flag, and lawyers decide every suggestion. Those decisions feed the next suggestions. The post gives only two results, and does not say how the 91% figure was measured.
On 14 October 2026 the Netflix Technology Blog described how it runs an AI judge that scores explanations written by a generative AI. The judge never works alone: people set the standard, supply the reasons it is tuned to, review about 300 live decisions a week, and approve every change. The post gives no figures for how much viewing rose, so this article sticks to the architecture the post shows and how to read it.
In a 9 June 2026 blog post, Salesforce Engineering explained how it rebuilt an AI agent that changes CPU settings across production infrastructure. Bigger prompts and multiple agents stayed inconsistent; moving the optimization to an integer linear programming solver and verifying with builds and CI made it dependable. The post estimates potential savings in the millions of dollars but gives no figure for what was actually saved, so this article sticks to what the architecture shows and how to read it.
Microsoft published, on its official blog, the results of the AI agent it uses in its own cloud operations, Azure SRE Agent. It says the agent handled more than 35,000 incidents autonomously in the last nine months, and that Azure App Service time-to-mitigation fell from a human-only average of 40.5 hours to 3 minutes. This covers the architecture the official materials confirm and how to read the numbers.
LY Corporation has published the design behind its Agent i service. It shelved its original multi-agent plan after finding that building a single agent was the real bottleneck, then built the platform in-house: Agent Builder, an intermediate representation, LangGraph, and per-environment Kubernetes namespace isolation.
ConnectAI, deployed to roughly 11,800 employees in Japan, saved 788,000 working hours in FY2025 — 3.4% of total working time. Here is what the official releases confirm: usage figures, the Connect Corpus data platform, and a drawing-comparison agent built in-house on Snowflake.
Slack AI provides conversation summaries and natural-language search inside Slack. This article explains its access controls, RAG design, policy against training on customer data, and Slack's reported user survey.
LEGO officially discloses post-call and post-chat AI summarization. This corrected case separates confirmed controls from inferred components and withdraws unsupported e-commerce claims.
Pfizer's PACT uses Claude 2.1 through Amazon Bedrock for document search and SageMaker for manufacturing anomaly detection. This review separates disclosed components from inference.
Amex Ventures described a Travel Counselor Assist pilot and its expansion in 2024. This article separates its documented purpose from unpublished performance metrics and architecture.
Ask Bonvoy is a conversational search feature in the Marriott Bonvoy app. It uses natural-language requests to search Marriott's verified property data for hotel and destination ideas.
UPS ORION uses package and address data, past routes, customized maps and mathematical optimization to reduce delivery miles. This article distinguishes UPS projections from reported results.
Vodafone is rolling out SuperTOBi, powered by Azure OpenAI, for customer service. This article covers the first-resolution and NPS results reported in Portugal and escalation to human agents.
Khan Academy developed Khanmigo with GPT-4 to guide learners through questions and hints rather than simply supplying answers. This article covers teacher support, safeguards and the limits of public architecture information.
Europe's largest railway operator, Deutsche Bahn, is leveraging AI to achieve stable operations across its complex railway network. This article explains their initiatives to reduce failure rates through predictive maintenance and improve on-time performance with real-time operations optimization.
KLM Royal Dutch Airlines introduced an AI-powered agent support system to handle over 100,000 customer inquiries per week via social media. This article explains how they streamlined response creation and improved service quality.
Johnson & Johnson MedTech utilizes NVIDIA's AI platform to enable real-time analysis of surgical data. The goal is to assist surgeons' decision-making and improve the precision and efficiency of surgeries.
L'Oréal presents Beauty Genius as a 24/7 AI beauty assistant. This article explains its conversational guidance through WhatsApp and L'Oréal's Beauty Knowledge Graph.
Global payment company Mastercard leverages AI technology 'Decision Intelligence.' By analyzing vast amounts of transaction data in real time and detecting fraudulent use with high accuracy, they provide a secure payment experience.
Adobe Acrobat AI Assistant supports questions, summaries, cited answers, and drafting from PDFs and other documents. This article explains the verified features and why users should check cited passages.
Online travel giant Booking.com has introduced "AI Trip Planner," powered by generative AI. It creates a new customer experience by proposing personalized travel plans through a conversational interface, seamlessly connecting planning to booking.
Thomson Reuters CoCounsel AI-Assisted Research answers natural-language legal questions using Westlaw Precision authority and linked citations. It is an assistance feature that requires professional review.
Allianz operates the employee generative-AI platform AllianzGPT and separately automates some German pet-insurance claims. This article keeps the two initiatives distinct and reviews the documented result and governance needs.
Music streaming giant Spotify leverages generative AI to provide a personalized music experience for individual users with its 'AI DJ' feature. We explain its mechanism and the key takeaways.
Duolingo announced GPT-4-powered Max in 2023. This article distinguishes conversation practice such as Roleplay from Explain My Answer, which later expanded to free learners.
Wayfair Decorify lets users upload a room photo, choose a style and use generative AI to visualize a redesign. The generated room connects to product discovery on Wayfair.
Starbucks uses reinforcement learning on Azure to adjust mobile-app recommendations and uses operating data from connected espresso machines to support maintenance. This article stays within the uses documented by Microsoft.
See & Spray uses 36 cameras and onboard processing to distinguish crops from weeds. This article covers the mechanism and results documented by John Deere.
Ingka Group says Billie resolved about 47% of enquiries while 8,500 co-workers were reskilled for remote selling and complex customer needs.
EcoStruxure IT provides thermal visibility and Schneider publishes validated designs for liquid-cooled AI infrastructure. Unsupported autonomous-control claims are excluded.
Digital twins of equipment and production lines are improving quality, waste, and capacity. The verified case concerns manufacturing rather than an end-to-end supply-chain twin.
Carrefour used GPT-4 for shopping advice, product descriptions, and purchasing-process support. These are the three uses documented by the company.
Uber's technology organization tested generative AI for coding, testing, documentation, and maintenance in a company-wide hackathon.
Lufthansa and Google Cloud evaluated deep learning to forecast BISE winds and support runway and time-slot planning.
Coca-Cola's official platform let digital creators make artwork with brand assets and submit work for public display and a creator academy.
ServiceNow's accounting team consolidated month-end tasks, status, and dependencies on the Now Platform.
Financial software giant Intuit announces its self-developed generative AI platform, "GenOS." It aims to boost development efficiency and provide accounting and tax expertise as an AI assistant to support small and medium-sized businesses.
The partners plan to connect design, simulation, manufacturing, operations, and supply chains with industrial AI. This is a roadmap, not a completed deployment.
Gemini supports natural conversation, messaging, entertainment, and route help in vehicles with Google built-in. GM's future custom assistant is separate.
Amgen is using NVIDIA infrastructure and large-scale human data to accelerate simulations for protein design.
An internal Assistant answers advisor questions across a 100,000-document corpus, supported by evaluation and privacy controls.
Walmart's search understands use cases such as a football watch party and returns relevant products across categories.
Factory buildings and assembly areas can be tested virtually before construction or conversion. This article stays within the scope documented by Mercedes-Benz.
The original article contained tool names, figures, and architecture claims that we could not verify from a New York Times-owned source. We withdraw those claims.
OpenAI's case documents first-month volume, resolution time, customer satisfaction, and an estimated 2024 profit improvement.
OpenAI has acquired cloud infrastructure company Ona. This accelerates the realization of 'long-running AI agents,' enabling the AI coding tool 'Codex' to transcend device constraints and autonomously execute tasks for several days.
Google DeepMind's newly announced 'Gemini 3.5 Live Translate' is a real-time voice translation model supporting over 70 languages. It outputs natural translated speech with only a few seconds of delay, preserving the speaker's voice tone and pace. This article explains the mechanism of its streaming translation technology, which overturns traditional 'turn-based' systems, and its impact on engineers.
Google DeepMind has released 'Gemma 4 12B', a new multimodal AI capable of running locally on PCs. Its encoder-free unified architecture directly processes images and audio, achieving low latency and reduced memory usage.
DeepMind has announced 'DiffusionGemma,' a new model that applies the diffusion model, known for image generation, to text generation. It achieves up to 4 times faster generation speed than traditional autoregressive models, opening up new possibilities in AI development.
Anthropic has announced its next-generation AI models, 'Claude Fable 5' and 'Mythos 5.' These models are designed to tackle the most challenging knowledge-intensive tasks and coding problems, setting a new standard for AI development.
Wasmer leveraged OpenAI's Codex and GPT-5.5 to complete a project that typically takes a year in just a few weeks. This case, which reportedly accelerated development efficiency by 10 to 20 times, explains how AI will transform the software development landscape.
Google DeepMind has announced "Co-Scientist," a new AI designed to accelerate scientific research. Built on Gemini, this AI autonomously generates and tests hypotheses, and has already achieved groundbreaking results in biology. The process of scientific discovery may be fundamentally transformed.
OpenAI announced 'Dreaming,' a new system that significantly enhances ChatGPT's memory capabilities. It automatically learns context from past conversations, enabling more personalized interactions. This article explains its technical mechanisms and impact on engineers.
OpenAI announces 'GPT-Rosalind,' a new AI designed to accelerate life sciences research. Equipped with advanced expertise in biological reasoning, medicinal chemistry, and genomics analysis, it has the potential to revolutionize drug discovery and biological research.
Announced at Google I/O 2026, 'Antigravity 2.0' evolves from a mere AI coding tool into a development platform for coordinating and managing multiple AI agents. This article explains its new features and future prospects, which have the potential to fundamentally change the developer experience for engineers.
U.S. AI startup Anthropic has released 'Claude Design,' a conversational visual generation tool. It automatically generates designs for websites and slides from natural language instructions, outputting them as HTML code. This article delves into the technical background and potential impact of this new feature, which is set to accelerate collaboration between engineers and designers.
Google DeepMind's world model 'Project Genie' now integrates with Google Street View's vast image data, enabling the generation of interactive virtual worlds based on real-world landscapes. This article explains its technological background and future implications.
Google DeepMind has announced 'Co-Scientist,' a new AI designed to accelerate scientific discovery. Through collaboration with biologists, it has discovered new genetic factors involved in cellular rejuvenation, heralding a future where AI serves as a partner in scientific research.
Anthropic has unveiled its latest model, 'Claude Opus 4.8.' It features enhanced coding and agent capabilities, with a particular focus on improving 'honesty'—its ability to communicate its own uncertainties. The new 'Dynamic Workflows' feature is also included, further accelerating large-scale development.
The AI-native development terminal "Warp" is poised to fundamentally change the landscape of open-source development by leveraging OpenAI's next-generation model, "GPT-5.5." A future where AI agents take center stage in development is rapidly approaching.
OpenAI has been named a leader in the 'Enterprise AI Coding Agents' category in Gartner's 2026 Magic Quadrant. This article explains the background, technology, and impact on Japanese development environments.
Google DeepMind has announced 'Gemini Omni', a new flagship AI model. It holistically processes text, images, audio, and video, enabling interactive video editing through natural language. This marks a new frontier in AI development.
Anthropic has released 'Claude Design,' a new product specializing in design generation. It enables collaborative creation of sophisticated designs, prototypes, and slides through dialogue. This tool holds the potential to revolutionize the collaboration process between designers and engineers.
Google DeepMind has announced 'Project Genie,' a new feature that generates interactive virtual worlds by linking with real-world Street View imagery. It is expected to be utilized in AI agent training and simulation fields.
Anthropic has released its latest model, Claude Opus 4.7. It features improved capabilities in coding, AI agents, vision, and multi-step task processing, expected to enable more complex and practical use cases.
Google DeepMind's AI, 'Co-Scientist,' has identified several new gene candidates that reverse cell aging, with their efficacy confirmed in experiments. This technology, which dramatically accelerates the research process, holds the potential to significantly transform the future of life sciences.
OpenAI's AI model disproved a conjecture related to the "unit distance problem" in discrete geometry, which had been unsolved for 80 years. This is a groundbreaking achievement demonstrating AI's ability to generate new discoveries in the realm of pure mathematics.
OpenAI and Dell have partnered to provide the AI coding assistant model Codex in hybrid and on-premises environments. This aims to support the secure deployment of AI agents for security-conscious enterprises and transform development workflows.
OpenAI's next-generation model, GPT-5.5, has been integrated into the Databricks platform. It sets a new record in the OfficeQA Pro benchmark, which assesses the processing capability of complex internal documents, significantly evolving autonomous AI agent workflows for enterprises.
Engineering: 83 | Suggestion: 88 | Creative: 75
Engineering: 95 | Suggestion: 90 | Creative: 75
Engineering: 88 | Suggestion: 90 | Creative: 75
Engineering: 90 | Suggestion: 82 | Creative: 75
Engineering: 93 | Suggestion: 88 | Creative: 75
Engineering: 75 | Suggestion: 75 | Creativity: 75
Engineering: 85 | Suggestion: 88 | Creative: 75
Engineering: 92 | Suggestion: 88 | Creative: 75
Evaluation Comments: Focus on improving the robustness of existing technologies and their adaptability to specific fields, such as the application of GPT-5.5 to cybersecurity and the secure operation of Codex. Advances in voice AI are also observed, contributing to more natural and reliable conversations. No new announcements regarding creativity were made...
Silicon Valley's premier AI technology rating institution has rigorously assessed the technological progress of various companies based on their latest news.
Engineering: 95 | Suggestion: 90 | Creative: 88
Engineering: 90 | Suggestion: 88 | Creativity: 85
Engineering: 90 | Suggestion: 85 | Creative: 85
Engineering: 95 | Suggestion: 90 | Creative: 90
Engineering: 92 | Suggestion: 89 | Creativity: 87
Engineering: 95 | Suggestion: 92 | Creative: 90
Engineering: 95 | Suggestion: 93 | Creativity: 88
Engineering: 89 | Suggestion: 85 | Creative: 75
Welcome to today's technology assessment of top AI companies, brought to you by me, the head of the AI Technology Rating Agency. Based on the latest news, I've thoroughly analyzed each company's technological progress and rated them out of 100 points.
Engineering: 90 | Suggestion: 88 | Creative: 78
Engineering: 92 | Suggestion: 90 | Creative: 78
Engineering: 95 | Suggestion: 93 | Creativity: 75
Engineering: 96 | Suggestion: 95 | Creative: 85
Engineering: 98 | Suggestion: 95 | Creative: 78
Engineering: 95 | Suggestion: 92 | Creative: 85
Engineering: 92 | Suggestion: 93 | Creative: 88
Engineering: 95 | Suggestion: 93 | Creative: 88
Engineering: 95 | Suggestion: 93 | Creative: 75
Engineering: 90 | Suggestion: 78 | Creativity: 75
Engineering: 95 | Suggestion: 90 | Creative: 88
Engineering: 92 | Suggestion: 93 | Creative: 75
Technological trends in Silicon Valley are consistently the epicenter of seismic shifts that reshape global industrial structures. This time, amidst the fierce competition unfolding among the 'Big Three' in AI—OpenAI, Anthropic, and Google DeepMind—we've identified key technological trends that are poised to fundamentally transform existing markets within the next few years...
Engineering: 92 | Suggestion: 88 | Creative: 85
Engineering: 90 | Suggestion: 87 | Creative: 90
Engineering: 70 | Suggestion: 75 | Creative: 75
A comparison of how far the major AI companies have progressed, based on their published announcements. This round, Google and Anthropic showed concrete gains in core model capability and in multimodal work.
Engineering: 90 | Suggestion: 88 | Creative: 92
Engineering: 90 | Suggestion: 85 | Creative: 88
Engineering: 92 | Suggestion: 88 | Creative: 95
Engineering: 92 | Suggestion: 88 | Creativity: 90
Engineering: 90 | Suggestion: 78 | Creative: 87
Engineering: 78 | Suggestion: 78 | Creativity: 78
Engineering: 92 | Suggestion: 88 | Creative: 90
Engineering: 90 | Suggestion: 88 | Creative: 92
Engineering: 95 | Suggestion: 90 | Creativity: 92
Based on news data, we calculated scores (number of news articles) for each AI company.
As head of an AI rating agency, I've scored the dominance of major AI models based on the latest news. Our evaluation criteria consider strengths gleaned from company announcements and direct relevance to various categories.
*Scores are based on the number of mentions for each AI vendor in the provided news articles.
The AI industry today is truly a battlefield for supremacy. While the shockwaves from OpenAI's GPT-4o's multimodal capabilities are still reverberating, Anthropic and Google have launched fierce counterattacks. Anthropic, in particular, is pushing the boundaries of model performance...
As the head of an AI rating agency, I have scored key AI models across various categories based on the latest news.
Today's AI industry is a quiet battlefield. Anthropic leads with its focus on 'intelligence explosion' and 'philosophy,' with Google DeepMind hot on its heels, exploring 'sensory expansion.' OpenAI is shoring up its foundations but faces new waves of competition for market leadership. As of now, Anthropic...
The AI battlefront in Silicon Valley remains a fierce power struggle. Don't be fooled by superficial spec numbers; discern the underlying "dynamics." This week, Anthropic's aggressive offensive is particularly noteworthy as they escalate from a mere model competition to an ecosystem-wide platform war...
The AI supremacy war has finally entered its core phase. While OpenAI leads with GPT-4o, Anthropic challenges for the pinnacle of autonomous agents with Claude Opus 4.6. Google DeepMind sharpens its multimodal 'ears' with Gemini 3.1 Flash...
AI News Flash: Top 3 Summary for Engineers | Forsmile.jp