Ohio man James Strahler received the first Take It Down Act conviction, with a 15-year sentence for distributing 3,000+ real and AI-generated child sexual abuse images and cyberstalking victims.
exposing all parent process secrets (GITHUB_TOKEN, GEMINI_API_KEY) and bypassing four defensive layers. The same pre-task execution pattern appeared in Claude Code (execution before the trust dialog) and Codex (MCP auto-launch before the model), revealing a shared architectural blind spot: workspace configuration influences process authority before model-time guardrails activate. The exploit required no prompt injection—three lines in a configuration file were sufficient for
Meet Salesforce in Claude, your AI CRO: it understands your entire revenue cycle and acts on it, from prospect to closed deal. When you stream the [5]Main Keynote at Dreamforce [5] next week, you'll see how Salesforce and Anthropic are bringing Claude's reasoning together with the trusted data, workflows, permissions, and governance businesses already rely on.
Then choose from 400+ expert-led sessions [6] to see the biggest launches and hear the boldest ideas. Register for free [7] to stream it live on Salesforce+, September 15–17.
Apple unveiled the $1,999 iPhone Duo, its first foldable phone, alongside the iPhone 18 Pro lineup powered by its new A20 Pro chip. The launch also pushes Apple further into on-device AI, with expanded Siri capabilities and a continued focus on privacy.
HP is working with Red Hat and Nvidia on an enterprise AI platform that can run production inference across devices, data centers, and hybrid environments. The system combines HP hardware powered by Nvidia Blackwell with Red Hat AI Factory for deployment and orchestration.
Claude for Microsoft 365 integrates Claude into Excel, PowerPoint, Word, and Outlook with shared context across apps. Claude for Excel, PowerPoint, and Word is now generally available on all paid Claude plans, while Claude for Outlook is in beta. The offering emphasizes reviewable edits, use of customer templates, and deployment through existing cloud and compliance frameworks.
Enterprise AI evals fail when vendors can see POC test questions. Teams need a permanently held-out eval that vendors never see. Google DeepMind's double-blind frontier-model evaluation shows the model: neither side saw the other's evaluation assets. Cleaner lab benchmarks alone won't fix enterprise adoption failures.
AI will end the era of identical software for every customer by making per-customer variants cheap to create and maintain. Vendors, not open-source templates, will own these divergences, reviving SAP-style customization without its historic migration cost. The result will be the end of the common UI, where each customer uses a recognizably different version of the same product.
AI infrastructure needs stronger reproducibility and control across hardware, drivers, models, and data than Kubernetes alone provides. Governance and bandwidth constraints are expected to push more AI workloads toward hybrid and distributed environments.
Google was named a Leader in Gartner's inaugural Magic Quadrant for Enterprise AI Assistants. Google says the category is shifting from basic copilots toward agents that connect enterprise systems and automate multi-step workflows.
They're building their own tools to run their operations. OverAI enables teams of any size and skill set to build and share AI-powered tools, with data and user management that stay with IT. Start free with $200 in credit.
Google Cloud and Accenture have launched the Accenture Gemini Enterprise Business Group, a joint unit to embed engineers in enterprises to accelerate adoption of Google's AI tools. Google will train up to 1,000 Accenture forward-deployed engineers to build custom applications on the Gemini Enterprise platform. The move is aimed at closing an enterprise deployment gap as Google holds about 6% of US enterprise AI spending, far behind Anthropic and OpenAI.
Red Hat and Rafay published a reference architecture that lets cloud providers turn distributed GPU infrastructure into multi-tenant sovereign AI services. The design covers self-service provisioning, governance, metering, and isolated GPU environments.
Writer launched Enterprise Brain, a context layer that gives AI agents access to shared organizational knowledge, business logic, and live data. It also introduced team-level Agent Memory and integrations for Slack, Teams, Zoom, and Google Meet.
TeleGeography's seventh WAN Manager Survey finds enterprise networks shifting from MPLS to Dedicated Internet Access as the primary underlay, with SD-WAN mature and SASE/Zero Trust expanding. AI has minimal current impact on bandwidth, with cloud and SaaS remaining the main drivers, while satellite use stays niche and Network as a Service adoption remains flat.
Lightbits unveiled Inferra, a KV-cache orchestration engine designed to improve GPU utilization for long-context and multi-session inference workloads. The company says the storage layer can help AI infrastructure providers serve larger workloads without adding GPUs at the same rate.
Enterprise AI adoption requires tamper-evident audit trails that automatically capture prompts, outputs, model versions, guardrails, and human approvals to prove what AI did and who authorized it.
Alteryx added conversational analytics, agent-building tools, an MCP server, and ChatGPT integration so companies can expose governed datasets and workflows directly to AI agents.
8 million tech professionals read TLDR to stay on top of the news, ideas, and tools shaping their work. Put your brand in front of them. Become a TLDR sponsor [4].
AI labs are releasing model updates at a faster pace, making it harder for businesses to evaluate which tools are worth adopting. Anthropic, Meta, Google, and OpenAI all launched updates in one week. The rapid rollout is creating “model fatigue” as teams spend more time comparing capabilities and performance.
Likes and comments are dropping across social platforms. Instagram likes are down 73% on carousels and 81% on Reels. Platforms are relying on signals like watch time, completion rate, replays, and dwell time to rank content. Engagement metrics are becoming less useful, while retention and strong hooks matter more.
Entity SEO is now a core part of making a brand understandable to Google and AI systems. Start by auditing owned properties so brand names, people, products, relationships, and structured data are accurate and consistent. Then build credibility through relevant third-party mentions, expert commentary, and evidence that supports what the brand claims to be known for. An entity map can reveal gaps between intended positioning and how search data and the wider web actually connect the brand to people, products, services, and topics.
For mobile apps, 7-day trials convert 10% better than 3-day trials overall, with paywall-to-paid conversion rising from 1.55% to 1.70%. The difference is larger on Android, where 7-day trials deliver a 20% lift, compared with 5% on iOS. However, results vary by region. In North America, 3-day trials outperform 7-day on iOS, while 7-day performs better across most Android markets. The data suggests trial length should be tested by platform and region.
Welcome emails already draw close to four times the click rate of a regular campaign, proof that readers respond fastest to something that feels personally addressed to them. Newsletters that open on a specific moment or an odd, memorable detail get read as correspondence instead of content to skim past. Confiding in a reader works better than performing for an audience, since specificity is what makes writing sound like an actual person rather than a content calendar. Replying when someone writes back extends that same logic into a growth strategy, not just a courtesy.
Nearly 9 in 10 consumers say relevant, personalized mail influences them to act, per Lob's State of Direct Mail: Consumer Insights 2026 [11]. Lob's new No-Code Design Suite takes campaigns from idea to production faster — design in the Visual Editor or connect Figma and InDesign, personalize in a few clicks, zero developer support.
Google Ads video ad sequence campaigns let advertisers build a planned narrative across multiple YouTube videos, moving viewers from brand introduction to reinforcement, differentiation, or action. Each step can use a different video format and transition based on whether viewers saw, watched, or skipped the previous ad. You can also test headlines, CTAs, and landing pages at each stage while using frequency caps to control exposure.
ChatGPT Sites makes website creation possible without coding. Select Sites mode and describe the site to build. Add files or screenshots for context, then refine it with feedback. Create landing pages, guides, interactive tools, or games, and publish the finished site.
Custom attribution is premature until a channel has proven it works and the marketing mix is genuinely difficult to measure. Attribution helps answer where to put the next dollar across multiple working channels, not which channel works in the first place. Test channels first, then fix tracking, standardize ROAS, and model conversion value before building an attribution model. Custom attribution can pay off above roughly $3M in annual paid media, but the right threshold depends more on the complexity of the channel mix than the budget itself.
7 Brew's TikTok strategy runs on movie-parody videos tied to real brand moments, from a 2001 A Space Odyssey riff for its new app launch to earlier takes on Indiana Jones and Mean Girls, and has built a following of more than 685,000 with 7.5 million likes. The tactic works by riding cultural references fans already have affection for rather than manufacturing a campaign from scratch. That approach sits on top of a brand that already rates first in consumer satisfaction among US QSR chains, so the content amplifies existing goodwill instead of trying to create it.
Build an ICP, give AI persistent business context that doesn't need to be re-explained every session, and audit content for risk reduction rather than just engagement.
This Datadog best practices guide [6] lays out how to:
* Monitor LLM workflows from end-to-end * Detect and mitigate security risks * Ensure reliable, high-quality outputs
Meta's new Muse AI agent can act as a personal digital assistant, autonomously using software apps and websites on behalf of users. It can be instructed to send emails, book travel reservations, make online purchases, and more through an app or WhatsApp. Muse AI can connect to Meta's other apps to learn more about its user. It can also link to third-party apps like Spotify, Ticketmaster, Shopify, Gmail, and OpenTable. The Muse app is free but has limits on usage, which users can pay $20 or $100 a month to increase.
Apple's secretive core technology development teams had already been studying foldable phones well before Samsung released the first Galaxy Fold in 2019. The company is set to unveil its first foldable phone today. The phone will feature a roughly 7.8-inch interior display considerably wider than those on many Android foldables. Apple was targeting a price of $1,999 early in development, but it has more recently been discussing pricing the foldable product as high as $2,199.
OpenAI says its newest AI technology has solved one of the Millennium Problems. The Millennium Problems are the most heavily researched in the field of mathematics. OpenAI's model solved the Navier–Stokes existence and smoothness problem in just 88 hours. The company's proof claims to have defined a situation in which the Navier-Stokes equations completely break down. This implies that the laws of physics could theoretically break down under certain conditions.
The AlphaGenome Atlas is an online repository of precomputed predictions made using Google DeepMind's AlphaGenome model. It allows scientists to access the benefits of the model without having to write code or run the model themselves. The atlas includes a single-number impact score to show at a glance if a variant is likely to be meaningful. The atlas could greatly accelerate work in fundamental biology, disease research, and treatment development.
ChatGPT Images 2.5 is a new state-of-the-art image model that generates sharper details with more precise editing. Image generation latency has been reduced by up to 50% compared with Images 2.0. Images 2.5 is available for all ChatGPT, ChatGPT Work, and Codex users across desktop, mobile, and web. OpenAI has introduced a new feature called Sketch in ChatGPT that lets users draw directly in the app as a reference.
Teams that operate software at scale need to bake in some real time to deal with the CPU shortage. Most software teams have never capacity-planned CPUs. General-purpose compute is now something many teams need to commit to ahead of time. Teams need to start forecasting and planning around this.
Working out whether a question is actually worth working on is a lengthy, deliberate, and subjective process. Being aware of the difficulty landscape in a field is crucial in making such determinations. Every new advance in mathematics reduces the difficulty of solving problems, which reduces the difficulty landscape of the field. While there are an infinite number of possible problems to solve in mathematics, the vast majority of these problems are not worth focusing on. The indiscriminate use of powerful solution-extraction tools achieves the immediate short-term goal of solving problems at hand at the cost of sustaining the ecosystem for the next wave of progress, or in understanding the progress already obtained.
Apple's success with Siri AI will be largely dependent on third-party developers. However, these developers have a lot at stake, as while their apps may become more useful on Apple devices through working with Siri AI, enabling the assistant could risk sidelining their own assistants. Several staple apps are still not working with an early version of Siri AI available to app developers, and it is unclear whether they will. If Siri AI rolls out this year with only support from some apps and not others, it could create a confusing experience for users and turn them off from using the assistant.
Choosing an ERP shouldn't be guesswork. This free Software Advice guide compares NetSuite, Fishbowl, and Global Shop Solutions side by side — pricing, features, and real user reviews — so you pick the
Block has submitted an application to federal regulators to establish a federally regulated, uninsured national trust bank called Builders Bank & Trust.