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Latest news, developments and reporting on Companies.

Companies · Products & Applications

Just Eat Apologizes After AI Menu Images Put Bacon and Eggs in Cola

Just Eat paused an AI menu-image trial and apologized after a Northern Ireland outlet got a bacon-and-eggs-in-cola image.

Companies · Products & Applications

Apple Expands Qnity's iPhone 18 Pro Camera Role, Continues Creator Studio Acquisitions

Apple expanded Qnity's iPhone 18 Pro camera role and continued Creator Studio acquisitions ahead of Oct. 28 news.

Products & Applications · Companies

Grafana Labs unveils AI agents to automate AI observability

Grafana Labs launched AI agents and cloud updates at ObservabilityCON 2026 to monitor and help fix AI workloads.

Cybersecurity · Companies · Products & Applications

Meta Pauses Muse Conversation Sharing After Researchers Find 6,800 Public Links

Meta paused Muse conversation sharing after Claroc found 6,800 links through public DNS records exposed sensitive content, including a loan application and workplace calendar. The incident comes as Sensor Tower says Muse reached 10.9 million downloads since September.

Companies · Research

Polestar and Oxford researchers seek to measure a performance car's effect on the driver

Polestar and Oxford researchers are trying to measure how a performance car affects its driver, Ars Technica reports.

Companies · Cybersecurity · Markets

Blackwall Raises $100M Series C at $2.2B Valuation to Scale Web Traffic Management Platform

Blackwall raised $100M Series C at $2.2B valuation to scale its web traffic management platform, led by AVP.

Products & Applications · Companies

Zoom and Couchbase target AI agent context and cost bottlenecks

Zoom launched a Unified Context Layer, and Couchbase added AI data tools aimed at agent cost and context.

Companies · Products & Applications · Large Language Models

Electric Plant raises $11.2M to decode plant signals with AI model Bombadil

Electric Plant has raised $11.2 million in seed funding to commercialize sensors and Bombadil, an AI model trained to interpret electrical signals in about 125 plant species and relay their needs to growers, TechCrunch reported.

Companies · Products & Applications

JustWatch Launches JustWatch TV, Moving From Streaming Guide to Streamer

JustWatch, whose guide is used by 50 million people, launched JustWatch TV on Tuesday with 30 content partners, free and paid tiers, and a rental store in 12 markets.

Products & Applications · Companies

AMD expands FSR 4.1 to Xbox consoles, handhelds and older Radeon GPUs

AMD extends FSR 4.1 to Xbox consoles, handhelds and RX 6000 GPUs; Xbox timing is still unannounced.

Companies · Products & Applications · Cybersecurity

Celigo launches MCP management platform for enterprise AI agents

Celigo launched an MCP platform to govern AI agents’ access to enterprise tools with per-tool approvals and traceability.

AI Chips & Compute · Companies

Google Open-Sources TorchTPU, a Native PyTorch Backend for Cloud TPUs

Google open-sourced TorchTPU, a native PyTorch backend for Cloud TPUs co-developed with Meta, replacing PyTorch/XLA.

Companies · Products & Applications

Enterprise AI Shifts to Cost per Useful Outcome, MIT Technology Review Says

MIT Technology Review says enterprise AI economics are moving from token and GPU-hour prices to the effective cost of completing useful business work, with utilization and operating discipline determining returns.

Products & Applications · Companies

Respan launches open-source Rust AI gateway built around plugins

Respan released a pre-alpha open-source Rust AI gateway that treats providers and features as plugins.

Companies · Products & Applications

Figma Adds 20 MCP Partners as Co-Founder Calls Protocol Imperfect

Figma adds 20 MCP partners in India; Dylan Field says the protocol is imperfect and favors frontier labs.

AI Chips & Compute · Companies

Anthropic in Talks With Nscale for Second Multibillion-Dollar Computing Deal, Source Says

Anthropic is negotiating a second multibillion-dollar lease with U.K. neocloud Nscale for a 460-megawatt data center in West Virginia, a source told CNBC, as the AI company seeks more computing capacity.

Companies · Products & Applications

Spotify Pulls 50 Million AI Slop Tracks From Recommendations

Spotify removed over 50 million AI-generated slop or spam tracks from recommendations in the past year, it said Tuesday.

Companies · AI Chips & Compute · Large Language Models

DeepSeek open-sources DeepInfer inference engine behind DeepSeek-V4.1-Flash

DeepSeek open-sources DeepInfer, the Apache 2.0 engine behind DeepSeek-V4.1-Flash, for Nvidia and Huawei hardware.

Companies · Markets · AI Chips & Compute

Nvidia to Back Four German Startups in Latest European Investment Push

Nvidia plans to back four German startups in robotics, healthcare, AI audio and satellites, part of its European push.

Cybersecurity · Companies

Meta's Muse AI agent can expose shared conversations through discoverable links, researchers say

Researchers: Meta's Muse AI agent can expose sensitive shared chats because its web links are easy to enumerate.

Products & Applications · Companies

Scaled Cognition Launches Voice TTS Model for Customer Service

Scaled Cognition has launched Voice, a text-to-speech model for customer service that it says reads account numbers, addresses and codes more accurately at lower cost, with API and self-hosted options.

Products & Applications · Companies

Thought Industries launches Lens to catch conflicting product knowledge before customers see it

Thought Industries launched Lens, an AI tool that checks product knowledge for conflicts before customers see it.

Companies · Policy & Regulation · Cybersecurity

TikTok Staff Warned About Child Safety Risks, Depositions Say

Previously unreported depositions obtained by NPR show TikTok staff warned executives about child safety risks, including minors in transactional sexual content and algorithm-driven harms.

Products & Applications · Cybersecurity · Companies

Amazon's Bee AI records conversations with shopping and privacy in mind

Amazon's Bee wearables record conversations for shopping help, Alexa+ goes free for Prime, and Speak launches AI tutor calls.