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Industry

Google privacy policy update ties personal AI data to ad targeting

Google updated its privacy policy on October 16th to add an exception to its promise not to use Drive, Gmail, or Google Photos data for personalized ads. The exception applies when users choose to make data from these services available to other Google services that support personalized ads. According to Android Authority, this could affect people who have connected those services to AI Mode and other Search tools. The report does not specify which ad products or AI features are affected beyond

Googleprivacyadvertising
Tutorial

AWS CDK construct automates SageMaker AI endpoint auto scaling during updates

The AWS Machine Learning Blog describes a reusable CDK construct that replaces native Application Auto Scaling resources for SageMaker AI endpoints with three CloudFormation custom resources. The construct deregisters scalable targets before an endpoint update and re-registers the target and scaling policy afterward, avoiding update failures and silent loss of auto scaling. Asynchronous completion handlers wait for the endpoint to reach InService and the scalable target to become queryable. A Co

AWSAmazon SageMaker AIAWS CDK
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Bayer Crop Science's Agentic Decision Engine runs 22 specialist agents on Amazon Bedrock AgentCore

Bayer Crop Science built an Agentic Decision Engine (ADE), a natural-language multi-agent layer over its Connected Decision Engine, to help breeders and researchers query ML workflows without navigating each underlying system. A supervisor agent routes requests to 22 domain-specific specialist agents that call backend APIs through AgentCore Gateway. Bayer reports that ADE resolves about 80 percent of user questions without engineer involvement and cut per-API integration overhead sharply by expo

Why it matters: It offers a detailed, concrete production case study of enterprise agent architecture, observability and cost-attribution practices that teams building multi-agent systems can learn from.

Bayer Crop ScienceAmazon Bedrock AgentCoreagentic AI architecture
Research

Anthropic's Claude Generates Formal Correctness Proofs for Open-Source Code

Anthropic used Claude to generate mathematical proofs that existing code is correct, producing roughly 180 million lines of proof code across 123 open-source libraries. The effort reportedly surfaced bugs that years of testing had missed. Anthropic's stated goal is to make AI-assisted formal verification as routine as standard testing.

AnthropicClaudeformal verification
Industry

OpenAI Lowers Valuation Target to Close Funding Round of Up to $30 Billion

OpenAI is nearing the close of a new funding round of up to $30 billion, according to The Decoder. To secure the round, the company lowered its valuation target. The report gives no further details on the specific valuation figures, investor identities or terms.

OpenAIAI industry financingvaluation
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Google Cloud Launches Agent Compute Engine: One MicroVM per AI Agent

Google Cloud announced Agent Compute Engine (ACE), a compute service that runs each AI agent session in a hardware-isolated Cloud Hypervisor microVM with its own guest kernel, root access and Hyperdisk storage. The design keeps zero credentials inside the sandbox: traffic crosses a virtio-vsock proxy to an Agent Gateway that swaps in real backend credentials after policy checks, and sandboxes get only a short-lived SPIFFE identity. Idle agents are checkpointed to zero active resources and resume

Why it matters: It details concrete Google Cloud infrastructure and security architecture for running AI agents, useful for teams choosing how to sandbox agents safely.

Google CloudAgent Compute Engineagent sandboxing
Products

You.com Launches Inference Router for Open-Weight Models With 99.9% Uptime SLA

You.com has launched Inference Router, a managed, OpenAI-compatible API that routes requests across 12 open-weight models including Kimi K3, Qwen3.8 Max, GLM 5.3 and DeepSeek V4 variants. The service bundles a 99.9% uptime SLA with credits, default zero data retention covering both model calls and web search, 100% US hosting with failover to partner capacity, and pay-as-you-go pricing with no platform fee. Built-in server-side web search returns cited results, and You.com reports self-reported L

You.comKimi K3Qwen
Industry

Kazakhstan expands AI compute push with Firebird GPU deals and telco deployments

Kazakhstan's AI ecosystem is shifting from planning to deployment across infrastructure, models and applications, according to NVIDIA. Firebird has secured a U.S. export license for 45,000 NVIDIA Grace Blackwell GPUs and is building a first phase with Kazakhtelecom at Data Center Valley, targeting commercial launch in the third quarter of 2027, with a planned second phase potentially reaching about 500 megawatts. Kazakhtelecom has already deployed 400 NVIDIA H200 and 480 NVIDIA B300 GPUs in Asta

AI data centersNVIDIAKazakhstan
Products

Canva launches Canva Craft, its first in-house AI image model

Canva has released Canva Craft, its first in-house AI image generation model, positioning it against image models from OpenAI, Microsoft and Google. Craft uses a two-stage architecture that plans a design before generating the image, which Canva says provides greater precision, consistency and control. It supports images at up to 2K resolution and more than 30 aspect ratios, and is aimed at social media posts, marketing content, realistic scenes and digital art.

CanvaAI image generationdesign software
Products

Amazon Polly Generative engine upgrade adds 14 voices, Hindi and Finnish

AWS upgraded the Amazon Polly Generative text-to-speech engine, improving expressiveness and accuracy for numbers, currency and addresses at low latency. The release adds 14 new voices across 9 locales, including the first generally available Generative voices in Hindi and Finnish, bringing the catalog to 57 voices across 11 languages and 25 locales. The upgrade is a drop-in change: existing voice names and SynthesizeSpeech/StartSpeechSynthesisStream API calls are unchanged, with no price increa

Amazon PollyAWSText-to-speech
Products

IskayPet builds multi-country corporate knowledge assistant on Amazon Bedrock Managed Knowledge Bases

IskayPet, an Iberian pet care company with over 330 stores and 4,500 employees, built a corporate knowledge assistant on Amazon Bedrock Managed Knowledge Bases to answer operational questions across four languages and three countries. The solution uses the native SharePoint connector to ingest existing documents without migration, keeps a dedicated knowledge base per assistant for isolation, and enforces SharePoint document-level permissions at retrieval time. IskayPet reports time to find an op

Amazon Bedrock Knowledge BasesRetrieval Augmented Generationenterprise knowledge assistants
Products

AWS SageMaker AI adds serverless training sessions for custom post-training loops

Amazon SageMaker AI has made training sessions generally available within its serverless model customization offering, letting users write their own post-training loop—custom loss functions, reward signals, and multi-turn RL stages—while AWS handles GPU allocation, distributed execution, fault recovery, and checkpoint storage. Supported techniques include SFT, DPO, RLVR, RLAIF, and multi-turn RL with LoRA or full fine-tuning, and an agent-assisted cookbook aims to automate data prep, technique c

Amazon SageMaker AIpost-training and RL fine-tuningserverless ML infrastructure
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Amazon SageMaker adds training session APIs for custom LLM training loops

Amazon SageMaker AI introduced training session APIs that let developers write their own LLM training loops in Python while SageMaker handles GPU allocation, distributed execution, fault recovery and checkpointing. The APIs expose operations such as sample(), forward_backward() and optim_step() through ServiceClient, TrainingClient and SamplingClient, with billing per token processed. A companion cookbook provides SFT and RL recipes, and AWS reports a GRPO example on GSM8K raised held-out accura

Why it matters: It gives ML engineers and alignment researchers a concrete way to run custom SFT, RL and preference-optimization loops without provisioning or managing GPU infrastructure.

Amazon SageMakerLLM post-trainingreinforcement learning
Research

Microsoft claims AI diagnostic tool outperforms doctors in Science study

Microsoft says it has built an AI-powered diagnostic tool that outperforms human doctors by up to four times on its own benchmark. The results were published in the journal Science and based on comparisons against physicians using scenarios drawn from medical case reports and emergency department data. Microsoft AI CEO Mustafa Suleyman framed the tool as healthcare AI 'finally here.' The benchmark was compiled by Microsoft itself, and the available text gives no further methodological detail.

MicrosoftAI in healthcarediagnostic AI
Products

Google Launches Agent Compute Engine for Isolated Gemini Agent Runtimes

Google has introduced Agent Compute Engine, a runtime environment built specifically for AI agents that gives each Gemini agent its own hardware-isolated micro virtual machine. The company is also expanding governance capabilities so companies can manage agents across cloud, hybrid, and on-premises environments. The announcement focuses on isolation and control for enterprise agent deployments.

GoogleGeminiAI agents
Tutorial

Stream low-latency speech from AI agents using Kokoro TTS on Amazon SageMaker AI

AWS's ML Blog publishes a technical walkthrough for reducing voice-agent latency by streaming each completed sentence to a hosted Kokoro-82M TTS model on Amazon SageMaker AI as soon as the agent generates it, rather than waiting for the full response. It covers a bidirectional-streaming SageMaker endpoint, sentence chunking, and two transports for returning audio: base64-in-SSE versus multiplexed binary audio with JSON control frames. The post reports time to first audio improving by more than h

Amazon SageMaker AIKokoro-82MAmazon Bedrock AgentCore
Products

Liquid AI Launches RIPL Real-Time Inference Engine for Its LFMs

Liquid AI announced Liquid RIPL, a low-latency inference pipeline for serving Liquid Foundation Models in live request paths, claiming end-to-end responses in under 50 ms for short requests. RIPL targets LFM2.5 models from 230M to 2.6B parameters on NVIDIA data-center and workstation GPUs. Liquid reports 5.6x to 28.4x lower p95 latency than Qwen3.5 on vLLM, though the sub-50 ms claim does not hold for longer requests, with the 2.6B model reaching 449.1 ms p95 at 256-in/128-out. All figures are s

Liquid AILiquid Foundation Modelsmodel serving infrastructure
Models Editor selected

Gradium Open-Sources Phonon, a 31M-Parameter On-Device TTS Model Under Apache 2.0

Gradium, a Paris voice AI company spun out of Kyutai, has released Phonon, a family of small text-to-speech models that run fully on-device. The English Phonon 31m ships under Apache 2.0 at 64.5 MB (q8 GGUF) with 31M parameters and 37 built-in voices, producing 24 kHz mono audio with no cloud call or GPU. It uses a causal transformer backbone, SentencePiece tokenization without phoneme conversion, a single-step flow-matching head and a reduced Mimi decoder. Gradium's own evaluations report first

Why it matters: Provides concrete deployment, licensing and performance details for a new openly licensed on-device TTS model developers can self-host.

Gradium Phononon-device TTSopen-weight speech models