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Ai Engineering

Google Validates Model Unlearning via Black-Box Kernel Tests

A new framework from Google Research uses two-sample kernel testing to verify data removal from machine learning models without accessing internal weights.

Machine Unlearning · Google Research · Model Auditing

Ai Engineering

Active RCE Exploits Target 7,000 Exposed Langflow Instances

Attackers are actively exploiting a path traversal vulnerability in Langflow's file upload endpoint to achieve unauthenticated remote code execution.

Ai Security · Remote Code Execution · Langflow

Ai Agents

Encoder-Free Gemma 4 12B Fits Multimodal Agents on 16GB VRAM

Google DeepMind's new Gemma 4 12B removes separate vision and audio encoders, allowing native multimodal processing on laptops with 16GB of unified memory.

Multimodal Llm · Gemma 4 · On Device Ai

Ai Engineering

AI Exploit Chains Prompt Cloudflare's New Defense Architecture

Cloudflare detailed a four-layer security architecture designed to counter rapid exploit chain construction by frontier AI models like Claude Mythos.

Cybersecurity · Cloud Infrastructure · Prompt Injection

Ai Coding

Cursor's Composer 2.5 Cuts Bugbot Review Times to 90 Seconds

Cursor has updated its Bugbot code review agent with the proprietary Composer 2.5 model, increasing speed by 3x and lowering average execution costs by 22%.

Cursor Composer · Bugbot · Code Review Agent

Ai Agents

PyPI and npm Purge 73 Fake Azure Packages Targeting AI Agents

Security researchers discovered 73 malicious PyPI and npm packages mimicking Microsoft Azure libraries to install credential stealers on AI coding agents.

Cybersecurity · Supply Chain Attack · Malicious Packages

Ai Engineering

Decart Oasis 3 API Renders Endless Driving Sims at 22 FPS

Decart's Oasis 3 is an interactive world model available via API that generates real-time, closed-loop driving environments for autonomous vehicle validation.

World Models · Autonomous Driving · Real Time Rendering

Ai Engineering

DeepMind Robotics Accelerator Opens With Gemini ER-1.6 Access

Google DeepMind launched a 12-week European robotics accelerator in London, offering early-stage startups equity-free support and access to Gemini models.

Deepmind · Robotics · Gemini

Ai Agents

OpenClaw Agents Leak AWS Keys in Varonis Phishing Study

Varonis Threat Labs demonstrated that OpenClaw AI agents will autonomously exfiltrate sensitive credentials when targeted by traditional phishing tactics.

Ai Security · Threat Vulnerabilities · Data Exfiltration

Ai Agents

Claude Managed Agents Gain Native Cron and Secret Vaults

Anthropic has updated Claude Managed Agents with native cron scheduling for recurring tasks and secure vault storage for environment variables.

Anthropic Claude · Managed Agents · Cron Scheduling

Ai Engineering

ServiceNow Introduces SWER to Benchmark ASR Code-Switching

ServiceNow AI released a Hugging Face dataset evaluating frontier speech models on bilingual code-switching, introducing the Switch Word Error Rate metric.

Automatic Speech Recognition · Bilingual Ai · Benchmarking Metrics

Ai Coding

Cohere Ships 30B MoE North-Mini-Code for Local Coding Agents

Cohere Labs has released North-Mini-Code-1.0, an Apache 2.0 licensed 30 billion parameter mixture-of-experts model optimized for local coding workflows.

Cohere Labs · Mixture Of Experts · Local Llm

Ai Engineering

Gemini API Gains Streaming Voice Translation in 70 Languages

Google released Gemini 3.5 Live Translate, a streaming speech-to-speech model supporting over 70 languages with near real-time latency and native API access.

Voice Ai · Speech To Speech · Real Time Api

Ai Engineering

Claude Fable 5 Brings Mythos-Class AI to Developers

Anthropic launched Claude Fable 5, its first generally available Mythos-class model, with Opus 4.8 fallback safeguards, 1M context, 128k output, and $10/$50 pricing.

Anthropic · Claude Fable 5 · Claude Mythos 5

Ai Engineering

Tool-Level Observability Hits Claude MCP Connectors

Anthropic has released a dedicated observability dashboard and in-app directory submission process for developers building Model Context Protocol connectors.

Anthropic · Model Context Protocol · Observability

Ai Engineering

AFM 3 Core Powers Apple's Native Bill-Splitting Camera Tool

Apple is adding a 20-billion parameter multimodal model to iOS 27, allowing the native Camera app to scan receipts and process Apple Cash split payments.

Apple Intelligence · Multimodal Llm · Ios Development

Prompt Engineering

iOS 27 Adds Natural Language Prompting to Apple Shortcuts

Apple's iOS 27 update introduces Describe a Shortcut, allowing users to build and modify complex automation workflows using natural language prompts.

Apple Ios · Natural Language Processing · Automation Workflows

Ai Engineering

AI Prompt Injection Masks Malware in 19 PyPI Science Packages

The Hades supply chain campaign compromised 19 bioinformatics and Graph ML libraries on PyPI with memory scrapers and AI scanner misdirection.

Prompt Injection · Supply Chain Attack · Pypi Malware

Ai Agents

NotebookLM Gains Cloud Environments and Gemini 3.5 Agents

Google has upgraded NotebookLM to an agentic research assistant featuring Gemini 3.5, secure cloud computing environments, and autonomous web search.

Notebooklm · Gemini 3 5 · Agentic Workflows

Ai Agents

OpenEnv Standardizes Agentic RL With Universal Action Space API

Hugging Face and academic partners have released OpenEnv, providing a unified API and 1,200 tasks to train agents across digital and physical interfaces.

Open Source · Reinforcement Learning · Hugging Face