Gemma 4 Multi-Token Prediction Delivers Up to ~3x Faster Token Generation

Gemma 4 can be paired with multi-token prediction (MTP) drafters that use speculative decoding to generate multiple tokens in parallel, allowing the model to verify them in a single pass and achieve up to ~3Ã— faster inference without quality loss.

Google Expands SynthID Adoption for AI Watermarking, Previews Content Detection API

Google’s SynthID, designed to embed imperceptible signals into AI-generated content, is adding a new Content Detection API on Google Cloud’s Gemini Enterprise Agent Platform, after gaining adoption by several industry players including Nvidia and OpenAI.

BadHost Vulnerability Exposes AI Agents, Evaluators, and LLM Gateways

BadHost is a high-severity authentication bypass vulnerability in the widely used Python web framework Starlette, with 325 million weekly downloads. The flaw allows attackers to use malformed HTTP Host headers to bypass path-based access controls and access sensitive AI agent infrastructure, among other systems.

Gemma 4 12B Enables On-Device, Multimodal Agentic Workflows with an Encoder-free Architecture

Google says Gemma 4 12B is “designed to bring agentic, multimodal intelligence directly to your laptop”, further noting that the new model can be combined with Google AI Edge to “build and experiment locally, on everyday machines”. This integration allows for a wide range of capabilities, from autonomous data processing to generating visual insights and even building webpages or executing tools.

Microsoft Open-Sources PostgreSQL Extension for In-Database Durable Execution

Recently open-sourced by Microsoft, pg_durable is a PostgreSQL extension that enables durable workflows to run natively inside the database, eliminating the need for external orchestration systems.