Proof of concept for watermarking AI-generated proteins while preserving biological function.
SynthID Bio is a watermarking technology that embeds imperceptible signatures directly into biological code for AI-generated proteins. The watermark remains verifiable in the physical synthesized protein itself while preserving the protein's biological function. This matters because generative AI tools now design new proteins and biological structures, but these novel designs can bypass traditional screening and risk polluting scientific databases with mislabeled synthetic structures. The watermarking approach adapts to different data types, subtly guiding choices in amino acid sequences and adjusting atomic coordinates in predicted structures, and laboratory testing confirmed the watermarks did not compromise protein function across multiple target proteins.

This week, OpenAI released GPT-6.1 Sol. It upgrades GPT-6 Sol, the mid-tier model in the GPT-6 family. OpenAI’s claim is specific: near-Astra results on agentic coding, computer use, and professional work. The price is one-fifth of GPT-6 Astra’s standard input and output rates. Cached input drops to $0.10 per million tokens, 50% below GPT-6 Sol. Is it deployable? Yes, as a hosted model. It is live today in the OpenAI API as gpt-6.1-sol, and in ChatGPT Work and Codex. Where So

Google DeepMind has just announced Gemini 4 Argon, its new frontier model and the first model of the Gemini 4 generation. It targets long-horizon software engineering, enterprise knowledge work in legal and finance, and cybersecurity defense. The biggest technical change is output length. Argon can generate up to 1M tokens in a single response, up from 64K on earlier Gemini models. What Google Announced Google DeepMind described Argon as built for complex workflows across coding, enterpri

Google today revealed its next AI frontier model, which it's calling Gemini 4 Argon. The new model delivers "frontier performance in complex workflows across real-world software engineering, enterprise knowledge work like legal and finance, and cybersecurity defense," according to chief AI architect and Google DeepMind SVP Koray Kavukcuoglu. But the company is limiting access at first to a "set of trusted cyber defenders," and Kavukcuoglu says that Google is "actively engaged i
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