Start building with Gemini 2.5 Flash
AI

Start building with Gemini 2.5 Flash

Today we are rolling out an early version of Gemini 2.5 Flash in preview through the Gemini API via Google AI Studio and Vertex AI. Building upon the popular foundation of 2.0 Flash, this new version delivers a major upgrade in reasoning capabilities, while still prioritizing speed and cost. Gemini 2.5 Flash is our first […]

Scaling large language models for next-generation single-cell analysis
AI

Scaling large language models for next-generation single-cell analysis

Every human is made up of trillions of cells, each with its own function, whether it’s carrying oxygen, fighting infections, or building organs. Even within the same tissue, no two cells are exactly alike. Single-cell RNA sequencing (scRNA-seq) allows us to measure the gene expression of individual cells, revealing what each cell is doing at

Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)
AI

Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. However, as LLMs have improved, so have the attacks against them. Prompt injection attack is listed as the #1 threat by OWASP to LLM-integrated applications, where an LLM input contains a trusted prompt (instruction) and an untrusted data. The data may contain injected instructions

Scaling large language models for next-generation single-cell analysis
AI

Unlocking insights with generative AI and multiple foundation models

When you get the best route from Google Maps, explore a new place in Street View, look at your neighbourhood on Google Earth, or check the weather forecast with Search, you’re using geospatial data. For decades, Google has organized the world’s geospatial information — data associated with a specific geographical location — and made it

Scaling large language models for next-generation single-cell analysis
AI

Evaluating progress of LLMs on scientific problem-solving

Programmatic and model-based evaluations Tasks in CURIE are varied and have ground-truth annotations in mixed and heterogeneous form, e.g., as JSONs, latex equations, YAML files, or free-form text. Evaluating free-form generation is challenging because answers are often descriptive, and even when a format is specified, as in most of our cases, the response to each

Taking a responsible path to AGI
AI

Taking a responsible path to AGI

We’re exploring the frontiers of AGI, prioritizing readiness, proactive risk assessment, and collaboration with the wider AI community. Artificial general intelligence (AGI), AI that’s at least as capable as humans at most cognitive tasks, could be here within the coming years. Integrated with agentic capabilities, AGI could supercharge AI to understand, reason, plan, and execute

Evaluating potential cybersecurity threats of advanced AI
AI

Evaluating potential cybersecurity threats of advanced AI

Artificial intelligence (AI) has long been a cornerstone of cybersecurity. From malware detection to network traffic analysis, predictive machine learning models and other narrow AI applications have been used in cybersecurity for decades. As we move closer to artificial general intelligence (AGI), AI’s potential to automate defenses and fix vulnerabilities becomes even more powerful. But

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