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Prompt Engineering Patterns That Actually Work in Production

The gap between a working demo and a reliable production system is engineering discipline around inputs, outputs, and failure handling.

Diagram showing prompt engineering patterns for production LLM systems

Building a Locally Deployed, High-Performance Multi-Layer RAG System

A lean, locally deployable RAG framework that allows a compact 1.5B model to rival much larger models on domain tasks.

Architecture diagram of a multi-layer RAG system

Small Language Models Are the Future of Agentic AI

The future of AI lies in compact, efficient small language models that deliver powerful capabilities directly on edge devices.

Small Language Models and Agentic AI illustration

Building a RAG Evaluation Framework From Scratch

Deploying a RAG system is straightforward. Knowing whether it actually works is harder.

Flowchart of a RAG evaluation pipeline with retrieval and generation stages

Research

How AI is helping advance the science of bioacoustics to save endangered species

ML models trained on wildlife audio are enabling conservation researchers to monitor biodiversity at unprecedented scale.

August 2025 Insights Learn more
Bioacoustics research illustration

AlphaEarth Foundations helps map our planet in unprecedented detail

A foundation model combining satellite imagery with climate data to produce high-resolution planetary maps.

July 2025 Insights Learn more
AlphaEarth research illustration

Aeneas transforms how historians connect the past

An AI system linking fragmented historical records across languages and centuries to reveal hidden connections.

July 2025 Research Learn more
Aeneas research illustration

Advanced version of Gemini with Deep Think officially achieves gold-medal standard at the International Mathematical Olympiad

Gemini's Deep Think reasoning mode reaches gold-medal performance on IMO-level mathematical problems.

July 2025 Research Learn more

AlphaGenome: AI for better understanding the genome

A genomics foundation model predicting gene expression, regulatory elements, and variant effects across the human genome.

June 2025 Insights Learn more
AlphaGenome research illustration

How we're supporting better tropical cyclone prediction with AI

AI weather models improve cyclone track and intensity forecasting, giving communities more lead time for preparation.

May 2025 Insights Learn more
Tropical cyclone prediction research illustration