Ideas for building
better software.

Building Conversational Commerce with Multi-Agent Swarms on GCP: A Working Prototype

This document provides a publication template and metadata structure for a technical blog post focused on building Conversational User Interfaces (CUIs) using AI. It outlines key developer focus areas, product stacks, and approval workflows required for publishing technical content through Google Developer Studio. The framework helps engineers organize their guides and solutions to effectively share AI-driven conversational interface designs with the developer community.

Hill-Climbing Agent Quality with Agents CLI Evaluation

This post walks through the Agents CLI evaluation loop for systematically improving agent performance through continuous testing and grading. It demonstrates how to catch prompt regressions, evaluate model backend swaps using side-by-side trace comparisons, and automate evaluation passes. Developers will also learn how to integrate nightly scheduled runs with threshold-based alerting to track quality over time.

Smaller apps and faster GPU inference with LiteRT in Google Play services

LiteRT in Google Play services now offers GPU inference powered by ML Drift, delivering about 1.4x faster performance alongside the new CompiledModel API. Switching from bundled binaries reduces app size by approximately 8 MB while enabling seamless, automatic runtime updates across billions of devices. Developers can easily adopt these updates by updating their dependencies and utilizing the new Android Studio LiteRT skill for automated migration.

Build Generative UI Apps with A2UI & CopilotKit Agents

See Google A2Ui in action! Learn how to natively render agentic UIs across Langchain, AWS Strands, Microsoft agents, and Google ADK using CopilotKit SDKs for A2UI.

DevFest is back!

DevFest 2026 runs from October 1 to December 31, bringing together nearly a million developers across more than 800 global events centered on the agentic AI era. Under the theme "Build, Secure, Scale," participants gain hands-on experience with Google’s developer stack—including Gemini, Google AI Studio, Google Antigravity, and Web MCP—through live workshops and codelabs. The conference focuses on enabling developers to prototype rapidly, ensure secure and private deployments, and leverage produ

Cost per task: Using cheap classifiers to route across Gemini models and thinking levels

Per-token API prices keep falling, yet engineering bills for autonomous coding agents keep climbing....

[Virtual Event] Cybersecurity Outlook 2027

[Virtual Event] What Every Enterprise Should Know About Securing Cloud Assets in the Age of AI