MCP & tool use

ClaudeDevs published a production guide for Claude computer use, and the snippet lists four mechanisms: click accuracy, thinking effort level selection, context retention in long sessions, and replayable demonstration logging.

Google AI Edge Gallery adds experimental MCP support on Android, letting Gemma 4 coordinate external data sources including Google Workspace and Google Maps; the update also adds scheduled notifications and persistent chat history for faster restoration of long-session context.

Google released the Tensor ML SDK beta, letting developers convert, compile, and run PyTorch or TFLite models on Pixel 10 TPUs through LiteRT, with a model library containing more than 100 classic and generative AI models, including Gemma 3.

Google announced “audio glasses” at I/O 2026, letting users issue voice commands across its apps and services, including Gemini; the RSS snippet does not disclose price, launch timing, or hardware specifications.

Google Research published its Gemini-based Empirical Research Assistant in Nature and opened early access through the Google Labs trusted tester program.

Google Developers Blog says Gemini CLI will stop working on June 18, 2026, and the post title points to a transition to Antigravity CLI; the RSS snippet only includes the article URL, Hacker News comments URL, 36 points, and 10 comments, and it does not disclose migration steps, compatibility details, or replacement behavior.

Google announced at I/O 2026 the biggest Search redesign in 25 years, powered by Gemini 3.5 Flash, with AI Mode exceeding 1 billion monthly active users and query volume doubling each quarter.

Google is changing Search from a link list into an AI experience with conversational answers, autonomous agents, and interactive interfaces; the RSS snippet does not disclose a rollout timeline, publisher traffic impact numbers, or product parameters.

Google is launching Gmail Live for Gmail, letting users tap a search-bar icon and ask voice questions about inbox content; a press demo retrieved school event dates, locations, and an upcoming Detroit trip from the employee’s email.

Google unveiled an AI shopping Universal Cart at I/O that lets users add products while browsing Search or chatting with Gemini, then check out through Google; the RSS snippet says future support includes YouTube and Gmail, while pricing, rollout timing, and retailer coverage are not disclosed.

Google upgraded AI Studio today to build native Android apps from prompts, with an embedded Android emulator for preview and device connection for installation; the initial release focuses on personal utility apps, and tester invites are planned but not yet available.

Google released Android CLI for AI coding agents, letting platforms such as Claude Code and OpenAI Codex build Android apps from the command line; the RSS snippet does not disclose version numbers, release timelines, pricing, or performance data.

Google unveiled web-based AI tools in AI Studio that generate native Android apps in minutes. The RSS snippet does not disclose the model, pricing, availability, or supported development constraints.

Google launched Antigravity 2.0 with an updated desktop app and CLI tool, and introduced a $100 AI Ultra plan that gives users 5x the usage limit of AI Pro; the post does not disclose the desktop app or CLI feature details.

Google introduced Gemini Spark at I/O 2026 as a 24/7 agentic personal assistant with Gmail integration; the RSS snippet says it uses Gemini base models and an agentic harness from Google Antigravity, but the post does not disclose pricing, rollout timing, or supported Gmail actions.

Google announced at I/O 2026 that Gemini is moving into an autonomous agent phase, with the post saying it can manage email, schedule calendar items, and generate reports automatically, but it does not disclose model parameters, launch timing, or pricing.

Google cut the top AI Ultra plan from $250 to $200 per month and added a $100 monthly tier with 5x the Gemini app usage limit of Pro, 20TB of storage, early access to new features, and YouTube Premium under stated terms.

Codegraph uses a pre-indexed knowledge graph for symbol relationships, call graphs, and code structure. In the VS Code test, it reduced tool calls from 52 to 3 and runtime from 1m37s to 17s.

The author tested VoiceFlow 1.6.0 on an RTX 3060 Laptop 6GB, where Qwen3.5 0.8B summarized a 4-minute meeting in 57 seconds with 16K context, while Granite 4 350M returned summaries in 0.6-2.8 seconds but fabricated Binance and Star Trek content.

A Reddit user says an API-log audit showed Cursor and Claude Code recursively grep about 40 files in 10k-plus-line repositories, sometimes load 2k-line files for 5-line edits, and spend roughly 30k tokens on tool definitions and logs before generating code.