Google just gave NotebookLM a massive upgrade powered by Gemini 3.5, equipping every notebook with a secure cloud computer to write and execute code. It can now turn raw sources into PowerPoint slides, Excel sheets, and visual charts, while pulling web context automatically. It is rolling out to Google AI Ultra and eligible Workspace business tiers.
Anthropic just launched a Swift package integrating Claude with Apple's Foundation Models framework across iOS 27 and macOS 27. Developers can now run quick tasks on-device and cleanly hand off multi-step reasoning, coding, and web searches to Claude via typed Swift outputs. Why it matters: it seamlessly unites local privacy and cloud horsepower inside native apps.
Anthropic just rolled out a performance dashboard for Claude connector builders, alongside direct in-app submissions for MCP servers. Developers can now track active users, tool calls, error rates, and latency breakdowns across Claude, Claude Code, and Cowork. It is currently in public beta for Team and Enterprise admins, making it significantly easier to debug and scale MCP agents.
Alibaba just released Qwen 3.7 Plus, a multimodal model built to navigate graphical interfaces, write code from templates, and run terminal commands within a single loop. In testing, it autonomously built a complete vocabulary app over eleven hours, leading Western rivals on GUI benchmarks like AndroidWorld. It also supports Anthropic's API protocol, making it a dirt-cheap drop-in backend for existing agent tools.
OpenAI Codex just added a Build iOS Apps plugin that mirrors an iOS Simulator directly into its in-app browser. It lets developers live-preview SwiftUI components outside Xcode Canvas and hot-reload Swift package edits on the fly, making iOS testing inside Codex seamless.
Anthropic just shared unreleased internal data revealing that Claude now authors over 80% of the code merged into its repository, boosting engineer output eightfold since 2024. While systems are rapidly heading toward recursive self-improvement, the company warns the risk of losing control could arrive sooner than institutions are prepared for.
OpenAI just refreshed its official prompt engineering guide, laying out best practices for message roles and prompt structuring in the Responses API. The guide urges developers to version prompts directly inside application code, noting that hosted prompt objects will be phased out by November 2026.
GitHub just launched the Copilot app, a dedicated desktop control center built to orchestrate multiple AI agents in parallel. Each agent operates in an isolated git worktree so tasks don't collide, while interactive canvases let developers inspect and steer work in real time. It is now available in technical preview for paid Copilot subscribers.
Microsoft just unveiled the Surface RTX Spark Dev Box, a compact desktop PC engineered specifically for local-first AI development. Packing an NVIDIA RTX Spark superchip with 128GB of unified memory, the box delivers up to 1 petaflop of compute to run 120B+ parameter models on your desk without racking up cloud API bills. It hits the U.S. later this year.
Microsoft just transformed Windows 11 into a playground for AI agents at Build 2026. The update introduces Microsoft Execution Containers (MXC) to box in and manage local agents safely, built-in WSL containers, and an Intelligent Terminal with live agent debugging. It also packs new on-device SLMs dubbed Aion 1.0 alongside heavy AI dev hardware. It is a clear push to keep agent workflows local and secure.
Microsoft just rolled out seven in-house MAI models covering reasoning, coding, vision, and speech, all built from scratch on clean data without third-party distillation. The drop includes MAI-Thinking-1, a lightweight coding model for GitHub Copilot, and an enterprise tuning workflow called Frontier Tuning. Why it matters: Microsoft is aggressively engineering full-stack independence across its own silicon and software.
Anthropic just added dynamic multi-agent workflows to Claude Code, letting the AI write and orchestrate custom JavaScript harnesses for complex tasks. Powered by Claude Opus 4.8, it spawns isolated subagents to run patterns like adversarial review and tournament brackets without context bleed. It burns significantly more tokens, but it turns Claude Code into an autonomous project manager for messy, high-value tasks.
OpenAI just expanded Codex beyond coding with six role-specific plugins and an interactive Sites preview. With weekly users topping 5 million—and non-developers growing 3x faster than coders—the platform now bundles 62 apps across analytics, sales, and design, letting teams turn ideas into shareable, live web tools via URL.
JetBrains just released Mellum2, an open-source 12B Mixture-of-Experts model under the Apache 2.0 license. By activating only 2.5B parameters per token, it cuts latency and runs more than 2x faster than similarly sized open models. It is built to handle high-frequency plumbing like routing, RAG compression, and sub-agents across software engineering stacks.
Microsoft is preparing to unveil a wave of major updates at Build, led by its first in-house reasoning model, MAI-Thinking-1. The company is also set to showcase a distraction-free Windows 11 developer experience and a unified Copilot super app. Why it matters: Microsoft is leaning heavily into local AI compute on Windows to win back developer trust.
OpenAI highlighted Hiroki Tomiyasu, a Hokkaido farmer with zero engineering background who built an automated system for his 100-hectare farm using ChatGPT and Codex. He developed 8 AI workflows linking ESP32 hardware and satellite mapping to track crop health. Why it matters: It shows technical coding skills are no longer the bottleneck for turning domain knowledge into real-world software.
Factory just launched Factory Router, an automated routing tool that cuts enterprise coding token spend by 20-25%. It sends routine tasks to efficient models and saves frontier models for heavy reasoning, retaining 99% of Claude Opus 4.7's pass rate on Terminal-Bench 2 while routing across providers for 99.9%+ reliability. It is currently in private research preview.
MiniMax just released M3, an open-weight model packing a 1M token window, native multimodality, and desktop computer use into a single package. Its custom sparse attention architecture cuts decoding compute dramatically, yielding a 15x speedup over its predecessor and top marks on SWE-Bench Pro. It brings closed-source agentic capabilities straight to open-weight developers.
Codex just introduced a built-in browser with one-click Chrome cookie imports, allowing users to browse social platforms in logged-in states for research. It also adds a full developer mode to inspect DOM, console errors, and network traffic when debugging web applications.
Open-source frontend tool Impeccable just rolled out v3.5 to cure AI-generated design slop, compiling custom guardrails tailored to the specific design flaws of models like GPT-5.5 and Codex. It introduces a beta Live Mode for editing UI directly in the browser via voice or prompt and syncing straight back to source code, powered by a 20x faster CSS detector.
