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Analysis

Open-Weights Wave: Qwen 3.6, Granite 4.1, HiDream-O1, and the Capability Floor in April-May 2026

Qwen 3.6 (27B dense, 35B-A3B MoE), IBM Granite 4.1 (3B/8B/30B), HiDream-O1 image gen, and Hugging Face ml-intern all shipped in April-May 2026 — all permissively licensed. Inside: benchmarks, hardware, deployment patterns.

Gemini Intelligence on Android: Multi-Step Agents, Vibe Widgets, and the iOS Crossover

Gemini Intelligence brings multi-step app automation, AI dictation, and vibe-coded widgets to Samsung Galaxy S26 and Pixel 10 this summer. Inside: what it does, how it compares to iOS, and what readers can do today.

Microsoft Agent 365 GA: AI Agent Governance Becomes a Procurable Product

Microsoft Agent 365 reached general availability on May 1 at $15 per user per month, packaging identity, governance, and security for enterprise AI agents. Here is what it actually does, how it compares, and what readers can do today.

DeepSeek V4 on Huawei Ascend: Open Weights, MoE at Trillion Scale, and the Self-Hosting Path

DeepSeek V4 ships under MIT license in two MoE sizes (1.6T Pro and 284B Flash) with 1M-token context. Huawei's Ascend 950 SuperNode handles inference. Here is what readers can do with it — and what comes next.

Gemini 3.1 Pro: 2M Tokens, Native Multimodal, and the Long-Context Frontier

Gemini 3.1 Pro ships with a 2-million-token context window and native multimodal reasoning across text, image, audio, and video. Here is how the architecture, pricing, and practical workflows actually shape up — and what readers can do with it today.

Close-up of a computer chip under cool studio light, dark studio background, polished silicon surface with fine die pattern visible.

Cerebras IPO at $86B: What the 168x Multiple Underwrites

Cerebras priced May 13 and closed day one at a ~168x revenue multiple. The first-day pop is the smaller story. The capex signal underneath it is the bigger one.

A simplified infographic showing human chat and AI agent runs separated by a credit meter.

The AI agent buffet is closing: why Claude's new credits matter

Anthropic's new Agent SDK credits are more than a Claude billing change. They mark the line between human-paced AI subscriptions and metered agent automation.