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Claude Can Now Click Buttons on Its Own: Details on General Availability of Computer Use and More
Computer Use, Skills API, and Files API have all reached general availability. Claude can operate software that does not expose an API by clicking buttons on its own. New features include multi-action execution, page structure positioning, versioned skills, and customer performance data.
DFlash2 Recipe Launched: Qwen3.8-27B Hits 70 tok/s on M5 Max, But There's A Catch
SGLang has released the DFlash2 speculative decoding recipe for Qwen3.8-27B. On M5 Max, the 27B model reaches 70 tok/s, 4.6x faster than autoregressive decoding. But to get this speedup, you have to build SGLang from source first.
Why Do All AI-Generated UIs Look the Same? This 25.8k-Star Skill is Specifically Made to Fight Generic AI Design
Hallmark, the open-source design skill from Together AI, uses 57 tests, 21 themes, and 4 commands to stop Claude/Cursor/Codex from generating templated interfaces. But beyond tools, personal taste and reference images remain the real dividing line between good and bad design.
What Rewards Haven't Told You: Adapt-1 Unlocks TCP and CUP
Adapt-1 Preview adds two new learning rules: TCP enables bounded history to participate in decision-making, while CUP allows the combinatorial utility between predictors to be learned. It achieves the performance of a 1 million-step model after only 510 interactions on RepeatPrevious, and outperforms fixed fusion comprehensively on Wisconsin. Finally, the structure of online learning can now be updated by outcomes.
Claude Academy Launches: AI Company Starts Teaching People When to Use AI Less
Anthropic has launched Claude Academy, a free AI learning platform with courses covering everything from AI fundamentals to the full Claude product suite. What's interesting is that the first lesson it teaches isn't how to use AI, but when you shouldn't.
Pretraining a Mini Kimi K3 from Scratch for Only $252: All the Pitfalls in the Official Code Are Documented in This Log
An MIT PhD spent $252.35 renting an H200 GPU and pretrained a 1.02B-parameter replica of Kimi K3 using 5B tokens. 30 chapters of work log, 4 undocumented pitfalls in the official code, 94.5% of MoE experts collapsed, only 3 out of 16 speedup experiments succeeded. Free to read.
Qwen-Image-3.0-Pro Released: 83 Elo Jump Pushes It Into Top 6 for Image Editing
Alibaba's Qwen-Image-3.0-Pro jumped from 34th to 6th place in blind image editing evaluations, and cracked the top 10 for text-to-image generation. It gained 83 Elo points while priced at just a fraction of its competitors' costs. Actual generated samples are included.
UI UX Pro Max Generates a Design System in Seconds. Why Is It Criticized for Being Too "AI-Flavored"?
An open-source project called UI UX Pro Max claims it can generate a complete design system in seconds. It packs 192 inference rules, 79 UI styles, and supports 22 tech stacks. But opinions are deeply divided: some call it practical, while others complain it reeks of "AI flavor". What problem does it actually solve?
Postgres Diagnosis: Just a 5.9MB Binary File Is All You Need
A 5.9MB standalone binary connects directly to your Postgres database and identifies issues in just a few seconds. No dashboards, no telemetry stacks, entirely read-only. It supports MCP, so it works perfectly with AI agents too.
No More Scrolling Through Group Chats, But Now There's a 20,000-Word Daily Digest Every Day
A developer used AI to summarize WeChat chat history to escape information overload, only to end up with a 20,000-word daily digest to read every day. He switched to AnySearch for external research and split his intelligence repository into five separate access points, and will open-source the project this week.
