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AI 资讯

Anthropic, OpenAI, or Cursor model for your agent skills? 7 learnings from running 880 evals (including Opus 4.7)

Claude Opus 4.7 shipped last week, and the question any engineering team reaches for is how it compares to its peers. It is the strongest frontier coding model we tested on the baseline leaderboard, and it will be the easy default a lot of teams reach for. But in 2026, the model you reach for could matter less than the skill you load with it. That is what 880 evals across nine models (Opus 4.7, Opus 4.6, Sonnet 4.6, Haiku 4.5, gpt-5.4, gpt-5.3-codex, gpt-5-codex, and Cursor's Composer-2) tell us. Let’s take a step back. It’s now 2026, and agent skills are spreading like wildfire… (even our favourite movies are catching up to them). Watch on YouTube Every major agent ecosystem now has some version of them. So the question worth asking, whether you are a dev, a platform engineer, or an engineering leader, is which skills actually earn their context weight, and which ones just add cost. At Tessl, we believe context -particularly agent skills- and the broader concept of a context development lifecycle are where this space is heading (see also: Why the best AI coding teams will win on context ). The results below add to a growing body of signals pointing to a shift that is already underway. Top-line results Model Native behavior rate coverage (e.g "without skill") Adherence to skill ("with skill") Lift $/run (with skill) Avg time (with skill) claude-opus-4-7 80.5% 94.5% +14.0 $1.00 158.9s claude-opus-4-6 77.1% 93.8% +16.7 $0.53 126.6s claude-sonnet-4-6 75.6% 93.3% +17.7 $0.31 125.1s claude-haiku-4-5 61.2% 84.3% +23.1 $0.12 77.8s gpt-5.4 75.9% 92.7% +16.8 N/A* 135.4s gpt-5.3-codex 75.8% 91.9% +16.1 N/A* 87.9s gpt-5-codex 73.8% 85.1% +11.3 N/A* 136.2s cursor-composer-2 73.6% 90.5% +16.9 N/A* 152.0s We’ve evaluated 11 node.js development skills ( documentation, fastify-best-practices, init, linting-neostandard-eslint9, node-best-practices, nodejs-core, oauth, octocat, skill-optimizer, snipgrapher, typescript-magician ) , and aggregated “with vs without” skill performance. F

2026-06-22 原文 →
AI 资讯

The Siren Song of ariaNotify()

There's a brand new ariaNotify() method — defined by the WAI-ARIA 1.3 Specification — that provides a means of programmatically triggering narration in a screen reader. The Siren Song of ariaNotify() originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-06-17 原文 →
AI 资讯

We ran Composer 2.5 and 2.5 Fast across 11 skills. Surprisingly, Fast won.

Cursor just shipped Composer 2.5 and Composer 2.5 Fast. We benchmarked both across 11 engineering skills, 5 scenarios per skill, averaged across three independent LLM judges. The fast model scored higher, ran 32% quicker, and costs exactly the same. If you are reaching for Composer 2.5 over Composer 2.5 Fast, you are paying the same price for a slower, slightly worse model. Here is the full picture. TL;DR Composer 2.5 Fast scores 92.7% with skill context. Composer 2.5 scores 92.1%. Fast wins. Both are ahead of gpt-5.5, gpt-5.4, and the previous Composer 2. The fast model completes scenarios in 59 seconds on average. The regular model takes 87 seconds. Where They Land in the Benchmark We ran 6 models across 11 skills, scoring each run with three independent judges and averaging the results. Here is where the full leaderboard sits: Model Avg baseline Avg with-skill Lift opus-4-7 80.8% 93.4% +12.6 composer-2.5-fast 79.6% 92.7% +13.1 composer-2.5 79.0% 92.1% +13.1 composer-2 74.2% 89.6% +15.4 gpt-5.5 75.5% 89.4% +13.9 gpt-5.4 74.1% 89.3% +15.2 gpt-5.3 65.5% 83.9% +18.4 gpt-5-codex 68.7% 78.7% +10.0 Composer 2.5 Fast sits 1.3 points behind opus-4-7 and 3.3 points clear of everything else. That is a meaningful gap. The previous Composer 2 sits alongside gpt-5.4 and gpt-5.5 at roughly 89-90%. Cursor has moved its own model up a full competitive tier in a single release. The Fast model seems better. Normally a "fast" variant trades quality for speed. Composer 2.5 Fast does not do that. It scores 0.6 points higher than the regular model while running 28 seconds faster per scenario (59s vs 87s on average across 110 scored runs). The per-skill breakdown shows where the differences accumulate: Skill 2.5 with-skill 2.5-fast with-skill Winner documentation 97% 98% fast fastify 99% 94% 2.5 init 87% 86% 2.5 linting 98% 99% fast node-best-practices 95% 95% tie nodejs-core 98% 98% tie oauth 92% 89% 2.5 octocat 95% 96% fast skill-optimizer 98% 98% tie snipgrapher 93% 93% tie typescrip

2026-06-16 原文 →
开发者

What’s !important #13: @function, alpha(), CSS Wordle, and More

CSS functions, the alpha() function, Grid Lanes, some things about Dialog that you might not know, CSS Wordle, and more — this is What’s !important right now. What’s !important #13: @function, alpha(), CSS Wordle, and More originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-06-15 原文 →
开发者

Why Isn’t My 3D View Transition Working?

Why isn't my 3D view transition working?! Sunkanmi tackles this frustration and offers an elegant fix for it. Why Isn’t My 3D View Transition Working? originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-06-12 原文 →
工具

Creating Memorable Web Experiences: A Modern CSS Toolkit

There are many ways to create memorable experiences. Sometimes it's as simple as a form that completes smoothly. But here I'm interested in sharing techniques I reach for when I want a site to feel alive and be remembered. Creating Memorable Web Experiences: A Modern CSS Toolkit originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-06-10 原文 →
AI 资讯

Scroll-Driven, Scroll-Triggered, Scroll States, and View Transitions

I've said one and mean another, and I've used one when I needed another. Please bear with me as I note the similarities and differences between scroll-driven animations, scroll-triggered animations, container query scroll states, and view transitions for my future self. Scroll-Driven, Scroll-Triggered, Scroll States, and View Transitions originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-06-08 原文 →
AI 资讯

Article: Artificial Intelligence-Driven Phishing: How Phishing Technique Is Evolving and Implemented

In this article, the author examines how AI is transforming phishing from a manual, targeted activity into an automated and scalable attack model. The article breaks down each stage of the phishing lifecycle, showing how AI improves reconnaissance, profiling, content generation, delivery, and interaction, while outlining layered defenses that combine controls, processes, and user awareness. By Marco Rizzi

2026-06-08 原文 →
开发者

Astro Markdown Component Utility for Any Framework

In the previous article, I spoke about the why and how to use a Markdown component in Astro . Here, we’re going to expand on that and help you use Markdown everywhere — regardless of the framework you use. So, … Astro Markdown Component Utility for Any Framework originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-06-01 原文 →
开发者

Revealing Text With CSS letter-spacing

Until we get something like ::nth-letter , there are still some really cool text effects we can make from existing CSS features, like letter-spacing , ::first-word and ::first-line . Revealing Text With CSS letter-spacing originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-27 原文 →
AI 资讯

Technical Writing in the AI Age

This isn’t totally about AI. It’s about technical writing in the age of AI. I have some thoughts on this and I hope it’s helpful to you humans reading. Technical Writing in the AI Age originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-26 原文 →
开发者

Cross-Document View Transitions: Scaling Across Hundreds of Elements

Every view-transition-name on a page must be unique. The problem is that every pseudo-element selector in your CSS targets a specific name, so your animation styles explode into an unmanageable wall of selectors. Cross-Document View Transitions: Scaling Across Hundreds of Elements originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-25 原文 →
开发者

The State of CSS Centering in 2026

Despite the countless number of online resources, it’s easy to get confused when trying to center an element. There are documented solutions, but do you really understand why the code you picked works? Let's look at the current state of centering options today in 2026. The State of CSS Centering in 2026 originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-22 原文 →
开发者

Stack Overflow: When We Stop Asking

It still hits like a ton of bricks to see the steep decline in Stack Overflow questions. What does that mean about learning in our industry? Stack Overflow: When We Stop Asking originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-20 原文 →
开发者

Cross-Document View Transitions: The Gotchas Nobody Mentions

This is Part 1 of a two-part series about cross-document view transitions, going over all the gotchas, from ditching the deprecated way to opt into them to a little-known 4-second timeout. Cross-Document View Transitions: The Gotchas Nobody Mentions originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-18 原文 →