先问你几个问题。你用 Claude Code 的时候,是一直开着一个 session 干到底,还是每个任务都开新的?遇到 Claude 答错了,你是接着打字纠正它,还是直接倒回去重来?/compact 和 /clear 你分得清吗?subagent ...
不幸的是,使用上下文是有细微代价的,这通常被称为上下文腐化。上下文腐化是指这样一种观察:随着上下文的增长,模型性能会下降,因为注意力被分散到了更多的 token 上,且陈旧、无关的内容开始干扰当前任务。对于我们的 100 万上下文模型,我们观察到在 ...
【新智元导读】70万行祖传代码,人走了一拨又一拨,烂尾工程停摆三年没人敢碰。直到首席开发者给Claude Code写了份「说明书」,项目两周收工。 在华盛顿大学基因组科学系,干了快二十年的首席开发者Brendan MacLean,正盯着屏幕上那段代码 ...
Discover how ChatGPT 5.5 and Claude Opus 4.7 stack up in performance benchmarks, cost efficiency, and real-world coding ...
Learn how AI‑assisted coding assistants in 2026 speed up development with GitHub Copilot, Claude, and ChatGPT integration, AI‑generated code snippets without full apps, and AI‑powered debugging and ...
A while back, I asked Claude, ChatGPT, and Gemini to build a solar system simulator. This was back when Claude was the talk of the town, and more people, myself included, were realizing that maybe ...
Discover how GPT 5.5 compares to Claude Opus 4.7 in coding, writing, and strategy. Find out which AI model is the best choice ...
Vibe coding works best in tiny steps, not big specs. Persistent AI documentation eliminates re-ramp time. Git, backups, and exports are critical safety nets. This is not my first vibe coding rodeo. I ...