Distilling reasoning traces from a larger teacher into a 0.6B-parameter model shows practitioners a far cheaper path than RL training runs, with MATH-500 as the benchmark to verify the gains. Builders training small models on limited compute can reuse the standalone training script and data-preparation pipeline directly. The soft vs. hard and on-policy vs. off-policy distillation framing is a useful mental model when choosing a distillation approach.
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有人用 DeepSeek V4.1 Flash 1017 六轮对话就复刻出一款飞车游戏,成本才几块钱,游戏已经上线可以试玩。
歸藏拿做游戏特效的老提示词试了 DeepSeek V4.1 Flash 1017,能出可用效果,就是比 Opus 5.5 差点细节和创意,有视频可看。
The practical insight is that skill quality is a context-economics problem: every installed skill taxes the context window, so a bloated library can perform worse than no skills at all, with the post suggesting plain prompts may beat badly designed skills. Builders writing skills for Claude Code or similar agent tools should audit their collections and trim bodies to the model's knowledge boundaries. No regional angle; the advice applies to any agent skill ecosystem.
今晚 8 点有直播,请了开源作者卡比来聊 Agent 开发者怎么挑大模型,干一线的人聊起来观点会很尖锐,进群就能看。
物理学家 Miles Cranmer 聊怎么用 AI 学习不掉脑子:让它反过来提问你,别直接要答案,这个思路值得试试。
Claude Code 团队自曝九成代码是 AI 写的,把审查拆成一摞带洞的奶酪片叠着拦错,撤回率反而降了四成,做法讲得很细。
有人用 DeepSeek V4.1-Flash-1017 做了个 SVG 相机,作者说效果像 Sonnet 5.5,想看实际效果的可以点开视频。
有人拿 Claude Opus 5.5 配 ShipAny 的 TanStack 模板玩了一手,一句话就跑通完整项目,做独立开发可以看看.
Voice personality is now a promptable parameter, meaning developers can differentiate voice apps without recording custom audio or training anything. The international preset voices lower the barrier for teams localising realtime voice apps for multilingual markets. Developers can experiment with prompt-written personas and pick presets that match their app's audience.
Anthropic 在 X 上问大家周末拿 Claude 做什么,评论区能看到不少普通人的真实用例,刷到可以逛逛。
The notable shift is that Codex now orchestrates across tools — Slack threads and production telemetry — rather than waiting for manual pointers, which signals how coding assistants are moving into maintenance work, not just writing new code. Engineering teams struggling with dead code and backlog can borrow the published workflow directly from OpenAI's developer blog.
Anthropic自己披露Claude Code的审查流程,PR翻倍回滚率反而降四成,还讲了他们踩过的坑和解决办法,写代码的都该看看。
The vote-filtering mechanism for agent reviewers and the three-round cap on review churn are directly reusable by any team drowning in AI-generated PRs. Engineers building multi-agent review pipelines can borrow the rule that only new diffs get re-reviewed and style comments are discarded. Compared with generic CI lint gates, this pipeline treats review as a probabilistic consensus problem rather than a single-pass check.
Layered decomposition turns image generation from luck-based rerolling into deterministic editing, which matters because controllability and reusability, not creative novelty, is where image generation actually earns money. Women's fashion e-commerce operators and designers who constantly revise main images and campaign banners can try the free demo via OpenRouter or the GitHub repo. The technique costs nothing to test, though results still need manual cleanup.
Bindu Reddy 演示只用文字提示词就能生成实时数据看板,她拿 Formula One 赛车数据跑了个例子,几分钟出图,感兴趣可以照着试。
如果你同时用 Claude Code 和 Cursor 这类工具,肯定烦过来回复制上下文,看看大家都是怎么打通的。
Thorsten Ball 说 PR 流程该淘汰了:审查交给 Opus 5.5 这类模型多轮交叉检查,讲解视频让模型现做,观点很尖锐。
Anthropic 公开了 AI 写 90% 代码后的评审体系,七层防线和死循环的解法,做工程的人可以直接抄
想玩 GBrain 不知道从哪下手?Garry Tan 说 gbrain.ai 这个托管版最省事,直接去就能跑起来。
Grok Bot 团队的 Lauren 给出一套让 Agent 干活更让人放心的方法:优先改代码库而不是写提示词,提示词只排第三等。做 AI 编程的都该看看。
CoreWeave 放出了在自己 CKS 集群上跑 SPACE 智能体安全评估的搭建教程,做智能体安全测试的可以直接照着配。
swyx 看到一段讲解清晰度直逼 Kurzgesagt 的 AI 视频,直接在推特上喊话求提示词,想学视频提示词写法的可以去围观。
Latent Space 请来 6 位重度用户一起吐槽,比的不是跑分,是日常用起来谁顺手、谁翻车,聊到 DevDay、Muse、Grok 这些热门工具。
有人用 Claude 写了个 JS 引擎,50 万块瓷砖拼出 AmEx 广告,一条视频模型都没用,思路挺开眼。
Garry Tan 亲自演示用 Capy 加 AsideAI,写第一版代码和配 DevOps 一步到位,想学智能体开发流程的可以看看他的做法。
一个很实用的做产品心法:别等模型全都会了才动手,挑它一半时间会失败的事去做,三个月后你就白捡一波能力升级。
算力居然能像大宗商品一样交易了,这场面向工程师和交易员的入门讲解把 why now 讲得挺清楚,想搞懂算力市场的人可以看看。
AMD 卡跑 Kimi K3 吞吐反超 NVIDIA B300 四分之一,每美元 token 还多 87%,文中还有 vLLM 瓶颈排查套路,自己搭推理服务的可以看看。
The interesting part is that AI-assisted coding now extends to physical hardware projects, not just software. Builders curious about e-ink dashboards or vibe coding can follow the tutorial to assemble a similar display using Cloudflare Workers and an off-the-shelf e-ink panel. Compared with proprietary smart-display products, this route keeps the data source and layout fully customisable.
用 HeyGen 的 MCP 接 ChatGPT 生成数字人口播,再让 HyperFrames 自动剪辑加字幕,想做批量视频的可以照搬这套流程。
Baseten 的工程师在 LangChain 的活动里讲了持续学习为什么总跑不通、该怎么调整,做模型训练的可以看看这个视频。
Anthropic 自家数据:Claude 写了 Claude Code 九成代码,PR 翻倍、回退率降 40%,他们把改审查流程的方法也公开了。
The architectural detail matters: credential injection happens at a proxy layer outside the sandbox, so a compromised package cannot exfiltrate tokens even if it escapes other controls. Teams building agent systems that execute untrusted code can use this allowlist-plus-proxy pattern to scope what services an agent may reach. Compare it with approaches that pass API keys directly into sandbox environments, which the walkthrough frames as the risky default.
Anthropic 的 Boris Cherny 晒了用 Claude Slides 做幻灯片的过程,连 iPhone 边框这种素材都不用手找了,动手党可以试试。
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