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Don't waste Claude limits babysitting AI experiments
别再浪费Claude额度苦守AI实验，用NEO的MCP Server降本62%同时获得更优答案
Article URL: https://heyneo.com/claude-code Comments URL: https://news.ycombinator.com/item?id=48641634 Points: 2 # Comments: 0
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AI-Effiecency in the Workplace
用3天精心调教AI生成PRD，却因架构方向分歧被质疑——AI效率与人工判断的博弈值得每个职场人警惕。
Someone at my workplace took 3 days to write a PROMPT to Claude to write a PRD. It generated magnificent 12 notion pages with graphs, schema defenitio…
3
Float8@2bits: Entropy Coding Enables Data-Free Model Compression
提出Float8@2bits方法，用熵编码在无数据场景下高效压缩模型，性能几乎无损。
arXiv:2601.22787v2 Announce Type: replace Abstract: Post-training compression is currently divided into two contrasting regimes. On the one hand, fast…
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PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection
无需训练的多模态数据选择新方法，自剪枝机制高效筛选优质数据。
arXiv:2502.12119v4 Announce Type: replace-cross Abstract: Visual instruction tuning adapts pre-trained Multimodal Large Language Models (MLLMs) to fol…
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Headroom compresses everything your AI agent reads before it reaches the LLM
AI代理读取内容前自动压缩，最高减少90% token消耗，实现成本断崖式下降。
Article URL: https://pypi.org/project/headroom-ai/ Comments URL: https://news.ycombinator.com/item?id=48349275 Points: 1 # Comments: 0
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Claude Opus 4.8
Claude Opus 4.8重磅升级，新增用户控制模型努力程度、Claude Code动态工作流，以及2.5倍快速模式，AI效率再提升。
Article URL: https://www.anthropic.com/news/claude-opus-4-8 Comments URL: https://news.ycombinator.com/item?id=48311647 Points: 764 # Comments: 569
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Intelligence per Watt: Measuring Intelligence Efficiency of Local AI
提出“智能每瓦特”指标，为本地AI的能效与智能平衡提供全新度量标准。
arXiv:2511.07885v4 Announce Type: replace-cross Abstract: Large language model (LLM) queries are predominantly processed by frontier models in central…
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Show HN: AI Efficiency Score – paste any GitHub repo, get a score in seconds
粘贴GitHub仓库就能秒出AI使用效率评分，无需注册，适合工程团队自检
Article URL: https://costlens.dev/score Comments URL: https://news.ycombinator.com/item?id=48194736 Points: 2 # Comments: 0
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AI and efficiency
OpenAI分析揭示：神经网路训练效率每16个月翻倍，远超市摩尔定律，AI算力成本已降至44倍以下。
We’re releasing an analysis showing that since 2012 the amount of compute needed to train a neural net to the same performance on ImageNet classificat…
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EliseAI improves housing and healthcare efficiency with AI
对话EliseAI创始人，揭秘AI如何优化住房与医疗行业效率的实战案例。
A conversation with Minna Song, CEO & Co-founder of EliseAI.
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Manus Scheduled Tasks 2.0
在统一任务上下文中自动执行重复工作，让Manus定时任务高效运转，无需反复手动启动。
Run recurring Manus work inside the same task context Discussion | Link