本地开源的AI编码代理防火墙，自动拦截超预算请求并执行安全策略，保障你的AI工具成本可控且安全。
GitHub: https://github.com/ashp15205/guardian-runtime Docs: https://ashp15205.github.io/guardian-runtime/ Hi Guys, I built Guardian Runtime: a local F…
在固定LLM预算下，提出智能体搜索方法实现高效反事实解释，平衡推理成本与可解释性。
arXiv:2606.08696v1 Announce Type: new Abstract: Counterfactual recourse aims to provide actionable feature changes that would alter an unfavorable dec…
预算受限下如何高效筛选微预训练配方？分阶段因子筛选方法或可稳定识别早期效应结构
arXiv:2606.05186v1 Announce Type: cross Abstract: Budget-constrained micro-pretraining often requires triaging many candidate recipes on a shared acce…
生产级SaaS团队必看！LLM API成本归属实战手册，三步实现精细化预算管理。
TL;DR If your SaaS product calls multiple LLM providers, the invoice from OpenAI, Anthropic, Gemini, Bedrock, or OpenRouter is not enough. You need at…
花了400美元才学会的GPT-4o API省钱血泪教训，3分钟掌握避坑方法
Last year I deployed a GPT-4o powered support chatbot for a small SaaS. Traffic was modest — maybe 500 active users. I checked the OpenAI bill at the …
Uber为控制AI开销给员工设每月$500额度，成本竟只占中位数薪资的11%
Uber Caps Usage of AI Tools Like Claude Code to Manage Costs I wrote the other day about Uber blowing its 2026 AI budget in four months, and how that …
Uber员工AI支出四个月烧光全年预算，被迫设限，揭示企业AI成本失控的现实困境。
Uber's cutback has occurred after the company had reportedly encouraged staff to use AI as much as possible.
自动检测LLM API成本回归的CI门，在PR评论中展示成本变化并阻止预算超支，保护钱包利器
Article URL: https://github.com/Jwrede/tokentoll Comments URL: https://news.ycombinator.com/item?id=48335559 Points: 2 # Comments: 0
一家公司因给员工提供无限制的Claude AI访问权限，30天内烧掉5亿美元，员工疯狂刷指标而非创造价值，揭示企业AI部署的失控风险。
Article URL: https://www.gadgetreview.com/company-blew-500m-on-claude-ai-in-one-month Comments URL: https://news.ycombinator.com/item?id=48333209 Poin…
提出固定预算与集群感知标准，公平测试LLM作为裁判的可靠性，多跳RAG压力测试新方法。
Article URL: https://www.alphaxiv.org/abs/2605.27789 Comments URL: https://news.ycombinator.com/item?id=48322235 Points: 2 # Comments: 0
Uber四个月烧完全年AI预算，总裁直言难见回报，引发AI投入价值反思。
IT之家 5 月 26 日消息，据报道，Uber 在 2026 年仅过去四个月就耗尽了全年人工智能预算，如今该公司开始质疑这笔投入是否真正产生了实质回报。Uber 总裁兼首席运营官安德鲁 · 麦克唐纳在接受 Rapid Response 采访时表示，公司并未发现 Claude Code 的词元（to…
想让Claude帮你管账？手把手教你接入Plaid银行数据，让AI看到真实消费记录。
Claude remembers your projects, your writing style, the context you've shared across conversations. It does not know what you spent last quarter. So w…
研究如何在预算有限下用多个LLM评判器实现实例最优估计，提升评估效率与准确性。
arXiv:2605.23362v1 Announce Type: new Abstract: Evaluating large language models increasingly relies on LLM-as-a-judge protocols, but such evaluations…
用户寻找Google Antigravity IDE预算友好替代品，因更新导致Gemini 3被移除且额度快速耗尽。
I have been using Google Antigravity ide with pro plan. But after recent update of Google Antigravity ide it removed gemini 3 and current models quota…
LLM推理时缩放的新方法：双维度一致性，有效平衡采样预算与推理质量，提升效率。
arXiv:2605.15100v1 Announce Type: new Abstract: Large Language Models (LLMs) have demonstrated remarkable abilities in reasoning. However, maximizing …
揭示推理预算为何无法调节人类与大型模型的认知成本对齐，努力是天花板而非旋钮。
arXiv:2605.16938v1 Announce Type: new Abstract: Large Reasoning Models (LRMs) generate chain-of-thought traces whose length tracks human reaction time…
通过条件信息瓶颈将推理中的预算强制统一为压缩问题，揭示推理与信息论的内在联系。
arXiv:2603.08462v2 Announce Type: replace Abstract: \ac{CoT} prompting improves LLM accuracy on complex tasks but often increases token usage and infe…
公司AI工具花费暴增导致预算削减，团队如何应对？从HN讨论中汲取经验。
Company I work for is now rapidly planning to scale down its AI tooling spend. Claude code access is basically getting removed and people are forbidde…
低资源硬件感知NAS：仅需10次延迟探测就能高效搜索网络架构，降低对精确延迟模型的依赖
arXiv:2504.00663v2 Announce Type: replace Abstract: Existing hardware-aware NAS (HW-NAS) methods typically assume access to precise information circa …
提出Predict-then-Diffuse框架，根据计算预算自适应调整响应长度，显著提升扩散LLM推理效率与吞吐量。
arXiv:2605.04215v2 Announce Type: replace-cross Abstract: Diffusion-based Large Language Models (D-LLMs) represent a promising frontier in generative …