把 LLM 判断拆成 Choice / Score / Noul：Jev SDK 六条实测
六次真实 API 调用拆解 Jev 的 Choice、Score、Noul，以及概率、回退和业务数据边界。
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言栖资讯收录 194142 篇 AI、开发与建站文章，按发布时间排序，支持搜索与按语言筛选。
Agent 死循环的根因不在模型：错误分类、退避、熔断、快照四层实现
为什么你写的 Agent 一报错就死循环？我把错误自救与熔断机制拆成了 4 层 上周二凌晨一点半，我盯着终端里滚动的日志，看着同一个 search_docs 工具被调用了第 31 次。报错信息一模一样
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PNG 有损压缩省下的体积，大头不在 deflate
有损 PNG 压缩省下的体积大部分来自量化。拆解两种顺序下量化占65%～97%、调色板让原始字节降到四分之一、透明图无损只剩11.4%、怎么查输出余量，含图映 ImgIng。
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怎么让AI稳定输出可解析的问卷结构？schema约束、失败重试与降级策略
上个月批量生成一批课程评估问卷，两百份需求描述跑一轮，回收前抽查发现三十份结构是坏的——有的选项列表和题干错位，有的跳转规则指向不存在的题号，还有的直接输出了半截 JSON。
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Claude Code 把邮箱发给网站怎么办：User-Agent 带上账号邮箱的自查脚本和 hook 拦截（2.1.299 实测）
Claude Code 被曝把账号邮箱写进 User-Agent 发给网站。2.1.299 本机复现 13 次：Haiku 2 次带上邮箱。附会话记录自查脚本和 PreToolUse 拦截 hook。
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AI 越跑越偏？从 500 行臃肿规则到 80 行核心约束：多 Agent 项目中的「规则瘦身与防腐」四步排查法
面对规则越加越多、Prompt 膨胀至 500 行导致注意力稀释与反向冲突的痛点，本文复盘规则四步瘦身法与五层归因，将启动开销压降 85% 并守住核心防线。
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Top 10 PostgreSQL Production Outages & SRE Incident Troubleshooting Runbooks
Top 10 PostgreSQL Production Outages & SRE Incident Troubleshooting Runbooks Introduction PostgreSQL is one of the most widely adopted open-source relational da…
Englishdev.to
MCP Went Stateless This Year. Your 'Supports MCP' Checkbox Is Now a Lie.
MCP Went Stateless This Year. Your "Supports MCP" Checkbox Is Now a Lie. "We support MCP" used to mean something specific. This year it became ambiguous, becaus…
Englishdev.to
Java: When Life Gives You Problems, Build a ProblemFactory
We've already explored PHP's questionable decisions, JavaScript's complicated relationship with logic, Python's ability to produce confidently incorrect results…
Englishdev.to
A component foundation still in use eight months later
I shipped a component foundation from scratch: layout primitives, theme, color palette, interactive documentation. Eight months later, other teams are extending…
Englishdev.to
Count outcomes, not agents
When organisations start working with AI agents, progress is often reported as a count of agents built. The count is easy to measure, but it says little about w…
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WooCommerce cache serving the wrong country’s price
The dangerous failure of a cached WooCommerce shop is not a slow page. It is a fast one that carries the previous visitor’s country: a Portuguese customer sees …
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Romanian Address Format: The Rules and a React Form
TL;DR The Romanian address format starts with the street line (type, name, number, then bl., sc., et. and ap. for block, staircase, floor and apartment), adds t…
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What Go's Checksum Database Does and Does Not Guarantee
What Go's Checksum Database Does and Does Not Guarantee A Go build may fetch module content from a proxy, a version-control server, or a local cache. That flexi…
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Two Agents Both Added a Package: 7 Lockfiles and the Command That Fixes Each Conflict
Book: AI Agents Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: Hermes IDE…
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Scientist World turns 1,000 papers into executable research environments
Researchers propose Scientist World, a pipeline that converts papers into executable environments by extracting open-ended research questions and reproducing au…
Englishdev.to
Darwin-180B-RSI: How a 180B-Parameter Model Was Updated by Modifying Just 0.02% of Its Weights
Darwin-180B-RSI: How a 180B-Parameter Model Was Updated by Modifying Just 0.02% of Its Weights TL;DR: VIDRAFT's Darwin-180B-RSI is a 180-billion-parameter model…
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I struggle to believe that AI R&D is ingenious
Article URL: https://www.lesswrong.com/posts/DALNiKBjMGMF8grme/arjun-panickssery-s-shortform?commentId=fJtaHHHfx45tD7BSL Comments URL: https://news.ycombinator.…
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Palo Alto Networks in talks to buy AI agent security startup Clutch for $500M
Clutch, backed by Lightspeed and SignalFire, was last valued at $85 million, according to a source.
EnglishTechCrunch
new Date('2024-01-01') 和 new Date('2024/01/01') 差在哪
两行只差一个分隔符的代码，打印出来的时间却差了整整 8 小时。一个显示 1 月 1 日早上 8 点，另一个显示 1 月 1 日零点，看上去像是浏览器的 bug。 其实这是规范里写明的两条不同解析路径：
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