AgentScope Java v2 Lab-1，审批只走有门的腿
共约 6458 字 · 阅读约 16 分钟 开场：200、2.4 秒、"一切正常"，舱单上没有这票货 本以为最坏也就是挂死：ASK 卡着等人批，调用方等不到，最后超时，好歹算诚实地卡住。实际打过去
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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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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…
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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…
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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…
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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…
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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…
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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.
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