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新一代理想 MEGA 预热：熊猫白珍珠漆 + 专属白色“飞碟”轮毂
IT之家 8 月 28 日消息，今天（28 日）下午，理想汽车官微发文预热新一代 MEGA 车型，宣布“熊猫白”珍珠漆再次进阶，同时也将配备专属的 白色飞碟轮毂 。 理想汽车此前已确认新一代 MEGA 将于 9 月 2 日正式发布 。作为参考，今年 6 月，工信部发布第 408 批《道路机动车辆生产…
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B站独家代理：RO 正统续作《仙境传说 3》国服开启删档首测
IT之家 8 月 27 日消息，由韩国 Gravity 与欢乐互娱联合研发、bilibili 游戏独家代理发行运营的《仙境传说 3》（Ragnarok Online 3，简称 RO3）国服现已开启首次限量删档测试，本次测试将于 9 月 3 日结束。 公开信息显示，《仙境传说》初代端游于 2002 年…
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新一代理想 MEGA 官宣 9 月 2 日发布：半隐藏式门把手，内饰看齐全新理想 L9
IT之家 8 月 26 日消息，理想汽车今日官宣，新一代理想 MEGA 将于 9 月 2 日 19:30 发布。 今年 6 月，工信部发布第 408 批《道路机动车辆生产企业及产品公告》新产品公示， 理想 MEGA Home 完成申报 。 外形尺寸方面，该车长宽高分别为 5355 mm × 1965…
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Show HN: Apple Unified Logging for Stdio MCP and LSP
为MCP和LSP调试而生，把stdio上的JSON-RPC通信转为苹果统一日志，排查问题更直观。
Article URL: https://github.com/paaloeye/jsonrpc-stdio-proxy Comments URL: https://news.ycombinator.com/item?id=49433171 Points: 2 # Comments: 1
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I built 270 AI agents in an Obsidian vault – zero API costs, all open source
在Obsidian中一键构建270个AI代理，零API成本全开源，让知识库秒变智能自动化工作流。
Article URL: https://gist.github.com/NenadConnor/b9bb71d56c9e70a9072c55e262885b8b Comments URL: https://news.ycombinator.com/item?id=49424678 Points: …
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OpenAI is building AI agents for everything. Will everyone use them?
OpenAI押注全能AI代理，人人会用还是巨头独舞？一文看懂未来交互变局。
Inside the frontier lab’s push to bring AI agents from software engineers to the masses.
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Accel-backed Keenable is indexing the web for AI agents
从Yandex到Amazon，20年搜索老兵打造面向AI代理的网页索引，能否破解企业搜索的规模化成本难题？
Now exiting stealth mode with a $26 million seed round, Keenable has been building a vast web search index for AI agents.
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Public services are increasingly strained by LLM-written appeals for benefits
AI文书写入政府福利申请，服务便利与系统压力如何平衡？一文揭示新挑战。
Article URL: https://arxiv.org/abs/2608.16603 Comments URL: https://news.ycombinator.com/item?id=49422227 Points: 54 # Comments: 66
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PrimeAgentOrchestrator: Memory-Primed Agent Spawning for Personal AI Infrastructure
编码代理失忆难题有解了：为新会话预载记忆，让AI助手接续上下文
arXiv:2608.20342v1 Announce Type: new Abstract: Large language model (LLM) coding agents start each session with an empty context window, discarding a…
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How I Built Smart Scraper M2M: A Fast ~30ms Scraper API for AI Agents
30毫秒极速爬虫API，专为AI代理打造，告别爬取卡顿瓶颈。
Building AI Agents with frameworks like CrewAI or LangChain often hits a bottleneck: heavy, slow web scraping that bloats context windows and increase…
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Give Your AI Agent a Scientist's Library. a Science MCP Server
让AI代理深入科学文献方法细节，科学MCP服务器补齐摘要之外的宝藏信息。
Most "research agent" demos are searching abstracts and calling it literature review. The abstract tells you a Phase 3 melanoma immunotherapy trial hi…
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Reinforcing Multi-Turn Reasoning in LLM Agents via Fine-Grained Reward Structure and Credit Assignment
多轮推理强化学习新方案，细粒度奖励结构直击信用分配难题，提升LLM代理决策可靠性。
arXiv:2505.11821v3 Announce Type: replace Abstract: Reinforcement Learning (RL) approaches have been wildly used to enhance the reasoning capabilities…
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Can We Trust AI Agents? A Case Study of an LLM-Based Multi-Agent System for Ethical AI
从伦理AI视角审视LLM多代理系统的可信度，一场关于AI信任的深度思辨实验。
arXiv:2411.08881v3 Announce Type: replace-cross Abstract: AI-based systems, including Large Language Models (LLMs), impact millions by supporting dive…
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Calibrating Criterion Revision in LLM Agents: Failure Modes and a Trace-Anchored Protocol
面对LLM代理频繁修订判断标准，这项研究揭示失败模式并提出追踪锚定协议，值得AI研究者细读。
arXiv:2608.20729v1 Announce Type: new Abstract: Language-model agents can improve after failure or carry text across episodes without revising what co…
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Solving AI Amnesia: Why Your Coding Agents Needs Institutional Memory
一套给 AI 编码代理用的“机构记忆”方案：结构化决策日志 + 哈希校验 + 作用域，让团队上下文不丢。
Solving AI Amnesia: Why Your Coding Agents Needs Institutional Memory Every developer using AI coding agents eventually hits the same wall. You spend …
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Void Tools API – Blockchain Tools for AI Agents (Pay in Void Tokens)
为 AI 代理提供区块链工具 API，按用量付费、免注册免 KYC，涵盖合约检测与 RPC 代理。
I built an API for AI agents that provides blockchain tools paid in VOID tokens. Tools: - Contract Checker (1 VOID) — Verify if contract is safe - New…
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Give your AI sub-agent a budget, not your keys
给AI子代理设预算和时限，别直接交出钥匙，安全又省心
Spawn a sub-agent in CrewAI, LangGraph, AutoGen, or a Claude sub-agent setup and check what it actually holds: your credentials. The parent's keys, at…
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Leveling up OpenCode... and not in the way you would expect.
OpenCode用出新高度：突破单代理限制，让AI协作效率翻倍，AI工具党必看。
So I've been using OpenCode for a while now, and it's pretty cool. It's clean, minimal, effective, and not hacking other companies with rogue AI bots …
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Why Your AI Coding Agent Should Never See Your .env
AI编码助手可能一键泄露你的.env密钥，这份安全指南教你如何防住。
Why Your AI Coding Agent Should Never See Your .env Your AI agent uses your API keys. It NEVER sees them. Not in context. Not in logs. Not in chat. No…
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Show HN: Bulwark Gateway – fail-closed security proxy for LLM agents
为LLM代理量身定制的安全网关，超低延迟且支持多平台日志导出，云原生部署开箱即用。
Article URL: https://github.com/red-orbita/bulwark-gateway Comments URL: https://news.ycombinator.com/item?id=49385285 Points: 2 # Comments: 0