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Show HN: Theta, Harness Agnostic Configuration
开源新工具Theta，提供与编排工具无关的配置管理，让配置更灵活自由。
Article URL: https://github.com/tamarillo-ai/theta Comments URL: https://news.ycombinator.com/item?id=48860655 Points: 1 # Comments: 0
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翁荔新博客提出「自进化先从Harness开始」，DeepSeek崔添翼转发附议
翁荔提出自进化从Harness而非模型权重开始，元智能体优化Agent工作流设计，崔添翼转发支持
崔添翼：这个方向很容易出成果
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Harness Engineering: What Every AI Engineer Needs to Know in 2026
2026年AI工程师必备：掌握"Harness Engineering"，从工具精简到百万行自动代码
In February 2026, a small OpenAI team shipped 1 million lines of production code. They didn't write a single line by hand. The AI agents wrote it. The…
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Harness Engineering 101 — สิ่งที่อยู่ใต้พรมของ Agentic AI
揭秘Agentic AI背后“线路工程”的精髓，如何构建包裹LLM的骨架以应对现实不完美
Harness Engineering 101 — สิ่งที่อยู่ใต้พรมของ Agentic AI บทความก่อนเราคุยกันเรื่อง "จาก LLM เปล่า → Agentic AI" แบบ 7 layer คราวนี้มาดูว่าภายในแต่ละ …
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Ranking Before Serving: Low-Latency LLM Serving via Pairwise Learning-to-Rank
利用成对学习排序技术，在推理前优化请求排序，大幅降低大模型服务延迟。
arXiv:2510.03243v3 Announce Type: replace-cross Abstract: Efficient scheduling of large language model (LLM) inference tasks is critical for achieving…
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宾利首款纯电 SUV 更多细节曝光，配备保时捷卡宴同款“曲面屏”
宾利首款纯电SUV Barnato曝光，配备保时捷同款曲面屏，基于PPE平台打造，定价约136万起，2027年上市。
IT之家 6 月 27 日消息，宾利计划在今年晚些时候发布一款纯电“城市 SUV”，预计命名为 Barnato。测试车最近再次现身纽博格林附近，外媒 Carscoops 首次曝光了新车内饰，透露了更多设计细节。 新车采用三辐式方向盘，方向盘后方配有类似奥迪 Q3 的翼片式拨杆。右侧负责换挡，左侧集成…
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Latent Space Analysis for Interpretable Uncertainty in Melanoma Classification
融合潜在空间分析与可解释不确定性，提升黑色素瘤诊断的临床信任度
arXiv:2506.18414v3 Announce Type: replace-cross Abstract: Melanoma is a highly aggressive skin cancer, making early and accurate diagnosis critical. W…
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The Interplay of Harness Design and Post-Training in LLM Agents
揭秘工具架构设计如何影响LLM Agent后训练效果，为智能体优化提供新视角
arXiv:2606.25447v1 Announce Type: new Abstract: Tool-integrated LLM agents are often wrapped within a harness: the scaffolding that determines which t…
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Program Claude Code, Codex, Pi and other agent harnesses with AI SDK
Vercel AI SDK 新增编程接口，可统一控制 Claude Code 等代理工具，实现一次编写、多平台调用的高效工作流。
AI SDK 7 introduces HarnessAgent , a single API for running established agent harnesses, including Claude Code, Codex, and Pi. AI SDK has always let y…
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Geometrically Averaged Hard Target Updates for Linear Q-Learning
提出几何平均硬目标更新方法，有效提升线性Q-learning的稳定性与性能。
arXiv:2606.10835v1 Announce Type: cross Abstract: Periodic hard target updates are among the most common stabilization devices in modern deep Q-learni…
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Researchers trained an open source AI search agent, Harness-1, that outperforms GPT-5.4 on recalling relevant information
开源AI搜索代理Harness-1通过优化记忆机制，在信息回忆任务上击败GPT-5.4，展现开源模型的潜力。
A joint research collaboration between researchers at the University of Illinois at Urbana-Champaign (UIUC), UC Berkeley, and the open source AI-nativ…
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Klarna CMO created an AI "venting machine" of himself
Klarna CMO造了个AI版自己，专供同事吐槽情绪，数字分身新玩法。
Article URL: https://www.businessinsider.com/klarna-cmo-built-ai-replica-himself-colleagues-vent-at-2026-5 Comments URL: https://news.ycombinator.com/…
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On Forgetting and Stability of Score-based Generative models
探讨基于分数的生成模型在持续学习中的遗忘与稳定性问题，为提升模型鲁棒性提供新视角。
arXiv:2601.21868v2 Announce Type: replace-cross Abstract: Understanding the stability and long-time behavior of generative models is a fundamental pro…
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Fast and Efficient LLM Inference with vLLM: A New Course with Deeplearning.ai
vLLM与Deeplearning.ai联手推出新课程，用可视化教你搞懂LLM推理优化与量化实战。
Article URL: https://vllm.ai/blog/2026-06-03-deeplearning-ai-vllm-course Comments URL: https://news.ycombinator.com/item?id=48400472 Points: 2 # Comme…
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Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents
LLM智能体进化研究新视角：解耦外部框架更新与性能收益，揭示自进化能力的真正来源
arXiv:2605.30621v1 Announce Type: new Abstract: LLM agents are increasingly deployed as systems built around editable external harnesses, including pr…
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Show HN: Ministry of Everything – CLI agent harness for a single operator
面向单操作员的CLI Agent管理工具，统一调度与执行，简化复杂工作流。
Article URL: https://github.com/modulecollective/moe Comments URL: https://news.ycombinator.com/item?id=48352910 Points: 1 # Comments: 0
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Show HN: Komi-learn – continuous memory and self-improvement for coding agents
为编程代理赋予连续记忆与自我进化能力，早期但核心完备，兼容Claude Code。
Article URL: https://github.com/kurikomi-labs/komi-learn Comments URL: https://news.ycombinator.com/item?id=48343216 Points: 10 # Comments: 1
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Garnix, the Nix CI, is shutting down
Nix CI 服务 Garnix 关停并转入 Shopify，代码已开源，用户需准备迁移。
Text from the email: garnix is shutting down Hi everyone, We wanted to let you know that garnix is joining forces with Shopify. We are sad to announce…
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ARN: Local semantic memory server for AI agents (Pi 5, 22ms recall, 10/10 tests)
在树莓派5上实现22ms召回、10/10测试的本地语义记忆服务器，为AI代理提供高效记忆检索。
Article URL: https://github.com/tuuhe99-del/ARN-Adaptive-Reasoning-Network Comments URL: https://news.ycombinator.com/item?id=48298845 Points: 2 # Com…
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Few-Shot Left Atrial Wall Segmentation in 3D LGE MRI via Meta-Learning
利用元学习实现3D心脏MRI左心房壁的少样本分割，新思路解决数据稀缺难题。
arXiv:2603.24985v3 Announce Type: replace Abstract: Segmenting the left atrial (LA) wall from late gadolinium enhancement magnetic resonance imaging (…