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Show HN: Heddle- ATC for Your Subagents
多AI代理协作编辑代码时，Heddle能像空中交通管制一样防止冲突覆盖，确保高效协同。
A layer above git. git reports collisions after the tokens are spent; Heddle reports them before. Now I spawn as many subagents as I want to work on d…
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Ablo – The collaboration layer for AI agents
Ablo 是一个让人类和 AI 智能体在同一数据集上协同工作、避免冲突的开源协作层。
Article URL: https://github.com/Abloatai/ablo Comments URL: https://news.ycombinator.com/item?id=48711106 Points: 1 # Comments: 0
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Navigating Unreliable Parametric and Contextual Knowledge: Explicit Knowledge Conflict Resolution for LLM Inference
大模型推理时面临参数知识与上下文知识冲突，这篇论文提出显式冲突消解方法，提升LLM可靠性。
arXiv:2606.20245v1 Announce Type: new Abstract: Large language models (LLMs) have achieved strong performance across a wide range of language-based ta…
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Show HN: Stop parallel AI coding sessions clobbering each other's handoffs
解决并行AI编码会话中handoff笔记互相覆盖问题，通过会话ID标记实现隔离，在PreToolUse钩子中自动校验。
Article URL: https://github.com/joshduffy/claude-handoff-guard Comments URL: https://news.ycombinator.com/item?id=48325871 Points: 2 # Comments: 0
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Merge-Bench: Resolve Merge Conflicts with Large Language Models
用大模型化解版本合并冲突，AI+软件工程的新尝试，值得关注。
arXiv:2605.25890v1 Announce Type: new Abstract: This paper applies machine learning to the difficult and important task of version control merging. (1…
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CRAFT: Conflict-Resolved Aggregation for Federated Training
提出CRAFT方法解决联邦学习中客户端模型更新冲突，通过冲突消解聚合提升训练效率与模型质量。
arXiv:2605.21317v1 Announce Type: new Abstract: The aggregation of conflicting client updates remains a fundamental bottleneck in federated learning (…