1
Show HN: Offline Flock Navigation
离线导航新选择，路线自动绕开摄像头，全程无云端参与，隐私至上的驾驶助手。
Hello HN! A little side project I have been working on a fork of OsmAnd with offline ALPR/Flock camera avoidance routing. Also, took the time to at le…
2
Ask HN: A Minimalist Messaging Platform
探讨极简消息平台如何在隐私与可用性间找到平衡，拒绝数据贩卖与功能臃肿，值得关注。
Seeking thoughts on idea of Minimalist Messaging, looking at current state of affairs especially referring to existing dominant players, none has actu…
3
Show HN: Spoold - Durable curl without a database or broker
一款无需数据库或消息代理的持久化 curl 工具，轻量可靠，适合批处理与自动化场景。
Article URL: https://github.com/Rionlyu/spoold Comments URL: https://news.ycombinator.com/item?id=48976406 Points: 2 # Comments: 0
4
Show HN: Sql4json – Query JSON with SQL, no database
轻量级工具，无需数据库和配置，直接用 SQL 语法查询 JSON 数据，仅 500KB 大小。
Article URL: https://github.com/mnesimiyilmaz/sql4json Comments URL: https://news.ycombinator.com/item?id=48897784 Points: 1 # Comments: 0
5
Leveraging Metamemory Agent for Enhanced Data-Free Code Generation in Large Language Models
提出元记忆代理方法，无需训练数据即可增强大语言模型代码生成能力，创新解码策略提升准确率。
arXiv:2501.07892v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have shown strong performance in automated code generation, wit…
6
Float8@2bits: Entropy Coding Enables Data-Free Model Compression
提出Float8@2bits方法，用熵编码在无数据场景下高效压缩模型，性能几乎无损。
arXiv:2601.22787v2 Announce Type: replace Abstract: Post-training compression is currently divided into two contrasting regimes. On the one hand, fast…
7
Data-Free Client Contribution Estimation via Logit Maximization for Federated Learning
联邦学习新突破：无需本地数据的客户端贡献评估，用Logit最大化实现精准量化，兼顾隐私与效率。
arXiv:2605.18892v1 Announce Type: new Abstract: Federated learning (FL) enables collaborative learning of computer vision models, where privacy and re…
8
CPMobius: Iterative Coach-Player Reasoning for Data-Free Reinforcement Learning
无需人工标注数据，LLM通过迭代教练-玩家推理实现强化学习突破
arXiv:2602.02979v2 Announce Type: cross Abstract: Large Language Models (LLMs) have demonstrated strong potential in complex reasoning, yet their prog…