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An historical overview of the development of Norton Commander, the pioneering orthodox file manager for DOS, covering its releases from version 1.0 in 1986 through 5.5 in 1998 and the work of developer John Socha.
一篇回顾图形界面‘桌面隐喻’演变的文章，探讨现代软件如何逐渐隐藏文件系统与应用程序结构，以及这种抽象带来的便利与代价。
该论文提出 DeskIF-Bench 基准（跨6款桌面应用的255个任务）研究软件界面演化对 LLM 代理性能的影响，并开发 ANIS 框架从已安装应用能力合成代理原生接口，在368个任务上显著提升成功率并降低约73%的 token 用量。
The article argues that SaaS isn't dead, but the traditional model of standardized software is being challenged by AI agents, predicting a future where companies may offer one service under multiple applications. It references Gartner's estimate that up to $234 billion in enterprise software spending could be affected by AI by 2030.
The article discusses the future of open-source software in the context of AI agents, questioning whether it will remain relevant or be replaced by these agents.
The article uses tissue as a metaphor to argue that as the cost of large models decreases, AI usage will shift from reuse to consumption, Agents and software may become disposable consumables, and real feedback and verification will become scarce.
This article discusses how with the evolution of AI Agent capabilities, Skill (skill/workflow encapsulation) may replace traditional software as a more important application form. In the future, Agents will dynamically combine Skills around tasks, while software will retreat to the background as infrastructure.
This paper introduces Code2LoRA, a hypernetwork-based method to generate adapters for code language models, addressing challenges under software evolution.
Code2LoRA introduces a hypernetwork that generates LoRA adapters from a repository in a single forward pass, allowing frozen code LLMs to adapt to repository context without extra tokens, and supporting evolving codebases efficiently. It also delivers RepoPeftBench, a benchmark for repo-conditioned code modeling.