Kim 2 ML

Starting off as a muggle that naïve to the Math's and Data Science world.

Recent Posts

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  Agint: Agentic Graph Compilation for Software Engineering AgentsJanuary 11, 2026
  ref: https://arxiv.org/pdf/2509.00625 webpage: https://www.agintai.com/ Summary Agint differs from workflow agents as a compiler agent (like IDE). It translates natural language into an executable, result-oriented DAG, where operating at… Read more: Agint: Agentic Graph Compilation for Software Engineering Agents
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  NetGent: Agent-Based Automation of Network Application WorkflowsJanuary 7, 2026
  ref: https://arxiv.org/pdf/2509.00625 github: https://github.com/SNL-UCSB/netgent Summary The paper introduces a state machine logic, similar to how games operate, into the field of UI automation. It compiles natural language into… Read more: NetGent: Agent-Based Automation of Network Application Workflows
• Needle in the Web: A Benchmark for Retrieving Targeted Web Pages inthe WildJanuary 5, 2026
  ref: https://arxiv.org/pdf/2512.16553 github: https://github.com/Tango-Whiskyman/Needle_in_the_Web Summary Needle in the Web explores a new benchmark for evaluating LLM search agents. It uses a broadcast + parallel retrieval approach (fuzzy exploratory… Read more: Needle in the Web: A Benchmark for Retrieving Targeted Web Pages inthe Wild
• ScreenAgent : A Vision Language Model-driven Computer Control AgentDecember 29, 2025
  ref: https://arxiv.org/pdf/2402.07945 github: https://github.com/niuzaisheng/ScreenAgent Summary Performed end2end LLM agent development by constructing a real desktop interaction environment through VNC, enabling the agent to perceive screenshots and issue mouse and… Read more: ScreenAgent : A Vision Language Model-driven Computer Control Agent
• Finetuning LLMs for Automatic Form Interaction on Web-Browser in Selenium Testing FrameworkDecember 22, 2025
  ref: https://arxiv.org/pdf/2511.15168 Summary Trained a new LLM to understand web form (HTML code) and generate reliable Selenium script for webpage testing. Differ to WebVoyager, which rely on visual navigation… Read more: Finetuning LLMs for Automatic Form Interaction on Web-Browser in Selenium Testing Framework