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Why AI Agents Get Stuck in Loops

May 2 · 8 min read · Author note: This article is written for AI builders, prompt engineers, automation teams, and founders experimenting with long-running AI agents. Summary Most AI agent loops are described as planning

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A Research Workflow That Starts With Sources, Not Prompts

Apr 30 · 10 min read · Based on public materials from opennotebook.shop and the open-source open-notebook repository reviewed on April 30, 2026. Many AI note-taking tools begin with the same interface: a blank prompt box. T

Why File-to-Markdown Conversion Is Becoming an AI Input Layer

Apr 30 · 9 min read · Based on public materials from markitdown.store and Microsoft's open-source markitdown repository reviewed on April 29, 2026. Most teams first meet document conversion as a utility problem. Take a PDF

Why Chat-with-Docs Breaks in Real Companies: An Engineering Look at Onyx

Apr 30 · 10 min read · Based on the onyx.guru page and the Onyx open-source repository reviewed on April 29, 2026. Most internal AI projects begin with a reasonable demo: connect a folder of documents, add retrieval, ask a

Why File Type Detection Is More Than a Metadata Problem

Apr 29 · 14 min read · Author note: This article is written for engineers building upload flows, storage systems, CI pipelines, security tooling, and AI products that need to reason about real files instead of just trusting