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Articles, paper notes, reusable skills, and MCP interface notes for AI builders who like their ideas connected to implementation.
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Short essays and implementation notes, connected to the papers, skills, and tools behind them.
Title Date Tags Trail
Designing Evaluation Loops for Coding Agents A practical synthesis on how agents should combine static checks, browser evidence, and human review. 2026-06-12 evaluation, agents, quality Evaluation Systems MCP as an Interface Layer for Personal Knowledge Explores MCP servers as a bridge between private context, public tools, and repeatable research workflows. 2026-05-30 MCP, interfaces, knowledge systems Personal Knowledge OS What Makes Research Notes Useful to Builders A taxonomy for converting academic papers into implementation notes, diagrams, and experiments. 2026-05-18 papers, systems, writing Research Operations Skills
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A public notebook for AI builders
Soren AI Pages is a compact place to share articles, paper notes, practical skills, and MCP interface notes. The emphasis is on ideas that can move from reading into building: what a paper changes, which method it supports, and where a tool interface fits.
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