Articles
Choose a Linux Distribution for College
Choose a supported Linux distribution by checking course requirements, hardware, documentation, maintenance, and recovery before installing.
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Tool Selection
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Choose an AI Agent by Where the Work Runs
Select an AI-agent surface by data location, execution continuity, permissions, reviewability, and export—not a product leaderboard.
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When Not to Invest Deeply in an AI Tool
Decide whether to deepen, operate, monitor, or ignore an AI tool using transferability, evidence, switching cost, and a bounded trial.
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Write a Personal System Charter Before Choosing Tools
Define outcomes, constraints, non-goals, ownership, and evidence before selecting applications or configurations.
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Don’t Build a Perfect Setup—Build a System You Can Understand
Evaluate tools by the outcomes they support, the complexity they add, and the student's ability to maintain and recover the system.
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Native Windows or WSL: How to Choose
Choose native Windows or WSL from course expectations, toolchain, filesystem ownership, editor integration, and support constraints.
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Markdown, Word, or PDF: Choose the Right Format
Choose Markdown, Word, or PDF based on editing, review, layout, conversion, and delivery requirements.
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CSV, Excel, or Code: How Should You Store Tabular Data?
Choose CSV, a spreadsheet, or code based on exchange, interactive analysis, presentation, and repeatable transformation needs.
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Obsidian or Notion? Start with Your Requirements
Choose a note system by testing ownership, collaboration, offline, structure, and export requirements.
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Install Only What the Course Requires
Build a course-compatible programming environment without adding conflicting global tools or undocumented dependencies.
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Should This Be a Note, Checklist, Script, or Skill?
Choose the smallest reuse level that fits understanding, human judgment, deterministic work, project guidance, or agentic interpretation.
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When Productivity Optimization Becomes Procrastination
Use demonstrated problems, outcome tests, time limits, and stop rules to keep tool maintenance from replacing student work.