Research Workflow
6 articles
Claude Code Skills Get Stale. Audit Them Quarterly.
A proposed quarterly audit for AI skills, hooks, and memory entries, with hypothetical failure paths to convert into regression tests.
Building a Literature Surveillance System
Building a literature-surveillance workflow on Google Scholar and Semantic Scholar alerts, with an AI assistant adding the glue and a verification layer.
The Data We Forgot We Had: A Tagging System
Tag datasets by the questions they can answer, not just what they contain. A question-first system makes dormant research data discoverable when new questions…
Cleaning a Research Codebase: An Article-Reported Example
A workflow for mapping dependencies and reorganizing research code. The 47-to-15 script count and timing claims are not publicly reproduced.
Methods-to-Code with AI: An Article-Reported Workflow
An article-described methods-to-code workflow; the 408 by 4,847 example, output, and timing comparison are not publicly reproduced.
One Context File: A Workflow for Persistent Project Context
A workflow for documenting research conventions in CLAUDE.md. Time savings and prevented-error counts are article-reported, not independently timed.