Capture and maintain reusable repository lessons in MISTAKES.md, lessons-learned docs, or similar records.
Use when packaging ACM RecSys code, datasets, splits, trained models, propensity logs, and seeds as an anonymous in-paper repository…
Use when drafting an ACM RecSys rebuttal during the author-response window, covering the short narrative RecSys allows, anonymity…
Use when deciding whether a project is a strong ACM RecSys fit, routing among RecSys, SIGIR, KDD, WSDM, TheWebConf, UAI, CHI, and general…
Use when revising an ACM RecSys paper for a recommendation-first first page, honest offline-versus-online framing, equal-budget baseline…
Drive a running recto diff viewer from a companion session: scroll to and highlight code, write a literate tour of prose and quoted diff…
Legacy scheduled-automation compatibility, organization scope, advanced job fields, and cron internals.
Use when building or reviewing an HTTP service's plumbing.
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and…
Shows a RedSkills operational dashboard with issue, Spec, AFK worker, flow, and DORA-proxy metrics from GitHub plus local AFK state.
Create an Instagram carousel from a popular-picks list with Reddit quotes.
Reddit Write
Control the RedNote (Xiaohongshu) Mac app via macOS Accessibility API.
Reduce time-to-first-API-call (TTFAC) by optimizing every step of the developer onboarding journey.
Create GitHub pull requests with the gh CLI using the reductstore/.github PR template, then update CHANGELOG.md with the created PR ID and…
Restate the last message in plain human language, with no jargon.
Use when code has grown complex, duplicated, or cluttered — clean up structure and remove dead code without changing observable behavior
Refactor avoidable React useEffect usage in Langfuse frontend code.
Identify and apply targeted refactoring improvements to existing code without changing behavior
Use when planning or executing safe refactoring.
Use when anticipating the objections a law-and-economics referee at The Journal of Law and Economics (JLE) will raise, so a manuscript…