Use when drafting an ACM RecSys rebuttal during the author-response window, covering the short narrative RecSys allows, anonymity…
Designs composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect…
Use when deciding whether a project is a strong ACM RecSys fit, routing among RecSys, SIGIR, KDD, WSDM, TheWebConf, UAI, CHI, and general…
Drive a running recto diff viewer from a companion session: scroll to and highlight code, write a literate tour of prose and quoted diff…
Use when building or reviewing an HTTP service's plumbing.
Use when mapping the end-to-end lifecycle of a Review of Economic Dynamics (RED) manuscript — from confirming dynamic/quantitative scope…
Automatically publishes image/video content to Xiaohongshu (XHS), supporting login checks, content search, and interaction operations
Automates Reddit-based market research and lead generation by identifying high-intent prospects and analyzing customer pain points.
Drafts genuine, non-marketing Reddit POSTS (top-level submissions) for systemprompt.io.
Generates realistic, high-fidelity Reddit post card visualizations for social media sharing and video overlays.
Use when working with RedditVideoMakerBot to generate short-form narrated videos from Reddit posts or comments, set up the repo, configure…
Trigger a Vercel redeploy of the frontend by pushing a harmless comment change.
On-demand audit and targeted upgrade of an existing website or app's design.
Comprehensive guide for Redis state management including caching strategies, session management, pub/sub patterns, distributed locks, and…
Comprehensive tool for interacting with rednote (xiaohongshu,小红书) platform.
Remove repeated boilerplate across sections (methodology disclaimers, generic transitions, repeated summaries) while preserving citations…
Multi-target refactoring orchestrator. Use when: cleaning up messy code/docs, simplifying code, restructuring documents, batch cleanup…
Refactor avoidable React useEffect usage in Langfuse frontend code.
Restructure existing code while preserving externally observable behavior through explicit invariants, characterization evidence, small…
Identify and apply targeted refactoring improvements to existing code without changing behavior
Use when identifying bad code/design and selecting refactor targets - produces a diagnosis report with smells, risks, and refactor vs…