Takes one live URL and a target keyword and returns a ranked fix list: intent match, first 100 words, claim quality, keyword and semantic…
Use when the user says "/pagefoo", "PageFoo", "Page Foo", "A2UI page", "define_page", "canvas vs structured", "show this page", "export…
Use for \"interrogate\", \"adversarial review\", \"multi-model review\", \"challenge this\", \"stress test this code\", \"find blind…
Periodic pass that keeps a project's verification skill and feature map honest: parallel source readers per feature, one live session…
Apply when designing commands, lifecycle steps, or processing loops that run amid crashes, restarts, and retries.
Apply when introducing a new internal API while old callers still exist.
Apply when reviewing or shaping code that's hard to trace.
Use before review when the user asks to strip, remove, or clean up comments in code.
Apply after completing a task, before declaring done.
Apply when concurrent actors might write to the same file, branch, key, or state object.
Explain a body of work plainly so a person actually understands it.
Apply when designing types, reviewing a function signature, or writing code in any statically-typed language.
Cut AI tells from any writing. Must always apply.
Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds.
Orchestrates multi-agent pair programming workflows where Claude and OpenAI Codex cross-review requirements and code implementations.
Use when the author is about to ship, merge, push, publish, send, or delete something and wants a reviewer on their side — one who checks…
When to activate: pandas, DataFrame operations, data wrangling, CSV/Excel, groupby, merge, performance optimization
Performs pandas DataFrame operations for data analysis, manipulation, and transformation.
Paper-textured, print-inspired design with minimal colors, clean serif/sans typography, and tactile surface qualities.
Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper.
Extracts text from PDF files and generates 3 thought-provoking questions that explore the study in depth.