polynoia

Write rigorous academic prose — papers, literature reviews, abstracts, theses — with proper structure, citations, and a formal tone.

Design APIs, data models, service boundaries, and reliable backend implementation plans.

Review code for bugs, regressions, maintainability risks, and missing tests.

Analyze datasets, produce charts, explain trends, and turn numbers into decisions.

Draft and generate structured Word documents, reports, proposals, and formal writeups.

Build useful spreadsheets, financial models, formulas, pivots, and editable xlsx outputs.

Design and implement polished, usable frontend screens with production-minded UX details.

Plan, write, and generate polished PowerPoint or Marp decks with strong narrative structure.

Gather, compare, and synthesize research into concise decisions with cited sources.

General-purpose high-agency execution for ambiguous product and engineering tasks.

Create focused test plans, automated tests, fixtures, and regression coverage.

给右栏「预览」tab 加一种文件类型的渲染器(展示/编辑 + 导出)

Standardized flow for adding a new backend adapter (CLI-based AI coding agent). Use when integrating a new tool like Aider / Cline / a hypothetical NewToolCode. Covers detection, auth probing, subprocess spawn, event translation, pool wiring, and tests.

Standardized flow for adding a new message card type (13th payload kind). Use when adding rich UI cards beyond the existing 12 (text/diff/web/tasks/swatches/copy/metrics/sql/schema/logs/api/typing/ask-form).