frontier
Quality standards, verification loops, and taste gates for any deliverable
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Pure Emerald Level IndicatorsFrequently Asked Questions
FAQPage SchemaHow to install frontier?โผ
Run `npx skills add apoorvjain25/frontier --all -g -y` in your terminal to install the skill globally.
What does frontier actually do?โผ
It runs any task through written quality standards, multiple candidate drafts, evidence-based verification sweeps, and a final taste gate so the output meets a high bar instead of stopping at a first draft.
Which models and tools work with frontier?โผ
It works with Claude Opus and Sonnet, GPT, and Gemini, and runs in Claude Code, claude.ai, Cursor, Windsurf, and aider.
What is the difference between quick and full mode?โผ
Quick mode runs one judged pass inside a single response, while full mode adds best-of-N candidate generation, a convergence loop, and a taste gate for high-stakes work.
Do I need coding skills to use frontier?โผ
No. You name the deliverable and mode in plain English, and the procedure handles rubrics, verification, and reporting automatically.