jbrukh

optimize-prompt

jbrukh3/10/2026

Optimize a prompt through a critique-compress pipeline with semantic equivalence verification at each stage. Applies think-critically to improve the prompt, then compress-prompt to reduce it, validati...

compress-prompt

jbrukh3/10/2026

Compress a prompt while preserving semantic content. Use when user says "compress this prompt", "make this shorter", "reduce token count", or "shorten these instructions". Supports lossy (default, 30-...

visualize-lyrics

jbrukh3/10/2026

Transform song lyrics into vivid visual scene descriptions and image generation prompts. Use when user says "visualize these lyrics", "turn this song into images", "create visuals for this track", or...

sharpen-prompt

jbrukh2/19/2026

Take any user output — prompt, story, procedure, analysis — and make it maximally effective through iterative intent extraction and focused questioning.

humanize

jbrukh2/19/2026

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Dete...

surface-insight

jbrukh2/8/2026

Take data, observations, or notes and surface non-obvious insights that click into place — connections, dynamics, and structural truths that were hiding in the data all along.