skills

Same skill compression power in half the context — 975 tokens vs 2,500.

Skill compression reminder in 100 tokens — just trigger, action, result.

Complete skill compression documentation — all options, modes, and calibration details (~2,500 tokens).

Fit more skills in your context window — compress without losing what matters.

Full creative synthesis — combine song, visual concept, and TED talk from a single technical insight

Transform technical insights into full 40-50 minute TED-style talks with concrete examples and Q&A

Transform technical insights into Suno-ready songs with lyrics, style tags, and emotional arc

Transform existing songs with the Twin Remix method — produce Respectful and Viral versions with Suno v4.5 sliders and visual guides

Transform technical insights into visual concept guides — symbolic imagery, color arcs, and creative direction for video

Learn from consequences, not instructions — generate and enforce constraints from experience

Know the file you're editing is the file you think it is — verify integrity before you act

Stop making the same mistakes — turn failures into patterns that prevent recurrence

Keep your constraints healthy — lifecycle management with automatic staleness detection

Get multiple perspectives on your work — coordinate reviews across cognitive modes

Verify before you trust — model pinning, fallbacks, and runtime safety validation

Work smarter with loop detection, parallel decisions, and file size analysis

Find the core that runs through everything — the ideas that survive across all your sources.

Find what actually matters in your content — the ideas that survive any rephrasing.

Track source-of-truth relationships between files — know when derived content becomes stale.

Extract invariant principles from any text — find the ideas that survive rephrasing.

Compare two sources to find shared and divergent principles — discover what survives independent observation.

Synthesize invariant principles from 3+ sources — find the core that survives across all expressions.

Discover what two sources agree on — find the signal in the noise.