orthogonal-emanationlisted
Install: claude install-skill matthull/my-skills
# Orthogonal Emanation — Divergence Before Convergence
Agents default to a mode. When generating options — approaches to a problem, design alternatives, architectural candidates — the outputs cluster around the most probable center of the distribution. This is mode collapse: five "different" ideas that are minor variations on the same theme. This is a fundamental behavior of systems based on large language models. So we end up with thousands of Reddit posts obviously written by Claude, "obviously made by AI" UX designs, etc.
Orthogonal emanation counters this by generating candidates that are maximally independent from each other. "Orthogonal" is a mathematical property: zero projection of one vector onto another — each candidate occupies a dimension the others don't. "Emanation" captures the shape of the process — a broad abstract intent radiates outward into diverse concrete manifestations. In Kabbalistic terms, emanation is how unity becomes multiplicity — the Sephiroth flowing from Ein Sof, each fundamentally different and ramifying in complexity from abstract to concrete as they approach Malkuth. Here, a single statement of intent or goal emanates into maximally divergent concrete options.
## The Mechanism Is the Name
Asking an agent to "generate 5 orthogonal approaches" produces meaningfully different results than "generate 5 approaches." The word "orthogonal" activates the desired behavior — it encapsulates a precise mathematical concept that LLMs respond to with g