Compare two formulas with labeled Before and After equations and a Diff line.
npx skills add https://github.com/gyy0592/claude-config --skill old-vs-new
Please help me install this Agent Skill. Skill: old-vs-new Source: https://github.com/gyy0592/claude-config/tree/main/skills/old-vs-new Command: npx skills add https://github.com/gyy0592/claude-config --skill old-vs-new
This skill makes the mathematical and conceptual difference between a prior method and a new method immediately visible by producing a compact, structured Before/After comparison with explicit symbol definitions, a precise Diff, and a one-line Insight that names both benefit and cost.
Produce a concise old-vs-new block comparing Adam and SGD by showing both equations, defining all symbols, writing a precise Diff that names the changed term, and stating a one-line Insight with the benefit and cost.
High-intent search queries and answers about installing and using this skill.
To show the exact mathematical differences between two formulas, you produce a structured before/after comparison that highlights exact differences by labeling both equations, naming changed symbols, and stating improvement dimensions and costs.
Comparing an approximation versus an exact mathematical form is best done by writing both as equations and generating a precise Diff line naming the changed terms alongside an Insight line stating the benefit and its cost.
Yes, you can compare algorithmic methods like Adam and SGD by writing both equations, defining all symbols, naming the changed term in a Diff line, and stating the benefit and cost in an Insight line.
Yes, this mathematical model comparison works for pipeline stage replacements as long as both the prior method and the new method can be expressed as equations with self-contained symbol definitions.
A limitation of a fixed-shape comparison block for formula differences is that both sides must be expressible as equations; it is domain-agnostic but requires precise symbol definitions and cannot evaluate purely conceptual changes.
gyy0592Explain mathematical formulas step-by-step with LaTeX and symbol definitions.
dariopalminioCoordinate User Story Mapping sessions and generate story-map.md with frontmatter.
lNwNlRoute security testing for file access and upload workflows by diagnosing parameter-to-path mappings.
dz306271098Construct stepwise derivations from scattered notes with labeled identities and propositions.
