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Use this resource to solve a portfolio optimisation with a fast method
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In a terminal, from the folder you want:
npx --yes palatekit@latest install portfolio-optimization-conjugate-gradientWith no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.
First time: connect the CLI with
npx --yes palatekit@latest loginThe agent solves the mean-variance system Σx = μ with conjugate gradient instead of the Neumann series. Because the covariance matrix is symmetric positive-definite, the method converges without preconditioning. The stated speed-up is forty to sixty times, with parity within 1e-4 on a fixed seed.
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Updated November 2, 2026
You say
“Solve this portfolio's mean-variance allocation with conjugate gradient and compare with the standard version.”

Skill published by ruvnet under the MIT license, delivered in its original version.
Listed unmodified
« trader-portfolio-cg » (ruvnet, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.
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