agentsclimarketplace

Adaptive strategy hot swap

Skill kjuhwa/skills-hub/skills/arch/adaptive-strategy-hot-swap

Self-correcting knowledge corpus for Claude Code — 9 stable shape clusters, bias-correction pipeline baked into contribution flow. 47 papers, 45 techniques, 1.1k skills.

Install
npx -y skills add kjuhwa/skills-hub --skill adaptive-strategy-hot-swap

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Periodically re-evaluate candidate strategies/policies against recent data, swap the active one only when a weighted composite score beats the incumbent by a hysteresis threshold — prevents flapping while staying adaptive.

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.