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mandar-karhade
GitHub creator profile

mandar-karhade

Repository-level view of 1 collected skills across 1 GitHub repositories.

github/mandar-karhadelargest repo: scalar-loop
skills collected
1
repositories
1
updated
2026-04-20
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#01
scalar-loop
1 skills ยท 2026-04-20
Software Developers
1 occupation categories ยท 100% classified
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#001
scalar-loop
1 skills92updated 2026-04-20
100% of creator
scalar-loop
software-developers

Run deterministic autonomous iteration against a local git repo. Use when the user wants Claude Code to optimize a metric (bundle size, benchmark, test coverage, lighthouse score, etc.) over many iterations with structural guarantees against cheating. Triggers on phrases like "autoresearch", "scalar-loop", "iterate on this metric", "keep trying to improve X", "run the optimizer", or any request to repeatedly propose-verify-keep-or-revert a code change. Requires the `scalar-loop` CLI and a `scalar-loop.yaml` config at the repo root.

2026-04-20
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