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sirmaelstrom

sirmaelstrom

@sirmaelstrom

GitHub
26 Skills
0 Total Stars
September 2026 Joined

Public Skills

prototype

by sirmaelstrom

"Build a throwaway prototype to answer a specific design or logic question before committing. Trigger: 'prototype this', 'spike this', 'try a quick implementation', 'build a quick prototype', or when grilling/spec hits a question that can only be answered by running code. Branches into LOGIC (terminal state-machine exploration) or UI (multiple visual variations toggled on one route). Pairs with handoff for the DIY sub-agent pattern."

Design 0 3mo ago

eval-loop

by sirmaelstrom

"Run an autonomous Karpathy-style eval loop to improve a skill's quality through measured iteration. Use when the user says 'eval loop', 'karpathy loop', 'improve this skill', 'optimize skill', 'run evals', 'self-improve', or wants to iteratively improve a skill's output quality using automated scoring. Requires the skill to be marked karpathy_eligible in skills.db."

Code Review 0 3mo ago
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