jai2010/shorthand-mem

⚡ Native prompt-layer semantic compression engine for Claude. Squeezes agent contexts, logs, and prompt buffers by 60–70% using a programmatic dual-ratio (lossy/lossless) compaction skill. Maximize window efficiency, minimize token cost.

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shorthand-mem

01

jai2010/shorthand-mem

Skill Claude CodeCodex

A two-way semantic compiler that compresses PRDs, codebases, research papers, and meeting notes into dense symbolic notation, and reconstructs them back into professional prose. Use this skill whenever the user writes SQUEEZE, EXPAND, DIFF, MERGE, SUMMARISE, LIST SQUEEZES, RECALL, SEARCH, DELETE, or EXPORT ALL — or…

not rated 1 2mo ago A 128 tokens