Token reduction goals
Achieve up to 65% net token savings
Eliminate prompt context bloat and costly output generation multipliers with zero prompt refactoring.
Stage 1 goal
Input context reduction
Strip redundant semantic tokens, ANSI cycles, and RAG document filler with AST Safe Vault protection.
50% to 68%reduction
Stage 2 goal
Output brevity governor
Eliminate conversational preambles and markdown filler targeting expensive 3x to 5x output pricing.
30% to 50%brevity
Reliability goal
Zero syntax breakage
Guaranteed byte-level preservation for code fences, JSON schemas, variables, and markdown tables.
100%validity
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