token-optimization-precoding
executiveusa/pauli-hermes-agent
Pre-code system configuration for any AI agent. Detects model, applies token optimization,
estimates input tokens, compresses context, calculates real-time savings (to the token),
and tracks cost delta before coding starts. Works with all 11 models. Agent runs this
BEFORE writing code—saves 75-95% tokens + cost on every project.
Triggers: "before i code", "set up token optimization", "configure system", "what model am i",
"estimate tokens", "how much will this save", "show me savings", "pre-code checklist",
"token tracker", "cost me to code this"