LCC / Act2 Router
AI applications and multi-agent loops generating excessive API billing due to bloated, redundant, and slow prompt contexts.
Absence of a deterministic, local-first sanitization and compression layer prior to dispatching payloads to LLMs.
Local-first semantic deduplication, context budgeting, and deterministic compression engine requiring zero network latency or API keys.
Local toolkit to clean, dedupe, structure, and budget context before dispatching to LLMs.
In the repository's public benchmark: up to 36% fewer retained tokens and a 75% lower modeled chain cost ($3.99 vs $16.03), with deterministic, local compression.
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