LLM API spend is the new shadow cloud bill. Every tool call your agent makes is metered tokens — context in, completion out — and most of that context is repeated file reads and shell output the mode…
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Pre-indexed knowledge graphs cut tool calls by 70% and keep context local—no model changes required.
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