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AITowards Data Scienceabout 2 hours ago
Deterministic Prompt Pruning Layer for LLMsA deterministic prompt-pruning pipeline removes redundant conversation state before it reaches an LLM. It runs three passes: expired context elimination, duplicate context elimination, and dependency restoration. Token reduction reaches 33 to 34 percent for tool-heavy agents. Preprocessing stays under 50 milliseconds even at 131,000 tokens.
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