Hallucination can be mitigated by allocating token budget to retrieval of real factual tokens and injecting them into the context window, providing the model with higher-quality 'money' to spend rather than forcing it to guess.
normativepending
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Unidentified Speaker — Designing LLM Systems PART 1 Foundations Chapter 1 AI Syste… [SyXHW7xqxi8]Evidence Quote
“Spend some of your token budget on retrieving real factual tokens and inject them into the context window. You're basically giving it better, more valuable money to spend.”
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Designing LLM Systems PART 1 Foundations Chapter 1 AI Systems Architecture The Real Currency of AI— ⭐ The Geometry Code --Ananta Geometry ⭐Created: 8/13/2026, 9:56:44 AM
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