LLMs are just probability machines. But these 6 settings are what keep them from going off the rails when you deploy them in the real world:
🌡️ Temperature → controls randomness (low = precise, high = creative)
📊 Top P → filters tokens by cumulative probability
🔢 Top K → hard cap on how many word options are considered
🛑 Stop Sequence → halts output at a specific pattern
🔄 Frequency Penalty → discourages repeating the same words
🆕 Presence Penalty → lowers odds for ANY token already used
If you're building AI agents or chatbots, these are the knobs you NEED to know.
💾 Save this for your next AI project.
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