Prompt engineering
Listed inPrompt EngineeringPrompt Engineeringon
A dense, well-cited tour of zero-shot, few-shot, chain-of-thought, and automatic prompt search.
External
Lil'Log · lilianweng.github.io#prompting
#survey
Getting reliable behaviour out of a model with nothing but the message you send it.
12 articles
Listed inPrompt EngineeringPrompt Engineeringon
A dense, well-cited tour of zero-shot, few-shot, chain-of-thought, and automatic prompt search.
Listed inStructured OutputPrompt Engineeringon
Forcing JSON or a schema so responses can be parsed instead of interpreted.
Listed inProviding ContextPrompt Engineeringon
Putting the right facts in the prompt so the model doesn't have to guess.
Listed inSystem PromptingPrompt Engineeringon
Setting durable instructions that survive the whole conversation.
Listed inChain of ThoughtPrompt Engineeringon
Asking for intermediate reasoning, and how reasoning models changed the calculus.
Listed inPrompt EngineeringPrompt Engineeringon
The discipline of specifying a task precisely enough that a model can't drift.
Listed inZero-Shot PromptingPrompt Engineeringon
Asking cold, with no examples, and when that is genuinely enough.
Listed inConstraintsPrompt Engineeringon
Bounding length, format, tone, and scope so output stays inside what you can consume.
Listed inRole & BehaviorPrompt Engineeringon
Assigning a persona and behavioural rules, and how much they actually buy you.
Listed inReAct PromptingPrompt Engineeringon
Interleaving reasoning and tool calls — the loop most agent frameworks implement.
Listed inInput FormatPrompt Engineeringon
Structuring what you send — delimiters, sections, and formats models parse reliably.
Listed inFew-Shot PromptingPrompt Engineeringon
Teaching format and edge cases with a handful of examples in the prompt.