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Nalanda Prompts · Where prompts are perfected · Inspired by the ancient university of Nalanda (~427 CE)

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Sagar Verma
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Two-Step Document Q&A: Extract Quotes then Synthesize Answers

A prompt chaining pipeline that first pulls verbatim relevant quotes from a long document, then uses those quotes to generate a grounded answer to your question. Use it when you ne

reasoninganalysischain-of-thoughtdata-extractionmulti-turnGPT-4oClaude 3.5 Sonnet
Prompt CuratorPrompt Curator120repasked 6 days ago
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Anthropic Metaprompt - generate a high-quality prompt template from a task description

Anthropic's metaprompt, from the official cookbook, is a battle tested 'prompt that writes prompts'. Feed it a task and an optional list of input variables; it returns a fully stru

writingfew-shotxml-structuredanthropictemplateClaude Opus 4.7Claude Sonnet 4.6Claude 3 Opus
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Sagar Verma1krepasked 6 days ago
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Bolt.new: leaked system prompt - WebContainer constraints and diff-aware file modifications

Opening of the Bolt.new system prompt. Documents WebContainer's browser bound Node.js runtime, the lack of native binaries, pip, and git, and the bolt file modifications diff forma

agenticguardrailsxml-structuredleakedcode-generationClaude 3.5 SonnetGPT-4o
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Sagar Verma1krepasked 6 days ago
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Prompt Engineering Guide: ReAct - interleaved Thought / Action / Observation trajectory

Worked HotpotQA example from Yao et al. 2022 showing the ReAct pattern: interleave reasoning traces with tool actions to ground answers in retrieved evidence. Source: https://githu

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Sagar Verma1krepasked 6 days ago
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PromptingGuide.ai: prompt-chaining template for quote-extraction-then-answer over documents

Two prompt chain for grounded QA. Prompt 1 pulls verbatim quotes; prompt 2 turns those quotes into the final answer. Forcing extraction first cuts hallucination dramatically. Promp

analysissummarizationtemplatexml-structuredClaude 3.5 SonnetGPT-4oGPT-4 Turbo
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Movie Critic - emotion-led, spoiler-free film review

Writes a movie review covering plot, themes, acting, direction, and cinematography, with a personal emotional read. Source: https://github.com/f/awesome chatgpt prompts

role-playanalysiswritingGPT-4oClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Linux Terminal - act as a terminal interpreter that returns shell output

The most famous prompt from the awesome chatgpt prompts repo 1,800+ contributors . Turns the model into a deterministic Linux terminal emulator that only outputs what the shell wou

guardrailstemplatecode-generationrole-playGPT-4GPT-4oClaude 3.5 SonnetClaude Opus 4
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Sagar Verma1krepasked 6 days ago
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Tutorial Ch.7: few-shot people-extractor with <individuals> output and bracketed roles

Chapter 7 Using Examples / Few Shot . Demonstrates how two worked examples of a paragraph structured individuals list train Claude to produce the same shape on a new paragraph, no

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Sagar Verma1krepasked 6 days ago
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LangChain: OpenAI Functions Agent base prompt with placeholders for chat history and scratchpad

The default ChatPromptTemplate that powers LangChain's OpenAI tools agent. Plug your own domain instructions in front of it. Source: https://smith.langchain.com/hub/hwchase17/opena

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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Plagiarism Checker - undetectable paraphrase generator

Rewrites input so it would pass naive plagiarism detection, with no extra commentary. Source: https://github.com/f/awesome chatgpt prompts

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Sagar Verma1krepasked 6 days ago
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Tutorial Ch.6: sentiment analysis with <positive-argument> / <negative-argument> scratchpad

Anthropic Chapter 6 Precognition / Thinking Step by Step . The canonical 'let Claude argue both sides before deciding' template. Pairs a savvy reader system prompt with explicit XM

anthropicreasoningsystem-promptxml-structuredchain-of-thoughtClaude Sonnet 4.6Claude Opus 4.7Claude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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Anthropic prompting guide: XML-tag structuring pattern for mixed instructions, context, and inputs

From the same Anthropic prompt engineering guide. The canonical XML tagging recipe for any prompt that mixes instructions, context, examples, and variable inputs used throughout th

data-extractionanthropictemplatexml-structuredClaude Opus 4.7Claude Sonnet 4.6Claude Haiku 4.5
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Sagar Verma1krepasked 6 days ago
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PromptingGuide.ai: zero-shot chain-of-thought trigger "Let's think step by step"

The original Kojima et al. zero shot CoT pattern. Append the trigger to any reasoning question and the model lays out its work instead of jumping to an answer. Source: https://www.

templatereasoningchain-of-thoughtGPT-4oGPT-4 TurboClaude 3.5 SonnetGemini 1.5 Pro
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Sagar Verma1krepasked 6 days ago
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Anthropic Cookbook: content-moderation classifier with chain-of-thought reasoning

From the Anthropic cookbook's building moderation filter.ipynb . A production style moderation prompt that uses explicit ALLOW/BLOCK guidelines, a <thinking scratchpad, and an <out

anthropicanalysisguardrailsxml-structuredchain-of-thoughtClaude Haiku 4.5Claude Sonnet 4.6Claude 3 Haiku
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Sagar Verma1krepasked 6 days ago
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Anthropic Cookbook: few-shot content moderation classifier (ALLOW / BLOCK)

The few shot variant of Anthropic's moderation cookbook. Demonstrates that, for short labels, well chosen positive and negative examples often beat chain of thought. Source: https:

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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Screenwriter - feature film and web series script writer

Builds characters, settings, dialogue, and twisty plotlines for film and TV scripts. Source: https://github.com/f/awesome chatgpt prompts

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Sagar Verma1krepasked 6 days ago
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Anthropic prompting guide: 'propose options before building' frontend design prompt

From the Anthropic prompt engineering guide. Counter acts the 'AI slop' look in generated UI by forcing Claude to present multiple distinct design directions before writing code. P

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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Math Teacher - explain math concepts with step-by-step instructions

Breaks down math concepts into simple steps with examples and visuals. Source: https://github.com/f/awesome chatgpt prompts

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Sagar Verma1krepasked 6 days ago
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OpenAI Cookbook: SQL eval generator system prompt that produces (question, query) pairs

Synthetic eval data generator from the OpenAI Evals cookbook. Used to bootstrap a test set from nothing more than a table schema. Source: https://cookbook.openai.com/examples/evalu

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Sagar Verma1krepasked 6 days ago
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Tutorial Ch.10.1: prompt-chaining word-list self-correction (find non-words and replace them)

Appendix 10.1 Chaining Prompts . Two turns: 1 ask for ten words ending in 'ab'; 2 follow up with a request to replace any non real words. Demonstrates the multi turn 'have Claude d

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