RAG Implementation Guide A developer guide showing how to build RAG systems with LangChain and LangSmith, featuring implementation workflows, monitoring tools, and optimization techniques for production deployment. Dive into RAG development today!
PROMPT ENGINEERING
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Level 3 Reasoning Agents: Self-Directed AI Systems and Tools
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Level 3: Reasoning Agents.
Contains a self-directed agent where the agent works on a task, uses tools/skills, decides next steps, and decides if it is done on a loop. Includes today’s reasoning agents (e.g. GPT-o3) and AI code assistants (Replit, Lovable, Cursor, etc) -
Level 2 Workflow Agents: Multi-Prompt Chains and Tool Integration
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Level 2: Workflow Agents
May include a chain of multiple prompts and/or tool use. Common tools are docs, web search, and image generation, web scrapers, computer use, email, and chat apps. The agent workflow is pre-defined. -
Level 1: GPTs and Basic Bots Overview
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Level 1: GPTs & Basic Bots
GPTs, simple bots, and system prompts. May include retrieval of info from documents. -
Clarifying What AI Agents Really Mean in the Industry
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We need to clear something up as an industry. AI Agents. “AI Agent” keeps getting slapped onto everything and everything AI-related. I get why. It’s good for marketing. It sounds cooler than “a prompt with tools”. But what should it *mean*?
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Using o3 Prompting for Automated Sales Funnel Creation
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Steal my o3 prompt to build a custom sales funnel that turns strangers into loyal customers through 5 strategic phases. —————————————–
ULTIMATE SALES FUNNEL ARCHITECT
—————————————– # ULTIMATE SALES FUNNEL ARCHITECT: 5-PHASE -
Using ChatGPT to Generate Website Prompts for Lovable.dev
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Step 2: Use this simple ChatGPT prompt.
— God of Prompt (@godofprompt) 26 avril 2025
Prompt:
"Help me write a detailed prompt for Lovable. dev to generate a {type of website}. It should sound professional, unique, and focus on {your niche or service}."
Replace the { } with your idea.
Let ChatGPT do the heavy lifting. pic.twitter.com/v3MjvSCarqStep 2: Use this simple ChatGPT prompt. Prompt: "Help me write a detailed prompt for Lovable. dev to generate a {type of website}. It should sound professional, unique, and focus on {your niche or service}." Replace the { } with your idea. Let ChatGPT do the heavy lifting.
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Google Gecko: Interpretable Metric for Image Prompt Adherence
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At #ICLR2025? Stop by the Google booth today at 12PM to learn about Gecko, an interpretable, automatic metric for evaluating the prompt adherence of images & videos. Given an image/video + description, the model determines what is missing from the prompt. https://
arxiv.org/abs/2404.16820 -
Gemini API thinking budget vs OpenAI three-level control
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The Gemini API comes with a "thinking budget" parameter which gives fine grain control over how much the model will think. Unlike the Gemini API, the OpenAI API offers three levels of thinking control: "low", "medium", and "high", which behind the scenes we map to 1K, 8K, and
