ChatGPT’s current killer app isn’t search, therapy, doing math, controlling browsers, emulating a virtual machine, or any of that other cherrypicked examples that come with huge disclaimers. It’s a lot more quotidian: Reformatting information from any format X to any format Y.
PROMPT ENGINEERING
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AI Limitations: Humans Still Essential for Quality Output
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Here are some key points from the space: 1. AI can't completely replace humans in its current implementation. 2. AI can give you a skeleton to solve a problem but specifics need to filled by humans. 3. Quality of output for these tools totally depends on the quality of input.
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Curated list of 137 creative prompts for ChatGPT
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Prompt builder @fkadev uploaded a list of 137 creative prompts to http://
huggingface.co that demonstrate the creative power of ChatGPT. This list is also a great way to introduce someone to ChatGPT who hasn't used it before (like your parents) Here's what a few look like: -
The Art of Prompt Engineering for AI Conversations
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Prompts act as a starting point for a conversation with ChatGPT, and prime it for an ongoing conversation to assist the user in answering questions in a specific way to achieve the desired result. Like everything else, there's an "art" to it.
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Discussion on GPT-3 Tokenization and Spacing
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Just search “GPT-3 tokenization”. It hasn’t changed since GPT-2 days, I don’t think. I just used dashes because you need spaces to be spaces between words.
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LLM Tokenization: Not Vectors or Letters, but Token Sequences
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It doesn’t see words as embedded vectors or as letters, it sees them as token sequences — chunks of about 4 letters from a fixed mapping of strings to tokens. It does better on letter-based tasks if you ask it to first rewrite words l-i-k-e t-h-i-s.
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LangChain Use Cases: Agents, Chatbots, QA, Summarization
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Use Cases A new section, this highlights common use cases of LangChain, including: – Agents
– Chatbots
– Question Answering over your documents
– Summarization
– Evaluation https://
langchain.readthedocs.io/en/latest/inde
x.html#use-cases
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Weekly Writing Resources: How-tos, Deconstructions, Tactics, and AI Prompts
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2,035+ writers write better/faster/stronger when they sign up for: • 1 Big how-to or story/lesson
• 1 Writing deconstruction
• 1 Tactic I use all the time
• 1 Genius AI writing prompt
• 1x each week -
Prompt Engineering’s Future: From Tricks to Frontier Problems
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Many tasks that require prompt engineering tricks today soon won’t. The scope of “just ask” will increase. But prompt engineering will move on to harder tasks. We won’t run out of problems on the frontier.
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Prompting GPT-3 with the “Format Trick” for Complex JSON Synthesis
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Prompting GPT-3 using the "format trick" (implemented as a Python function) to synthesize complex example JSON objects, e.g. for mock API responses. Output is shown in second screenshot.