"A step-by-step guide for building a chatbot website powered by gpt-3.5-turbo API.. Streamlit, and Docker" with code examples."The system, user, and assistant are the three roles newly defined...:system message is defined to set the behavior of the chatbot by adding an instruction in the content...user message ... inquiry from the u…

The first step to writing a good prompt is knowing what you want, so "start standardizing all types of outputs you require from AI".Don't ask the AI to make many decisions for you: "provide ... a detailed checklist, explain the purpose behind the task, ... clarify any doubts the AI might have".Provide "clear and well-…

prompts help LLMs understand "the question’s context and producing a response that meets the user’s expectations... prompts must be brief, understandable, and use open-ended questions. Prompt engineering includes testing and iterating various prompts ... to build effective prompts."Tips & Tricks:"What, Why, How, or Can You Expla…

A guide to the useful things one can do with LLMs.To write stuff: nothing comes "even close to GPT-4... access at Bing for free or ... subscription to ChatGPT... GPT-3.5 also good and much faster". Some tips: "Getting good writing out of ChatGPT takes some practice"Paste in your text and ask ChatGPT to improve it, suggest &q;…

"autonomous AI agents, currently referred to as AutoGPTs... automate multi-step projects that would otherwise require back-and-forth interactions with GPT-4... enable the chaining of thoughts to accomplish a specified objective and do so autonomously ... have internet access ... [can] read/write files... possess short-term and long-term memor…

"Here are the most important techniques you need for prompting:...Assign a role ... “You are an expert in X... You must always ask questions before you answer so you can better understand what the questioner is seeking"use CoT (Chain of Thought): give the LLM an example of your reasoning and then get it to repeat the reasoning - eg give …

"build a chatbot capable of extracting any kind of information from a set of documents ... your own Document Assistant from scratch, using GPT-3 and Langchain"Good explainer of using embeddings to get around token limits "using LangChain, which is an open-source library designed to simplify the utilization of LLMs with Chain of Thou…

"leverage ChatGPT to answer natural language questions on a variety of text repositories... [via a ]combination of embeddings, vector search, and prompt engineering...Embeddings are mathematical representations of words, phrases, or even entire documents as vectors ... sequences [with] similar meaning are “close together” in a high-dimensiona…

"“Document Search Chatbot” ... field common questions (FAQ’s) based on the content of several documents.... Azure Search to extract and rank key highlights from a set of text documents based on a user query. This user query and Azure Search results are then passed to OpenAI to be interpreted and formatted into a chat based response..."Wh…

A sneak peek at Miro's new AI features for ideation and innovation, including their "AI powered mindmap... mind map with AI assistance"."While ChatGPT can be a powerful tool for generating ideas... the linear nature of chat threads" clashes with ideation's nonlinear nature, & "the sheer volume of ideas genera…

How to set up BLOOM on your own cloud."BigScience Large Open-science Open-access Multilingual Language Model:free transformer-based language model created by 1000 researcherstrained on about 1,6 TB pre-processed multilingual text.biggest BLOOM model in parameters is 176B = ~GPT-3 scalesmaller models available: 7b, 3b, 1b7Needs 360 GB of RAM ,…

"how you can run state-of-the-art large language models on your local computer" using two models which are "comparable or even outperform GPT [but can] run on your local computer... released under a non-commercial license":"dalai library" - allows us to run LLaMA & Alpaca, provides an API"LLaMA: foundational …

Jon Stokes thinks "people are talking about this chatbot in unhelpful ways... anthropomorphizing ... [and] not working with a practical, productive understanding of what the bot’s main parts are and how they fit together."So he wrote this explainer."At the heart of ChatGPT is a large language model (LLM) that belongs to the family o…

"Most of us use ChatGPT wrong. We don’t include examples in our prompts. We ignore that we can control ChatGPT’s behavior with roles. We let ChatGPT guess stuff instead of providing it with some information... We need ... high-quality prompts ... [so here's] 4 techniques used in prompt engineering."There's even a video."Fe…

" a step-by-step guide for building a document Q&A chatbot in an efficient way with llama-index and GPT API... ask the bot in natural language about your own documents/data... [see it] retrieving info from the documents and generating a response [1]... customer support, synthesizing user research, your personal knowledge management"K…

"ChatGPT API will allow developers to integrate ChatGPT into their own applications, products, or services". Not to be confused with ChatGPT Plus:"API has its own pricing... https://openai.com/pricing.ChatGPT Plus subscription covers usage on chat.openai.com only and costs $20/month."ChatGPT API prices:"Free trial users: 2…

"You Are Not a Parrot and a chatbot is not a human" - an interview/profile of Emily M. Bender, the "computational linguist at the University of Washington ... [who] co-wrote the octopus paper... to illustrate what ... LLMs ... can and cannot do"The paper: "Climbing Towards NLU: On Meaning, Form, and Understanding in the Ag…

Noam Chomsky on ChatGPT, Bard and Sydney, which "take huge amounts of data, search for patterns in it and become increasingly proficient at generating statistically probable outputs — such as seemingly humanlike language and thought... hailed as the first glimmers on the horizon of artificial general intelligence ... surpassing human ... inte…

"Microsoft imagines helping clients launch new chatbots or refine their existing ones", using a version of ChatGPT trained on post-2021 content. "The service should also provide citations to specific resources... give customers ways to upload their own data and refine the voice of their chatbots... replace Microsoft and OpenAI brand…

ChatGPT-powered, the "‘My AI’ bot will ... initially only available for $3.99 a month Snapchat Plus subscribers.., eventually all... we’re going to talk to AI every day" - useful, if you're a messaging service.It's a "fast mobile-friendly version of ChatGPT inside Snapchat... trained to adhere to the company’s trust and sa…

While "Wolfram Alpha... seeks to distill scientific facts and perform calculations", ChatGPT and other similar AIs "build statistical models and string together sentences or pictures by calculating probabilities (of what the next word should be, for example). That has led to all kinds of mistakes ... Wolfram is not optimistic that t…

"What if we were to think of LLMs not as tools for answering questions, but as tools for asking us questions and inspiring our creativity? ... even simple tools can lead to interesting results when they clash with the contents of our minds"So he tries using ChatGPT as a muse. TL:DR; "ChatGPT asked me probing questions, suggested spe…

When James West "joined a small wave of users granted early access" to the new Bing (I'll call and tag it "BingGPT"), powered by the same LLM behind ChatGPT, which is "a great party trick ... powerful work tool, capable of jumpstarting creativity, automating mundane tasks", he soon "noticed strange inconsist…

Jeff Jarvis is not a fan of Ted Chiang's piece on CgatGPT, although he does admit TC (one of my favourite authors) "makes a clever comparison between lossy compression... and large-language models, which learn from and spit back but do not record the entire web". Indeed, he takes the metaphor further: "what is journalism itself…

Interesting, illuminating (but contested) metaphor for thinking about LLMs from one of my favourite authors, Ted Chiang:"Think of ChatGPT as a blurry jpeg of all the text on the Web. It retains much of the information... but, if you’re looking for an exact sequence of bits, you won’t find it; all you will ever get is an approximation... nonse…

The 3rd part of my 1/1/2023 bundle of 5 posts looks at how AI could turbocharge collective intelligence "and finance the resulting ecosystem, providing an alternative to Big Tech AI monopolies".

This piece captures and then explores exactly what I've always thought about the future direction of myhub.ai: imagine what would happen if you had your own personal AI assistant operating across your content - your public posts, private library (including content shared from friends, stuff in your reading queue, etc.) and the wider web, emph…

"Ipop gloop glog bluba droma floom gloope splog slopa" - This sentence means "The happy slime sees the earth under the sky while eating the slime's food" in Glorp. Here's the breakdown of the sentence:ChatGPT and I invent a fictional language spoken by slime-people... It understands subordinate clauses ... so understa…

Is ChatGPT creator OpenAI "a potential Google slayer. Why look up something on a search engine when ChatGPT can write a whole paragraph explaining the answer?" It's very capable, but "struggles to distinguish between truth and falsehood... often a persuasive liar... a bit like autocomplete on your phone... trained on pretty muc…

"WordPress developer Johnathon Williams ... demonstrated that, with a little bit of expert guidance, ChatGPT can drastically reduce the amount of time it takes to extend WordPress... the plugin [written by GPT] ... worked on the first try... the best results from asking ChatGPI to generate entire functions versus specific filters or actions..…