Overview: Innovation Strategy

In this edition: join the ChatGPT integration free trial, check out the results of my latest experiments, and enjoy the Alliteration of the Month: Bullshit, Botshit and Bubbles.

According to:MIT Professor of AI Rodney Brooks, ChatGPT "“just makes up stuff that sounds good"... where “sounds good” is an algorithm to imitate text found on the internet, while “makes up” is the basic randomness of relying on predictive text rather than logic or facts",Geoff Hinton: "the greatest risks is not that chatbots w…

"startup Mistral AI posted a download link to their latest language model". In many ways it's equivalent to GPT4: context size of 32k tokens, and built using the “Mixture Of Experts” model, combining "several highly specialized language models... 8 experts with 7 billion parameters each: “8x7B”... a training method for AI syste…

At an AI conference, Jeff Jarvis "knew I was in the right place when I heard AGI brought up and quickly dismissed... I call bullshit... large language models might prove to be a parlor trick". The rest of the conference focused on "frameworks for discussion of responsible use of AI".Benefits - for some, AI can:"raise the f…

"If Charts lie, ChatGPT visualisations lie brilliantly". Exploring knowledge visualisations powered by ChatGPT, which can be particularly problematic because of the way the LLM's hallucinations - already hard to spot by their very nature - are also hidden behind the visualisation. But they have real potential as a creative muse.

Shows how to "Master web scraping without a single line of code" using the ChatGPT plugin (requires ChatGPT Plus) "scraper", and provides a prompt to extract content from a web page and arrange it in a table. And then use "plugins like “Doc Maker” or “CSV Exporter” ... or Code Interpreter for conversions."For large pr…

"I'm working with the garage door up as I learn how best to integrate AI with MyHub.ai... as anyone who has played with any LLM for any length of time knows... You need to try stuff out, compare results and try some more. You need, in other words, to experiment... Given that I am managing my research notes in Obsidian, sharing them here …

Good introduction to GPTs in general and a useful guide to getting a GPT to talk to your own knowledgebase via its API.Presents GPTs as a "very similar concept to ... open-source projects like Agents which LangChain, a popular framework for building LLM applications describes as ... to use a language model to choose a sequence of actions to t…

Over the summer I put the "ai" into myhub.ai and turned my Hub into a personal GPT wrapper. I've been experimenting ever since.

OpenAI rolled out "custom versions of ChatGPT that you can create for a specific purpose... GPTs are a new way for anyone to create a tailored version of ChatGPT to be more helpful ... at specific tasks". Built with no-code via chat.openai.com/create, you can share your GPT, and even monetise it, via their GPT Store later this month.Th…

A guide to creating the "chatbot that responds to queries based on the content of uploaded PDF or Text files... built using Langchain, FAISS (Facebook AI Similarity Search... developed by Meta for efficient similarity search and clustering of dense vectors), and OpenAI’s GPT-4... found at ai-docreader.streamlit.app...".The piece first li…

"does appealing to the (non-existent) “emotions“ of LLMs make them perform better? The answer is YES"

Rob Phillips, Founder & CEO FastlaneAI, ex-VP for Siri etc., on the "Fundamentals of Assisted Intelligence" - or where OpenAI is going with AI agents.

I asked Questy.ai, a startup, the following question: What is the best communication technique for reaching someone who believes many conspiracy theories, and sees all arguments as further evidence of conspirary?A summary of its response, which contained cited references:"When engaging with someone who holds fast to conspiracy theories and v…

ETHAN MOLLICK on "the culmination of the first phase of the AI era ... [which] ends with the ... Google’s Gemini, the first LLM model likely to beat OpenAI’s GPT-4... enough pieces ... are in place ... to see what AI can actually do, at least in the short term... [although] implications of what this phase of AI will mean for work and educati…

"My advice: Jump headfirst into AI with everything you’ve got."

Is your organization more like a jellyfish or a flatworm?The author's "Jellyfish and Flatworm story has been remarkably effective at helping ... [executives] visualize the impact of AI on their customers, their products, and their employees... this story is about why Knowledge Representation (KR) must be the core of any cost-effective lo…

Something I definitely need to factor in: " Powerful AI models, such as OpenAI's GPT-4, are being bombarded by digital bots that are "extracting intelligence" in new and nefarious ways.... you can train another model based on 100,000 high quality outputs from GPT-4 ... [so] bad actors are creating bots that bombard models with …

"AutoGen is a framework that enables development of LLM applications using multiple agents that can converse with each other to solve tasks. AutoGen agents are customizable, conversable, and seamlessly allow human participation. They can operate in various modes that employ combinations of LLMs, human inputs, and tools... provides a drop-in …

"despite the immense potential of LLMs, they come with a range of challenges... hallucinations, the high costs associated with training and scaling, the complexity of addressing and updating them, their inherent inconsistency, the difficulty of conducting audits and providing explanations, predominance of English language content... [they…

insights into the complex relationship between AI and knowledge work, emphasizing the need for a nuanced understanding of AI's role in enhancing productivity and quality in different task domains - Harpa

"available on Github ... can take a single line of what you want to do and turn it into ... user stories, an analysis of the competition, requirements, data structures, APIs, and documents" using a multi-AIgent framework to replicate an entire "team of product managers, architects, project managers, and engineers... $0.2 for a basic…

"Bring AI to your browser. Chat with websites, PDFs, videos, write emails, SEO articles, tweets, automate workflows, monitor prices & data. Bing AI & Notion AI alternative... can summarize and reply to emails for you, rewrite, rephrase, correct and expand text, read articles, translate and scan web pages for data. "I started tes…

"With Extensions, Bard can find and show you relevant information from the Google tools you use every day... across multiple apps and services."The personal assistant potential looks huge for users of Google services - eg "Give me a summary of my emails today".Moreover, 3rd-party extensions are on the way, starting with Adobe…

Asks: could LLMs be used to "create tools that sift and summarize scientific evidence for policymaking... [for] knowledge brokers providing presidents, prime ministers, civil servants and politicians with up-to-date information on how science and technology intersects with societal issues... [who must] nimbly navigate ... millions of scientif…

How to use LLMs to solve "really hard problems"? The "AIdeas Collider" approach, piloted by Head of Innovation Design at MIT's Collective Intelligence Design Lab.

"now you can control how ChatGPT responds in every chat by using custom instructions" - this quick runthrough of what they are, how to enable them, and some examples only scratches the surface.When using custom instructions you answer two questions:tell ChatGPT more about youtell ChatGPT how you want it to respondThe two answers should p…

"how can you use ChatGPT to generate ideas and brainstorm within Obsidian?", which is currently my note-taking tool of choice. First, some generic advice for prompting:"be specific about the outcome that you want to achieve... providing a prompt that contains more descriptive language ...give preceding prompts ... [specify the] resp…

As wired puts it: "All sorts of apps have been strapping on AI functionality... any of it useful?"For example, email apps "like Spark and Canary are prominently bragging about their built-in AI functionality... write replies for you... generate an entire email ... summarize a long email ... or even a thread."While it sounds goo…

One of my favourite writers in this area on AGI risks. "It is the rise of artificial general intelligence, or A.G.I., that worries the experts... Yet a nascent A.G.I. lobby of academics, investors and entrepreneurs counter that, once made safe, A.G.I. would be a boon to civilization... beholden to an ideology that views this new technology as…