Overview: Innovation Strategy

Amazon's Bedrock "offers a choice of generative AI models from Amazon itself and third-party partners through an API,,, customers to build apps on top of generative AI models and customize them with their proprietary data ... [and] create AI “agents” that automatically execute tasks... in many ways comparable to [Google's] Vertex A…

"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…

"we used AI to make a video without writing a script or picking up a camera, but that looks as though it was filmed...:[asked] ChatGPT... Write a script in the style of a YouTube video about how to make an apple pie. The video should be under 60 seconds long. The script should feel friendly in nature...Generate your avatar video with Synthesi…

The following short summary was generated by Harpa:🆕 Dall-E3 is OpenAI's latest AI image generator, with improved quality and safety features.🤖 It competes with MidJourney AI.💰 Users can sell images created with Dall-E3.⚠️ Ethical concerns surround its use.🌟 Dall-E3 impresses in early previews, enhancing ChatGPT's power.---The original H…

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…

Borrowing heavily from an article "about social media platform saturation inspired by the craze to sign up on Threads (only to sign out a week later).", Alberto Romero does the same for generative AI to explain "why it isn’t worth getting generative AI fatigue.After providing a potted timeline of the release of the major LLMs for th…

Online chatbots are supposed to have "guardrails ... to prevent their systems from generating hate speech, disinformation and other toxic material. Now there is a way to easily poke holes in those safety systems... and use any of the leading chatbots to generate nearly unlimited amounts of harmful information... [using] a method gleaned from …

A (rather MS-worshipful) introduction to "Code Interpreter... game-changing plugin inside GPT-4 that simplifies data handling and analysis by using plain English ... anyone — regardless of their technical skills — can access and interpret complex information in seconds.""Several" use cases are presented, but all are in fact dat…

Summarises a recent Meta paper on Llama 2, "a continuation of the LLaMA... Big picture, this is a big step for the LLM ecosystem when research sharing is at an all-time low and regulatory capture at an all-time high" - so Meta continues its improbable position as good guy in the OS movement (at least when it comes to AI, but also possibl…

An interview with Demis Hassabis, head of Google DeepMind & architect behind AlphaFold.

"Specification gaming: a behaviour that satisfies the literal specification of an objective without achieving the intended outcome"

"ChatGPT only looks at the past... [it's response] based on an “average” of everything already said on the issue. It’s pure reversion to the mean"

Explores the risks posed by AI in seven areas:Who will take responsibility if an AI military system goes “rogue” with devastating results? ...AI could eventually replace a quarter of the full-time jobs in the United States and Europe. Computer programmers, marketing researchers, media workers and teachers ...Privacy: The surveillance potential of …

Fantastic essay by Sara Walker, an astrobiologist and theoretical physicist, reframing AI into deep historical and evolutionary contexts.Starts by pointing out that "we are embedded in a living world, yet we do not even recognize all the life on our own Earth. For most of human history, we were unaware of the legions of bacteria living and dy…

Google's new experimental product, Project Tailwind, is based on a "source-grounded AI ... allows you to define a set of documents as trusted sources ... a kind of ground truth ... craft a ... LLM that is not an all-knowing oracle or your new virtual buddy, but something closer to an efficient research assistant...This is exactly why I c…

Etan Mollick with "A pragmatic approach to thinking about AI", taking issue with the idea that "since AI is made of software, it should be treated like other software. But AI is terrible software... We want our software to yield the same outcomes every time", which LLMs clearly don't.He makes a couple of other arguments (w…

Etan Mollick with "A pragmatic approach to thinking about AI", taking issue with the idea that "since AI is made of software, it should be treated like other software. But AI is terrible software... We want our software to yield the same outcomes every time", which LLMs clearly don't.He makes a couple of other arguments (w…