“If you read 1,000 papers and build a powerful representation, humans can interrogate, mine, ask questions, and even get the system to generate new hypotheses...What you will learnAccelerating scientific discovery with generative knowledge extractionUnderstanding ontological knowledge graphs and their creationTransforming information into knowledg…

A Large-Scale Human Study with 100 NLP Researchers

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

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…

"But all good comes with new risks. With conversational AI, this includes data leakage, IP ownership conflicts and reproducibility requirements. Team members must be aware ... how and when to use it and the corporate policies around appropriate use... key questions your organization should be asking:"what can(not) you ask an AI tool?how …

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…

Good history of design thinking."IDEO’s way of working: a six-step methodology for innovation called design thinking... Key ... was its replicable aesthetic, represented by the Post-it note:... Not too precious, not too permanent... promises a fast-moving, cooperative, egalitarian process", but is also "disruptive, startup-flavored …

An interview by massive.wiki cog-founder [[Peter Kaminski]] with [[Jerry Michalski]] about [[Rel8]] and "the Big Fungus":"Rel8 tries to answer the question, “What kind of organization(s) would it take to stand up a shared memory for?”". Whereas Wikipedia is a single site running one software on one (set of) servers with a speci…

Liberating Structures is a pattern language that "provides a menu of thirty-three Liberating Structures to replace or complement conventional practices... [which are] either too inhibiting (presentations, status reports and managed discussions) or too loose and disorganized (open discussions and brainstorms) to creatively engage people ... to…

"What does it look like to design a system [the internet] for survivability?" This different question - not design for efficiency, or profitability - led "to different answers, and breakthroughs that made the internet we have today".Rather than protect something, "the r-selected response ... LOCKSS stands for "Lots o…

Pretty good explanation of ActivityPub from Darius Kazemi: "ActivityPub describes ways for social network sites to talk to each other... [from] sites like Facebook, Twitter, YouTube, Snapchat... [to] New York Times ... Spotify. Basically any site where individual "users" create content and other people can subscribe to it could be A…

First a definition of (the importance of) "Interoperability – the thing Facebook uses to slurp stuff in from the open web – is the key to self-determination." Without it:you're trapped: "leaving Facebook means leaving your communities, your relationships... your presence on Facebook is the reason someone else can’t go...you…

Analysing the impact of cultural diversity on corporate performance by feeding half-million Glassdoor reviews through a "Latent Dirichlet Allocation topic modeling" machine learning algorithm: "the “bag of words” approach... inductively infers categories... a statistical model that looks for words that tend to co-occur."Step 1:…

Good short history: "design thinking ... has spread from products to services to just about anything in business... often used as shorthand for a magic potion approach to innovation and creative problem solving... end up being a theatrical thing that people can point to and say, ‘oh we did that.’ "So it's one example of how "or…

early adopters are not innovators, but are "willing to experiment... [but] they're not guinea pigs" make them feel they're getting something special, earlythey "are willing to work with your minimum viable product if it solves their problem" Give them something to test. But their reputation is on the line, so prove yo…

"To create offerings that people truly want to buy... home in on the job the customer is trying to get done... Jobs are multifaceted... never simply about function... powerful social and emotional dimensions... the circumstances in which customers try to do them are more critical than any buyer characteristics" - so identify jobs curren…

How to measure & optimise for product/market fit? Use this leading indicator: "just ask users “how would you feel if you could no longer use the product?” and measure the percent who answer “very disappointed.” " You need at least 40%.Article goes through the process step by step, and comes with an interactive tool:A) Ask people who&…

Sets out a solution to the "TiVo problem": essentially, TiVo had the innovative product but not the content to operate it on. This usually ends badly for the innovator, who gets screwed by the incumbent, who has the distribution (eg ComCast). Despite the example, Tivo "did not fail... a patent troll of sorts... collected more than $…

One of a great series of Reimagining the Internet podcasts. Guest: the Planetary.Social founder, discussing:the early days of Twitter: "Twitter's innovation ... happened all at the edges... users created everything... inline images and short links and retweets and the app, actual at and hashtags... the company... cultivated this garden w…

Why do companies so often fail to adapt? ... no shortage of ways ... But ... firms need to recognize the need for change ... organizations tend to operate ... blind momentum... why are they slow to change course? ...very difficult to study how companies adapt ... need both a large sample of firms and a reliable way of quantifying their choices....…

Running a design competition to transform a research result into a commercial platform product.

a sophisticated and intuitive balance between vision, curiosity and passion; and a continuous process of experimentation and iteration... Grow the Ecosystem, and It Will Grow You... providing an ecosystem platform to others ... would allow Amazon to grow exponentially faster than if he poured all the company’s energy and capital into simply growin…

novelty and newness of these teams has worn off... growing acceptance ... that these teams are useful tool in driving new practices ... Less clear... is whether these units can enable the deeper digital transformation... ~ two key pieces of the puzzle: ... creating common platforms to power governments services is key to digital transformation o…

Jobs to be Done is a theory of consumer action. It describes the mechanisms that cause a consumer to adopt an innovation... a process: it starts, it runs, and it ends... a JTBD describes how a customer changes or wishes to change...: the process a consumer goes through whenever she aims to change her existing life-situation into a preferred one, b…

with digital technologies changing the nature of trade, Singapore’s locational and infrastructural advantages may no longer be as strong... Singapore must reinvent itself as a hub for the age of digital trade... think like a platform nation...

research aims to capture the shifts and trends that are shaping modern digital transformation.... 5 Key Takeaways: - A successful digital transformation is an enterprise-wide effort that is best served by a leader with broad organizational purview... - Market pressures are the leading drivers ... - growing acknowledgment of the importance of …

managers always have to balance the merits of teamwork... with the dangers of “groupthink”... Large groups are remarkably good, on average, at estimating such things as the number of beans in a jar or the weight of a prize calf. But that accuracy relies on the guesses being independent.... Modern communication methods mean that collaboration is mo…

In his new book, Originals: How Non-Conformists Move the World, Adam investigates who comes up with great ideas, how, and what we can do to have more of them.... They often procrastinate, and that's how they incubate ideas.... Their parents focus more on values than rules... One of the risks is, you know, you have everybody marching in a different…

An article I ghost-wrote for META's CEO to launch their Innovation Platform (which I and my team there built)