@kenkahn.bsky.social
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Together with Claude I made a very large web app where a student can train a language model and apply a variety of mechanistic interpretability tools. The app includes an AI guide that reacts to events, gives tours, and answers questions surprisingly well.
docs.google.com/document/d/1...
4 days ago
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I noticed a discrepancy in the Nature article “Generative artificial intelligence creates delicious, sustainable, and nutritious burgers” and discussed it with Claude. It decided on its own to find and run the code to get to the bottom of the matter.
docs.google.com/document/d/1...
9 days ago
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With Claude’s help I added AI guides to three more apps, one of which I’ve never used before. In the process Claude gained enough experience to generate resources to improve the process of adding guides.
docs.google.com/document/d/1...
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Adding AI guides to three apps and helping Claude to learn to do this better
Adding AI guides to three apps and helping Claude to learn to do this better - home page 4 July 2026 Adding an AI guide to the Logo turtle program interpolator After being pleased with how addin...
https://docs.google.com/document/d/1IKoAcaW3HeOUul4Qpka9nGF3H02ELC7FUaa-BMB4acY/edit?usp=sharing
10 days ago
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I asked Claude to add an AI guide to a 2700-line app. As the enhanced app is run the guide explains and highlights sections. The user can ask questions and steer to the demo.
docs.google.com/document/d/1...
13 days ago
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Claude helped me build an app that given two Logo turtle programs creates a program that can interpolate (and extrapolate) between them. In 2D or 3D.
docs.google.com/document/d/1...
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14 days ago
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When I saw 2 butterflies dance and then fly apart, I had questions. Thinking of Seymour Papert’s 30-year old vision of a knowledge machine, I instigated a conversation with Claude.
docs.google.com/document/d/1...
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From Seymour Papert’s Sleeping Giraffes to my Looping Butterflies
From Seymour Papert’s Sleeping Giraffes to my Looping Butterflies - home page 28 June 2026 In 1993 Seymour Papert published The Children’s Machine. Starting on page 6 he tells this story: [The ...
https://docs.google.com/document/d/1uhZtoTpLlZIvI3vcowonb3zkSJIYwLs37Ao0hx14kTg/edit?usp=sharing
16 days ago
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Rather than search through 60 Google Docs that needed updates to some links I asked Claude Cowork to do it for me. A short prompt was all I needed.
docs.google.com/document/d/1...
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One short prompt to Claude Cowork saved me an hour of tedious editing
One short prompt to Claude Cowork saved me an hour of tedious editing - home page 27 June 2026 The problem This year I’ve occasionally asked a chatbot to create design and plan documents that I the...
https://docs.google.com/document/d/1yLePmrIez91IDScDZcHj32YMjtXdqGXqqyDEUyNp5_w/edit?usp=sharing
16 days ago
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Claude and I designed a game which views language as a microworld, a place where learners grow a construction kit. Communication is facilitated by defining words in terms of the few words the aliens know. There is a purely verbal version.
docs.google.com/document/d/1...
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A game that treats language as a construction kit
A game that treats language as a construction kit - home page 24 June 2026 Claude and I designed a game which views language as a microworld, a place where learners use and grow a construction kit...
https://docs.google.com/document/d/1-FYboEEALyo7RluxBd8iP6v6X0nSSrKk1tvbrCDse28/edit?usp=sharing
20 days ago
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With Claude’s help I made a customized version of Claude.
docs.google.com/document/d/1...
A test I ran was comparing the process of co-creating an app with the personalized and default versions of Claude. The apps they created fuse together different LLM responses.
docs.google.com/document/d/1...
25 days ago
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Everyone should tinker with AI. I explored asking ChatGPT to act like a journalist who is interviewing me. Perhaps, if I persisted, it would have resulted in a decent article but it didn’t work very well. But it was worth trying.
docs.google.com/document/d/1...
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An LLM wasn’t much help in recording my stories about Marvin Minsky
An LLM wasn’t much help in recording my stories about Marvin Minsky - home page 16 June 2026 A friend who liked my stories about Marvin Minsky suggested I write them down. I thought it would be in...
https://docs.google.com/document/d/1aU4c0gXwSD_TR5KPh0s1VV6kbetzYDaft4C1YhQCJEI/edit?usp=sharing
28 days ago
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I made an app for children to design and experiment with agentic systems that learn in a constructionist manner. Students can construct agents that create images, poetry, and short stories. Claude did much of the design and all of the implementation.
docs.google.com/document/d/1...
about 1 month ago
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Twenty years ago I made a “metagame” for students to construct space games like Lunar Lander. With the help of both Codex and Claude Code I reconstructed the program. I then created a fresh design and implementation with ChatGPT.
docs.google.com/document/d/1...
about 1 month ago
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Computers can use reinforcement learning (RL) to learn how to play games. I asked Claude to create an app for children where they can explore RL on Tic-tac-toe, Connect Four, and Pong. I’m impressed how well this turned out.
docs.google.com/document/d/1...
about 1 month ago
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Claude and I made a kid-friendly app for kids to explore the evolution of little Logo programs. It supports both artificial and natural selection. It includes an ask-the-AI feature that works very well.
docs.google.com/document/d/1...
about 1 month ago
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I asked Claude to make a modern version of the 1979 TT2500 variant of Logo by adding color, pen width, and more. I programmed an animated aquarium in it. I worked with ChatGPT to create a 2200-line Python program to add music to my 1979 MANDALA program
docs.google.com/document/d/1...
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about 2 months ago
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You CAN code. Even young children can have a conversation with a chatbot and end up with a web app that does what they want. I’ve been posting about this for 3 years and wrote a book on the topic. WIRED used to be different.
docs.google.com/document/d/1...
about 2 months ago
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I challenged Gemini Antigravity to resurrect my programs, emails, and letters from almost 50 years ago. It re-implemented all but one of my old programs. Claude completed the set.
docs.google.com/document/d/1...
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about 2 months ago
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I just read
news.stanford.edu/stories/2026...
from Stanford.
about 2 months ago
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With Claude I created a large app (7500 lines of code) for exploring symbiosis in evolution. Sadly, I got negative, uninteresting, results.
docs.google.com/document/d/1...
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Claude helped me build a Symbiotic Micro-Behavior Evolution Lab that didn’t evolve anything very interesting
Claude helped me build a Symbiotic Micro-Behavior Evolution Lab that didn’t evolve anything very interesting - home page 20 May 2026 Making the app This exploration began after watching the excel...
https://docs.google.com/document/d/14Hp5m8eDJ1huy4kbqVegcuWU_SDxRx3fAlH0CNSxWNI/edit?usp=sharing
about 2 months ago
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With the help of Codex I created a simulation of the 1918 Influenza Pandemic along with learning materials and an ask-AI feature. In 2012 creating the simulation took me almost half a year, this new model took me half a day.
docs.google.com/document/d/1...
about 2 months ago
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I made several enhancements to the local model chatbot app I created with Gemini last month. But Gemini let me down when I tried to add more models and features. I succeeded after switching to Claude.
docs.google.com/document/d/1...
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Using a chatbot to create an offline chatbot for vibe coding
Using a chatbot to create an offline chatbot for vibe coding - home page 7 April 2026 Updated and enhanced 16 May 2026 When I read about Google’s release of open Gemma 4 models, I thought it w...
https://docs.google.com/document/d/18zDc2osyJRRrXIfaWk0dLQkQaDTIjI5Y0az9iCkusIM/edit?tab=t.0#heading=h.jsyc9hh4kkhu
about 2 months ago
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I continued my discussion with Claude after reading Corporations Constituting Intelligence. Besides getting a better understanding of AI governance issues, I was surprised to see so many introspective statements from Claude.
docs.google.com/document/d/1...
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Continuation of my discussion with Claude after reading Corporations Constituting Intelligence
Continuation of my discussion with Claude after reading Corporations Constituting Intelligence - home page 14 May 2026 After I read Abiri’s March 2026 paper Corporations Constituting Intelligence I ...
https://docs.google.com/document/d/1oYzT0ZsNlJMptBqoXtbSM4Q33BQcQ1T8r0OtjrmAEEY/edit?usp=sharing
2 months ago
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I just read Public Constitutional AI, a paper by a Yale Law professor. I had lots of ideas and questions and then proceeded to have a very good, deep, conversation with Claude about how to govern AI.
docs.google.com/document/d/1...
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Having a long, in-depth, conversation with Claude about a Public Constitutional AI paper led to a deeper understanding
Having a long, in-depth, conversation with Claude about a Public Constitutional AI paper led to a deeper understanding - home page 13 May 2026 After reading PUBLIC CONSTITUTIONAL AI by Gilad Abiri...
https://docs.google.com/document/d/1eLE_0Aypul59BPILpxG7xV9RsE0gpM4vg3Z71AN_5VI/edit?usp=sharing
2 months ago
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After reading “A Lo-Fi Rebellion Against AI” in the New Yorker I wondered how hard it would be to prompt ChatGPT and Gemini to generate images that don’t have an AI look. Chatbots thought many of the images might be mistakenly thought to be by people.
docs.google.com/document/d/1...
2 months ago
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I played with a new tool from Anthropic that let me (dimly) see the inner thoughts of an LLM as I asked it to write poetry, create an app, and answer questions about my book.
docs.google.com/document/d/1...
2 months ago
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I scanned a paper I wrote over 40 years ago and asked Codex to make an HTML version of the paper where the reader can run and modify all the examples in the paper. I’m happy with the result.
docs.google.com/document/d/1...
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Turning a 40-year old paper into an interactive document with the help of Codex
Turning a 40-year old paper into an interactive document with the help of Codex - home page 7 May 2026 I’m a big fan of active essays (now known as explorable explanations). After reading a paper ...
https://docs.google.com/document/d/1DC85cqX0kSI9p_gbYGkf7hYiRjIwqVEbTiA4mBAwr10/edit?usp=sharing
2 months ago
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I returned to the app I co-created with ChatGPT a few weeks ago where the Logo turtles draw on 3D shapes. I added cubes and several new features.
docs.google.com/document/d/1...
2 months ago
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With Gemini’s help I built an app that periodically creates illustrations in real time based upon what is being said.
youtu.be/96jN2OCOfLs?...
2 months ago
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Claude helped me build an animated message to aliens that begins with turtle graphics and ends with science and mathematics. Inspired by the 1960 book on the Lincos message.
docs.google.com/document/d/1...
3 months ago
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I asked ChatGPT whether a hack that enables programs to use the OpenAI API without a costly API key could be done in web pages as well. API usage would then count against the model usage quota of the ChatGPT subscriber. It is possible but very clumsy and hacky.
docs.google.com/document/d/1...
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Creating web apps that use OpenAI’s API as a subscriber
Creating web apps that use OpenAI’s API as a subscriber - home page 26 April 2026 When I read about a project that uses the OpenAI GPT API without an API key, I wondered if it was possible to creat...
https://docs.google.com/document/d/1EBhfUjoKq-inJKJi_q9eGMgMzFm4Ab79VByGgfM5sH4/edit?usp=sharing
3 months ago
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After reading "What Will It Take to Get AI Out of Schools?" in the New Yorker I wondered how Seymour Papert would react. So I asked 3 chatbots to imagine response essays by Seymour. I was impressed.
docs.google.com/document/d/1...
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Three "Seymour Papert bot" responses to "What Will It Take to Get AI Out of Schools?"
Three "Seymour Papert bot" responses to What Will It Take to Get AI Out of Schools? - home page 24 April 2026 After reading What Will It Take to Get A.I. Out of Schools? in the New Yorker, I ask...
https://docs.google.com/document/d/1dK5mIMNkw9NR5ZI2Cp9a_PJzlex_JCB6FvgqrTgbBBA/edit?usp=sharing
3 months ago
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I returned to experimenting with the evolution of Logo turtle programs. This time I co-created with Claude a huge app (7000 lines) that automates experimentation and analysis.
docs.google.com/document/d/1...
3 months ago
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Today I created an app with Gemini and ChatGPT where a child can talk to unicorns, hear them “sing”, and give them presents.
docs.google.com/document/d/1...
3 months ago
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All the major chatbots now can include interactive visualizations inside their chats. I decided to challenge them with the complex process of how ribosomes create proteins.
docs.google.com/document/d/1...
3 months ago
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Logo turtles can escape flatland and leave trails on spheres, cylinders, cones, and donuts. With ChatGPT I built an app that runs Logo programs on 3D shapes.
docs.google.com/document/d/1...
3 months ago
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Last week, I created an app with an agent that modifies Logo turtle programs and another agent who evaluates the generated images and suggests improvements. I returned by working with Claude to improve the app and run over 75 experiments.
docs.google.com/document/d/1...
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3 months ago
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I was able to design and implement a chatbot with support for vibe coding by asking chatbots to make the app run small free large language models. It runs fine without network access.
docs.google.com/document/d/1...
3 months ago
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After seeing a 1913 crossword puzzle in the Guardian today I asked ChatGPT to make an app from the photo. Its response was a working app.
docs.google.com/document/d/1...
3 months ago
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I spoke to ChatGPT on my phone to turn it into a spirit level for hanging pictures. Permissions to use its motion sensors complicated what should have been a simple task.
docs.google.com/document/d/1...
3 months ago
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With Gemini’s help I created an app with an agent that modifies Logo turtle programs and another agent who evaluates the generated images and creates suggested improvements based on the “taste” input. I ran experiments where the agents evolved the turtle programs .
docs.google.com/document/d/1...
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A multi-agent app to evolve turtle graphics programs co-created with Gemini
A multi-agent app to evolve turtle graphics programs co-created with Gemini - home page 1 April 2026 This image was automatically generated by ChatGPT from the PDF of this...
https://docs.google.com/document/d/1ulliMQ1VPaTMGQcigS2WpqiYxVKIXhxyhxlyubzoohA/edit?usp=sharing
3 months ago
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Yesterday in an online course based upon my book, The Learner’s Apprentice, two school students presented impressive apps they co-created with AI. One was a 3D space game made by a 9 year old and the other an “everything” app for fellow students.
docs.google.com/document/d/1...
4 months ago
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I guided Claude and Gemini in the creation of Seymour Papert bots. Some of the Papert quotes they made up, so I managed to get Codex to carefully go through 22 papers to select good thought-provoking quotes to start the conversations.
docs.google.com/document/d/1...
4 months ago
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I built playful mockups of a version of the Mac Finder based upon animation principles as imagined in a 1988 paper. I asked three chatbots to create demos of this “Disney Finder”.
docs.google.com/document/d/1...
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4 months ago
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Today I easily built an extension with Claude that alters the fonts on web pages to match the age of the words.
docs.google.com/document/d/1...
4 months ago
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I created a Lemmings-like game where players control creatures by entering rules in English. Claude helped me brainstorm the design and implemented the code. GPT Codex tested the game and worked with Claude to improve it.
docs.google.com/document/d/1...
4 months ago
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I created over a dozen artifacts based on my book, The Learner’s Apprentice, using Google’s NotebookLM. I created these in nine different formats (videos, quizzes, podcasts, …). NotebookLM is impressive.
docs.google.com/document/d/1...
4 months ago
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A 5-year old’s adventures as a unicorn who meets fairies, a mermaid, and an initially very friendly shark by using an app I co-created with Gemini.
docs.google.com/document/d/1...
4 months ago
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I found that GPT-5.3-Codex can design, implement, test, and debug a multimedia game for a 5-year old. My job was mostly giving it permissions.
docs.google.com/document/d/1...
4 months ago
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I recently asked different chatbots to create novel web games. Here I asked them to create games that are both original and FUN. 10 games of varying quality resulted.
docs.google.com/document/d/1...
4 months ago
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After discovering a lack of novelty in yesterday’s LLM designed games I chatted with Claude about this. We came up with a 5-step prompt that worked well.
docs.google.com/document/d/1...
4 months ago
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