AI Disclosure.
All the thinking and synthesis is mine. Some of the words and some of the code are AI.
The thinking. The synthesis.
Some of the words. Some of the code.
I'm not trying to pass it off as something it isn't. If you see the em dashes and think maybe this was made with AI, you're right. It's still my thinking at the end of the day.
I'm a better thinker than I have ever been a writer. I don't mind AI writing, so long as I'm driving.
I had to read a vast array of books the old-fashioned way to get to the place where I can do lateral, creative synthesis across disciplines. That's where the perspectives and propositions on this site come from.
I'm a professional writer. Writing by hand takes me much longer and takes a lot of editing.
AI, like all technology, is about saving time and resources to produce the same result. The wheel is technology. Language itself is technology.
Humans can do everything AI can do. It would just take us much longer and be far more expensive.
The truth is my use of AI is actually punk rock. Even punks buy amplifiers. It gives me the capacity to be a think tank with the resources of a former ad man working off of savings from his house in Texas.
What I care about is the thinking. Not what words you used, or the format, or the credentials after your name. Just how good is the thinking.
— Imran Hafiz, Founder
Certified halal.
By my own rubric.
I'm a Muslim, and I judge my use of AI to be halal. Nobody certified that but me, because there's no book for this. What does halal bicycling look like? Halal accounting? Every believer has to reason it out from purpose, so I wrote down how I reason and called it the Hafiz AI Halal Index, or HAHI. (It works like a mizan, the balance.) I'm scoring myself first.
My own book, The American Muslim Teenager's Handbook, was in the data used to train Claude. My family joined the class action. My share of the settlement goes toward the bill for the work on this site.
- Provenance. How was it made, and did I make it check its work?
- Use. Who benefits, and who gets hurt?
- Fruit. Does the good keep flowing after the session ends?
- Deceiving people about what they're dealing with
- Fabricating evidence
- Targeting a person
- Predatory extraction
- Taking credit for someone else's work
I make the model fight me, check its errors, and credit sources. I lose points because I had zero control over how the model was made. I get some back because I'm using money from Claude to try to help AI be better.
I can't think of a time my AI use has caused harm to anyone. The one tension: there have been times I didn't disclose everything I did with AI, when I thought it would hijack the conversation. This page is how I resolve that.
I've planted a lot of seeds. I'm not in the harvest season of life yet. The fruit that has ripened was really appreciated.
A perfect score would be marketing. This is a living record. The rubric reopens every year, and anyone can fork it, score their own use, and tell me where it's wrong.
Your turn. Measure your use of AI on the HAHI: five minutes, answer it yourself or let your own AI grade you. Clear the bar, and the mark is yours to wear.
Think I scored myself too kindly? Write to imran@auxlabs.co. Challenges get published next to the score.
No image on this site is AI-generated. Samantha Byrd made the photographic plates on the homepage and the Commercial and Why Us pages. The research covers, the interludes inside the papers, and the Crucible and Nectar plates are composites of public-domain and CC0 photographs from Wikimedia Commons, assembled and toned to the house green with Claude Design. The diagrams in the papers are drawn in code.
Image credits: every source photograph, with its licence
- axl-wp-04.jpg
- Theatre proscenium (subject): CLOSE VIEW OF STAGE SHOWING FIRE CURTAIN - Alabama Theatre, 1811 Third Avenue North, Birmingham, Jefferson County, AL HABS ALA,37-BIRM,37-35.tif · Public domain
- Tacoma Narrows Bridge, 1940 (on stage): ORIGINAL UNREPLACED APPROACH FROM FIRST SUSPENSION BRIDGE - Tacoma Narrows Bridge, Spanning Narrows at State Route 16, Tacoma, Pierce County, WA HAER WASH,27-TACO,11-32.tif · Public domain
- axl-wp-05.jpg
- Convex looking glass (subject): Looking Glass MET 47730.jpg · CC0
- Big Sur coast (in the mirror): Views from Pacific Coast Highway, Scenic State Route 1, a major north-south state highway that runs along most of the Pacific coastline of California LCCN2013633121.tif · Public domain
- axl-wp-06.jpg
- Eye (subject): Close up eye (Unsplash).jpg · CC0
- Railroad tracks (second exposure): Railroad-Tracks-Perspective.jpg · Public domain
- axl-wp-08.jpg
- Magnifying glass (subject): Magnifying Glass MET 255262.jpg · CC0
- Circuit board (in the lens): Caviar 2340 Hard Drive Circuit Board Side 2.jpg · CC0
- Etched circuit board (ghost): Etched circuit board after cleaning.jpg · CC0
- axl-wp-09.jpg
- Foundry-worker statue (subject): Statue of Worker Pouring Molten Metal (29989257836).jpg · CC0
- Archive stacks (second exposure): Stack Area of the National Archives Building - DPLA - 22173d52df99d88fcac968c1f9861f8b.jpg · Public domain
- file-02-crucible.jpg
- Foundry-worker statue (subject): Statue of Worker Pouring Molten Metal (29989257836).jpg · CC0
- Archive stacks (second exposure): Stack Area of the National Archives Building - DPLA - 22173d52df99d88fcac968c1f9861f8b.jpg · Public domain
- axl-wp-10.jpg
- Studio microphone (subject): LATE NIGHT (Unsplash).jpg · CC0
- Handwritten letter: Hutchinson Letter 2.jpg · Public domain
- Handwritten letter (Modi script): Balaji Vishwanath's handwritten letter 02.jpg · Public domain
- Handwritten court record (Persian): Khalsa Darbar record of the Sikh Empire's Lahore Darbar, concerning court-cases, bundle of various records (some dating to post-annexation), ca.1817–1861 04.jpg · Public domain
- Handwriting sample: The Quimby Manuscripts - P. P. Q. handwriting sample.jpg · Public domain
- Handwritten letter, 1865: Letter from Mollie Grimes to Edwin Brown, November 23, 1865 - DPLA - 03e784f0b4447525dd72da8e7bdd4a21 (page 2).jpg · Public domain
- axl-wp-01.jpg
- Crowd-surfer carried over a concert crowd (subject): Crowdsurfing man (Unsplash).jpg · CC0
- Chain-link fence (second exposure): Chainlink fence Fence Barrier.jpg · CC0
- axl-wp-03.jpg
- Reader behind an open newspaper (subject): Person reading a newspaper (Unsplash).jpg · CC0
- 1890 front page, set into the sheet in place of the photographed paper: Seligman Sunbeam, Nov. 1 1890.jpg · Public domain
- Mended seams, traced from the lacquer repairs on a glass bowl: Glass Bowl, Kofun period, 6th century, perhaps from the tomb of Emperor Ankan, Habikino-shi, Osaka - Tokyo National Museum - DSC06402.JPG · CC0
- file-03-nectar.jpg
- Straw hive with comb (subject): CombsInHiveLHist.JPG · CC0
- Engraving of honeycomb (second exposure): Creation by Evolution (1928) p190 comb of bee hive.png · Public domain
- axl-wp-01-plate.jpg
- Prairie (subject): Cedar River National Grassland, Dakota Prairie Grasslands (52098966958).jpg · Public domain
- Township plat, survey lines only: Plat book and complete survey of Christian County, Illinois - containing plats of all townships with owners' names, also outline map of the county showing location of townships, villages, roads, LOC 2008622197-33.jpg · Public domain
- axl-wp-03-plate.jpg
- Tea bowl with gold repairs (subject): Tea bowl, Korea, Joseon dynasty, 16th century AD, Mishima-hakeme type, buncheong ware, stoneware with white engobe and translucent, greenish-gray glaze, gold lacquer - Ethnological Museum, Berlin - DSC02061.JPG · CC0
- Restoration scaffolding (ghost): Restoration work Parthenon facade Acropolis Athens Greece.jpg · CC0
- axl-wp-04-plate.jpg
- Painted stage curtain (backdrop): Stage- Painted curtain and proscenium - Atlas Theatre, 213 West Sixteenth Street, Cheyenne, Laramie County, WY HABS WYO,11-CHEY,2-4.tif · Public domain
- Brick wall (through the tear): Brick Wall Building.jpg · CC0
- axl-wp-05-plate.jpg
- Fog over the Pacific, Big Sur: Hurricane Point view Big Sur, Aug 2019 4.jpg · CC0
- Big Sur coastline (mismatched reflection): Hurricane Point view Big Sur, Aug 2019 3.jpg · CC0
- axl-wp-07-plate.jpg
- Archive stacks: Stack Area of the National Archives Building - DPLA - 22173d52df99d88fcac968c1f9861f8b.jpg · Public domain
- instrument-01-perpendiculum.jpg
- Gallo-Roman plumb bob on its cord (subject): Fil à plomb gallo-romain Metz 100109.jpg · Public domain
- Mission Control, consoles and operators (second exposure): Overall view of Mission Control Center during Apollo 14 (S71-16879).jpg · Public domain
- axl-wp-11.jpg
- Switchboard operators from behind (subject): Chesapeake and Potomac Telephone Company. View of row of operators. View of chairs showing type of chairs used by... - NARA - 522875.tif · Public domain
- Mycelium network (second exposure; the mushroom itself removed): A common mushroom in the button stage, photo from The Encyclopedia of Food by Artemas Ward.jpg · Public domain
- axl-wp-11-plate.jpg
- Town plan (ground): Map of the Original City of Philadelphia in 1682 by Thomas Holme.jpg · Public domain
- Mycelium network and the new node: A common mushroom in the button stage, photo from The Encyclopedia of Food by Artemas Ward.jpg · Public domain
Full record: PLATE-SOURCES.md.