Frances, Tea, and the European Honeybee
I grew up with Jackie Chan as a hero. He played characters who topple emperors and now spends his real life serving a historically illegitimate dynasty. The contrast astounds me. This is the story of the manor that never falls, it only gets a new passport.
Testing Local Language Models on a Single 16GB Machine: Real-World Findings
I've recently been exploring the world of local language models on a modest 16GB machine, and I want to share some honest, grounded insights from my testing experience. These findi
The Creative Quotient
CQ measures what you can make and imagine, not what you know. It scores the imagining side (fluency, flexibility, originality by rarity, elaboration) and the making side (your real execution against a public-domain standard, interpretation rewarded) at once. No single right answer, no judge's gut, and either side drops only by a certified human's call.
Your Heritage Is Rebellion. But The Rebellion Was Against Monopoly.
The Boston Tea Party was an anti-monopoly riot against a state-chartered corporation, not a vague tax protest. Anti-monopoly was the American default, left and right, until Bork's 1978 Antitrust Paradox redefined monopoly as high prices and cleaved the tradition in two. As machines begin to build machines, the 1773 question returns, and the American Productive Capacity Authority answers it in American precedent. No Marx, no nationalization.
The Constitution Already Solved the Hardest Law of the Robot Age. It's the Second Amendment.
The hardest political question of the next twenty years is not whether robots take the jobs. It is who is allowed to own the robot. The American Productive Rights Amendment borrows the Second Amendment's proven structure for a dangerous and necessary tool: regulate it hard, but leave the right with the people.
The Language Quotient
LQ scores every language you speak separately on the CEFR scale, reading what you actually produce in writing and speech. It also hands teachers back pen and paper: scan handwritten work and the system reads one page across KQ, RQ, LQ and more, the one place AI leads instead of follows.
The Emotional Quotient
Self-rating EQ quizzes measure how you describe yourself, not what you can do. EQ scores the four-branch ability model, perceiving, using, understanding, managing, plus interoception as a fifth, reading what you say and, with consent, what your heart does. Branches you didn't reach simply drop out.
Why Bernie Sander is Either a Complete Moron or a Complete A**hole
Bernie is right that AI extracts the collective intelligence of humanity for a dozen men. But he argued public ownership with no prebuttal, pre-loading the confiscation frame on national television. The American Productive Capacity Authority answered every objection months earlier. A case study in apoplectic plagiarism.
Historical Apoplexy in Cycles: Five Times We've Done This Before, Five Times the Tech Was Real, and Five Times the Bubble Grew Anyway
The technology is real. The demand is real. The equity is still a bubble. Carlota Perez's installation-then-deployment shape, walked through railways, autos and power, transistors, the internet, and AI. The crash prices the equity, not the invention.
Every Industry Got Its NetSuite. Education Got a Babysitter.
I have been appalled by my generation for some time. A reading collapse that reaches the adults, a litmus only one in 6,700 American adults passes, and why edtech belongs in the back seat. Oracle for student ability, Salesforce for the classroom, so the teacher can teach.
The CAT on Top of the CAT
A CAT picks your next question from your last answer. The VQ runs eight, one per quotient, then puts a ninth CAT on top that adapts four things at once: which quotient, what format, what question, what grade. The cat on top of the cats.
Did You Pet the Dog?
Hand a person a test and they start managing the impression. A good game is the one place they forget anyone is watching. Score a few designed moments of play and you read reasoning, creativity, and social coordination cleanly, the way stealth assessment has for twenty years.
Computer Adaptive Curriculum: The Lesson Plan That Measures Itself Without AI
Gen Z is the first generation in modern history to score lower than the one before it, and adult literacy and numeracy are falling too. The response: make the lesson plan measure itself, and turn edtech from a screen into a management layer.
The Reasoning Quotient
Everything people call IQ lives in RQ, measured cleanly on novel, knowledge-free problems and scored on how hard a problem you can solve, not how many you got. Plus a read on what kind of reasoner you are that never touches the number.
The Knowledge Quotient
Most smart tests give you one number. KQ gives you a score for every school subject separately, and finds the grade level you actually perform at in each, from grade 5 to PhD-level grade 20. Gaps surface; they don't get covered up.
The Vitruvian Quotient Platform
Most schools measure intelligence with one number from one kind of test. The VQ Platform measures it with eight, across the whole brain and body, from kindergarten through adulthood. What it looks like for students, teachers, parents, and principals.
Abundance Is My Lane
Five elite voices reach for the same missing answer. I have been writing it for fourteen years. A note on the threshold the AI conversation will not cross, and the policy compendium that gets us across it.
Venus Prime: Why Biology Is The First Tool Of Terraforming - Not The Last
49 million years ago a fern edited Earth's atmosphere. Enclose that organism in a Venus aerostat bioreactor and biology becomes the first tool of terraforming, not the last. Carl Sagan had the mechanism in 1961; the correction was one variable, enclose the organisms.
The Venus Balloon Fleet: Why Every Balloon Doesn't Need Everything
Carl Sagan's Venus aerostats, made into a real fleet. Four devices across four phases (Explorer, Spreader, Harvester, Sovereign), and the specialization insight that cuts 21% off fleet mass: not every balloon needs everything.
Imran's Ten Devices On A String: Sub-Mission Classes From The Venus Bubble Network... (and a little extra)
The tether is the mission. A Venus aerostat floats in shirtsleeve conditions at 50-55 km, but the cable beneath it reaches 462C and 92 bar at the surface. Ten tethered devices, plus a 3D-printed drone fleet, turn every altitude band into a laboratory and a factory.
The Full Arc: From Ancient Abundance to Middleclass Forgetting to WTF Do We Do?
The species isn't stuck because the math doesn't work. It's stuck because most people have never heard of any of this. The full arc: ancient abundance, the forgetting, and what comes after.
Historical Apoplexy: When Civilization Learns It Was Wrong
A term I coined to describe the collective psychological trauma that occurs when a civilization discovers its foundational narratives were built on fundamental errors, fabrications, or misunderstandings. Unlike individual cognitive dissonance, Historical Apoplexy operates at civilizational scale.
Historical Apoplexy (I. Cooper)
A systemic breakdown in a civilization's ability to transmit and integrate its own prior knowledge, caused by breaks in intellectual lineage and the Great Conversation, leading to repeated rediscovery and degraded collective self-awareness. The core definition, diagnostic criteria, and full lit review.
Vitruvian Intelligence: Well-Rounded Balance Matters More Than Ever
The Vitruvian Quotient (VQ) captures the harmony of human potential by measuring eight distinct quotients in canonical order: Knowledge, Reasoning, Emotional, Language, Creative, Social, Motor, and Biological. Add them up, and you get the totality of the individual.
Permitting as a Social Phenomenon: More Than Just Technical Red Tape But A Sociological Lens On Civic Life
Permitting is a product of sedentism and the social contract, tied to how we vote, settle, and pass property down. A sociological and anthropological lens on civic life: it is not just about rules and inspections, it is about people, power, and place.
Ancient Roots: Permitting from Babylon to the Renaissance
Nearly 4,000 years ago a Babylonian builder had to present plans before laying a brick. From Hammurabi's Code to Renaissance guilds to an 1892 New Zealand permit, the surprisingly ancient history of the building permit and why it never went away.
Fiber Permitting: Un-Complicating the Wire Nest That is Multi-Jurisdictional Projects
Permitting is more sociological than technical. A fiber build snakes through county after county, each with its own application and fee structure. A look at ROW, TOWAIR, railroad and water crossings, real per-foot costs, and how SMEs, Salesforce, and automation tame the wire nest.
What Secrets Lie Beneath Flooded Streets That Could Turn Life-Saving Efforts Into Lethal Risks?
When floodwater meets an energized solar or battery system, a rescue can turn lethal. Why permitting is the last line of defense for PV and storage in floodplains.
Examples of VQ Components in Various Professions (Multi-Species Observation)
The eight components of the Vitruvian Quotient, KQ through BQ, shown at work across twenty human professions, three new ones, and a dog.
Vitruvian Intelligence: Balance in Benchmarking Humans
A brushed-up college rambling on the well-rounded ideal, lost to hyper-specialization, and the Vitruvian Quotient that might capture the sum of a person across five domains.