AI Access - Bryant McGill

# AI Access **Entity class:** Distribution principle **Domain:** Artificial intelligence / science / political economy **Maturity:** Developed ## Definition **AI Access** concerns whether competent machine intelligence reaches ordinary people, small organizations, schools, clinics, and communities rather than remaining a frontier capability controlled by a few institutions. ## Mechanism and Consequence Access converts capability into social capacity only when people can afford, direct, trust, and benefit from the systems that reach them. ## Relationships - [[wiki/AI Abundance|AI Abundance]] - [[wiki/Abundance Economics|Abundance Economics]] - [[wiki/Agentic Empowerment|Agentic Empowerment]] - [[wiki/Public Utility AI|Public Utility AI]] ## Source Dossiers - [[research/AI Is Now So Good They Will Pay You to Quit|AI Is Now So Good They Will Pay You to Quit]] - [[research/Super Intelligence Week Index of Statements from the White House Luncheon|Super Intelligence Week Index of Statements from the White House Luncheon]] - [[research/Jensen Pushes Back on Doomers Moonshots Live|Jensen Pushes Back on Doomers Moonshots Live]] ## Simple Reminders, Quotations, and Thoughts > "‘Superintelligence’ is a remarkably good way to think about [advanced AI] because many fears concern artificial superintelligence, which should be differentiated from the intelligence helping us day to day. Most of the AIs helping us every day will be the perspiration AIs—the execution AIs. We still need innovation in materials, physics, and other fields, but that is a different set of things. Let us make sure the ninety-nine percent of execution reaches the ninety-nine percent of people and uplifts everyone." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Abundance/Execution AI Must Reach Ninety-Nine Percent of People by Emad Mostaque|Execution AI Must Reach Ninety-Nine Percent of People by Emad Mostaque]] > "The good news is that the Xi–Trump summit and Bernie Sanders’ proposal are completely irrelevant. Once local model weights are available and people can run their own models, the world will move ahead regardless of what any single person does. Humanity has always trundled forward solving problems. We will likely solve cancer in the next two years; that is an unbelievably optimistic thing to aim for. Why would anyone want to slow it down?" > **— Salim Ismail**, *MOONSHOTS Live, September 25, 2026* [[reminders/Abundance/Local AI Models Will Move Humanity Forward Despite Governments by Salim Ismail|Local AI Models Will Move Humanity Forward Despite Governments by Salim Ismail]] > "The intelligence reaches a certain point where getting smarter isn’t necessarily the most impactful thing. Getting cheaper becomes the most impactful thing." > **— Tom Bilyeu**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Cheaper Intelligence Can Matter More Than Smarter Intelligence by Tom Bilyeu|Cheaper Intelligence Can Matter More Than Smarter Intelligence by Tom Bilyeu]] > The cost of AI is coming down, and the decline in cost changes which agentic systems can be deployed economically. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Falling AI Costs Decide Which Agentic Systems Become Economic by Emad Mostaque|Falling AI Costs Decide Which Agentic Systems Become Economic by Emad Mostaque]] > "We took the cheapest DeepSeek model and made it beat OpenAI’s last frontier model using this harness, and the cost is 50 times lower." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/A Cheap Model Beat a Frontier Model at One-Fiftieth the Cost by Emad Mostaque|A Cheap Model Beat a Frontier Model at One-Fiftieth the Cost by Emad Mostaque]] > "When o3, the first reasoning model, came out, it was the first model to get the gold medal in the International Math Olympiad. To do that cost $80,000. Today you can do it for $10 with the latest model." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Olympiad-Level Reasoning Fell From Eighty Thousand Dollars to Ten by Emad Mostaque|Olympiad-Level Reasoning Fell From Eighty Thousand Dollars to Ten by Emad Mostaque]] > "With the additional chips, with the harnesses and others, you should expect a 100-times decrease [in price] for an equivalent performance between now and one year from now." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Access/Equivalent AI Performance Could Become One Hundred Times Cheaper in a Year by Emad Mostaque|Equivalent AI Performance Could Become One Hundred Times Cheaper in a Year by Emad Mostaque]] > The compressed Qwen 27B model matches the frontier Opus model that you were using in January, and it runs on 6 GB — which is a Raspberry Pi, which uses as much energy as your brain. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Local AI/Frontier AI Now Runs on the Energy Budget of a Human Brain by Emad Mostaque|Frontier AI Now Runs on the Energy Budget of a Human Brain by Emad Mostaque]] > January’s frontier Opus model was current less than a year ago. That’s the model that was bankrupting people. That’s the model Amazon spent $500 million on, and now a model of comparable capability runs on a freaking smartwatch. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Local AI/Yesterday's Half-Billion-Dollar AI Capability Now Runs on a Smartwatch by Emad Mostaque|Yesterday's Half-Billion-Dollar AI Capability Now Runs on a Smartwatch by Emad Mostaque]] > "[The city metaphor] paints a very clear picture of how to organize for the future: you need to find new structures that match the specific demand that is emerging." > **— Salim Ismail**, *MOONSHOTS Live, September 25, 2026* [[reminders/Digital Government/New Demands Require New Institutional Structures by Salim Ismail|New Demands Require New Institutional Structures by Salim Ismail]] > "Nation-states are a terrible way of governing the world today because they are geared toward scarcity. In the most positive outcome, AGI or ASI emerges and forces us to operate as a world community. It forces countries to formulate consistent interface standards and establish a common interface with that intelligence. We cannot move the world forward through the logjam of fifteenth-century structures that have been outdated for at least a hundred years." > **— Salim Ismail**, *MOONSHOTS Live, September 25, 2026* [[reminders/Digital Government/Superintelligence Could Force Nations to Operate as a World Community by Salim Ismail|Superintelligence Could Force Nations to Operate as a World Community by Salim Ismail]] > "At the dawn of audio recording, many people in Edison’s time thought the ability to record the human voice would standardize accents and everything else. The exact opposite happened in many ways. Although low-resource languages have died off in the long tail, audio recording helped produce a proliferation of new accents and dialects. I predict superintelligence will likewise produce not an erosion of nation-states but a proliferation of new forms of government." > **— Alexander Wissner-Gross**, *MOONSHOTS Live, September 25, 2026* [[reminders/Digital Government/Superintelligence May Proliferate New Forms of Government by Alexander Wissner-Gross|Superintelligence May Proliferate New Forms of Government by Alexander Wissner-Gross]] > "The problem with nation-states is that they have armies and like to use them. Over time, we are going to see much more highly granulated self-determination, which will be good for the world because it will increase variety." > **— Salim Ismail**, *MOONSHOTS Live, September 25, 2026* [[reminders/Digital Government/Granular Self-Determination Can Increase Political Variety by Salim Ismail|Granular Self-Determination Can Increase Political Variety by Salim Ismail]] > "I think the biggest challenge in the world today is how to marry collective intelligence with localized wisdom. Machines are collecting our intelligence, learning, and adapting our systems, but we still need localization, diversity, and responses to local needs." > **— Emad Mostaque**, *MOONSHOTS Live, September 25, 2026* [[reminders/Digital Government/Collective Intelligence Must Preserve Localized Wisdom by Emad Mostaque|Collective Intelligence Must Preserve Localized Wisdom by Emad Mostaque]] > "A year or two ago, one school of thought held that hallucinations would be a disaster and never go away. Like everything else, we have scaled out of it, and the error rate is plummeting through pure scale." > **— Dave Blundin**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI Access/AI Hallucination Rates Are Plummeting Through Scale by Dave Blundin|AI Hallucination Rates Are Plummeting Through Scale by Dave Blundin]] > "Across 118 real app builds, Claude Sonnet 5.5 produced apps that scored level with Opus 5. It got there in 3.6 iterations per build on average, where Opus 5 took 7.7. It had the fewest failed tool calls of any model we compared." > **— Gabriel Grinberg**, *Introducing Claude Sonnet 5.5, September 28, 2026* [[reminders/AI Access/A Lower-Cost AI Matched a Frontier Model in Half as Many Iterations by Gabriel Grinberg|A Lower-Cost AI Matched a Frontier Model in Half as Many Iterations by Gabriel Grinberg]] > "On our private suite of 2,441 finance tasks covering Q&A, extraction, analysis, and forecasting, Claude Sonnet 5.5 scored ahead of Sonnet 5 and used about 121k tokens per answer, where Sonnet 5 used 497k. On our analyst search and retrieval work, it was better than Sonnet 5 in almost every way." > **— Joe Poirier**, *Introducing Claude Sonnet 5.5, September 28, 2026* [[reminders/AI Access/AI Cut Financial-Analysis Token Use by More Than Seventy-Five Percent by Joe Poirier|AI Cut Financial-Analysis Token Use by More Than Seventy-Five Percent by Joe Poirier]] > "Sonnet 5.5 rechecks data in source documents, catching errors that Sonnet 5 failed to spot. Compared to the last model, Sonnet 5.5 was more accurate, 2.4x faster, and used 12% fewer total tokens." > **— Yashodha Bhavnani**, *Introducing Claude Sonnet 5.5, September 28, 2026* [[reminders/AI Access/AI Became More Accurate, Two-Point-Four Times Faster, and More Efficient at Once by Yashodha Bhavnani|AI Became More Accurate, Two-Point-Four Times Faster, and More Efficient at Once by Yashodha Bhavnani]] > If model companies become liable for everything users do with their systems, they will stop giving powerful AI to the public. The capability will remain inside corporations that release only finished drugs, designs, or products. Excessive liability would not stop AI; it would centralize access to intelligence. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* [[reminders/AI Access/Unlimited AI Liability Would Centralize Intelligence Inside Corporations by Richard Socher|Unlimited AI Liability Would Centralize Intelligence Inside Corporations by Richard Socher]]  > “Democratizing useful AI tools is fine as far as it goes, but how far does it go? We are now discussing a level of risk that, if the concern is correct, nobody wants to be taking.” > **— David Robinson**, *The Ezra Klein Show, October 7, 2026* [[reminders/Risk Debate/Democratizing AI Does Not Democratize Unwanted Risk by David Robinson|Democratizing AI Does Not Democratize Unwanted Risk by David Robinson]]