# AI Acceleration **Entity class:** Technological trajectory **Domain:** Artificial intelligence / science / political economy **Maturity:** Developed ## Definition **AI Acceleration** is the compounding increase in machine capability, deployment speed, model availability, and the number of scientific or economic tasks that can be attempted in parallel. ## Mechanism and Consequence Acceleration changes governance because institutions must improve safety, infrastructure, and public adaptation while the underlying capability frontier continues moving. ## Relationships - [[wiki/Artificial Intelligence|Artificial Intelligence]] - [[wiki/Machine Succession|Machine Succession]] - [[wiki/AI Progress|AI Progress]] - [[wiki/Defensive Co-Scaling|Defensive Co-Scaling]] ## 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 > "We are on the cusp of a moment I have been waiting for my entire life. I am not going to throw cold water on what may be the greatest moment in the history of humanity. We are moving forward at warp speed. [AI] is improving itself, and the ability to make the world dramatically better is right in front of us. Misuse is an incredible threat, and there are solutions to it, but this is happening anyway. Getting stuck on doomerism is completely dysfunctional. We are not slowing down." > **— Dave Blundin**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI-Tech Doomers/Doomerism Cannot Stop the Greatest Technological Moment by Dave Blundin|Doomerism Cannot Stop the Greatest Technological Moment by Dave Blundin]] > "In the last twenty-two days, we have had twelve major model releases, including four releases in the last five days. We are averaging nearly one model release every two days." > **— Peter Diamandis**, *MOONSHOTS Live, September 25, 2026* [[reminders/Machine Succession/Major AI Models Are Arriving Every Two Days by Peter Diamandis|Major AI Models Are Arriving Every Two Days by Peter Diamandis]] > "Move at full speed, but also direct the labs to focus on alignment. Take the resources you have and point a hundred thousand agents toward alignment work." > **— Peter Diamandis**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI Control/Point One Hundred Thousand Agents at Alignment by Peter Diamandis|Point One Hundred Thousand Agents at Alignment by Peter Diamandis]] > "I think something probably went wrong after World War II, and we lost at least fifty years of progress due to moral panic over nuclear energy. I am seriously concerned that a moral panic over superintelligence could set us back another fifty years." > **— Alexander Wissner-Gross**, *MOONSHOTS Live, September 25, 2026* [[reminders/AI-Tech Doomers/Superintelligence Panic Could Cost Another Fifty Years of Progress by Alexander Wissner-Gross|Superintelligence Panic Could Cost Another Fifty Years of Progress by Alexander Wissner-Gross]] > "The OpenClaw moment was agentic AI: [an AI agent] will go do things on my behalf." > **— Tom Bilyeu**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/OpenClaw Turned AI Into an Actor on Your Behalf by Tom Bilyeu|OpenClaw Turned AI Into an Actor on Your Behalf by Tom Bilyeu]] > "You’ve gone from AI dropping the ball, hallucinating, [and] writing like crap to, all of a sudden, it’s good. It’s competent." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/AI Crossed From Unreliable to Competent by Emad Mostaque|AI Crossed From Unreliable to Competent by Emad Mostaque]] > "[AI has reached human-level performance] in design, and now it’s getting taste, which we never thought AI would get, and it’s not writing like slop." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Cognitive Agency/AI Is Developing Design Taste by Emad Mostaque|AI Is Developing Design Taste by Emad Mostaque]] > The next generation of AI models is coming with almost no hallucinations. In my math work and our physics work — super advanced stuff, really pushing the boundaries — until this current generation of publicly available models, you absolutely couldn’t trust them. It was like a grad student who gets a bit dopey at times. Now we’re finding it really hard to find any things that [the models] drop, any mistakes that they make. And that’s transformative. It’s like having a really competent employee versus not. Instinct, Muse from Meta, and other AI agents are starting to gain traction because they make very few mistakes compared with the agents available only a few months ago. In a year [AI agents will] make less mistakes, and in two years they’ll be fully integrated and available, which is why I think the economic impact comes in two years digitally, and then around then physically for certain jobs as well. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/Agentic AI/Reliable AI Agents Could Transform Digital Work Within Two Years by Emad Mostaque|Reliable AI Agents Could Transform Digital Work Within Two Years by Emad Mostaque]] > "AGI is not artificial, it is not general, and it is not really intelligence. Other than that, I am good with it. I think what we are building is a complementary mechanism to human intelligence, not a replicative one. The narrative keeps treating it as replicative, and then we end up with *The Matrix*, Skynet, and robot overlords taking over the world." > **— Salim Ismail**, *MOONSHOTS Live, September 25, 2026* [[reminders/Cognitive Agency/AI Is Complementary to Human Intelligence, Not a Replica by Salim Ismail|AI Is Complementary to Human Intelligence, Not a Replica by Salim Ismail]] > "We're moving towards AI as an increasingly agentic capability embedded within how we build, test, secure, and operate technology. At Barclays, we're using Claude to help modernize legacy platforms, improve software quality, and allow our technical experts to focus on the most complex challenges." > **— Craig Bright**, *Barclays scales Claude to upgrade operations and improve client experience, October 1, 2026* [[reminders/Agentic AI/AI Is Becoming an Agentic Capability Embedded in Enterprise Technology by Craig Bright|AI Is Becoming an Agentic Capability Embedded in Enterprise Technology by Craig Bright]] > "In Epic's early testing, Claude Sonnet 5.5 cleared the same quality bar you'd expect from a higher-tier model, holding up on a system design audit and a data flow review. The new model managed tens of thousands of lines of code for gameplay system architecture, kept responses snappy, handled multi-hour tasks, and delivered with less prescriptive prompting." > **— Daniel Vogel**, *Introducing Claude Sonnet 5.5, September 28, 2026* [[reminders/Agentic AI/One AI Model Managed Tens of Thousands of Lines of Game Architecture by Daniel Vogel|One AI Model Managed Tens of Thousands of Lines of Game Architecture by Daniel Vogel]]