# Reliable AI Agents Could Transform Digital Work Within Two Years 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* ## Sources and Context - **Recording and precise locator:** [18:09](https://www.youtube.com/watch?v=WsdcF7EEvhM&t=1089s) — Impact Theory with Tom Bilyeu, 2026. - **Exact reconciled source object:** “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.” - **Editorial status:** The poster is transparently labeled as an adaptation because the reconciled dossier required synthesis beyond bracket-only repair. - **Reconciled source dossier:** [[research/AI Is Now So Good They Will Pay You to Quit|AI Is Now So Good They Will Pay You to Quit]] preserves transcript order, speaker attribution, editorial conventions, and the surrounding argument. - **Weekly promotion dossier:** [[research/Weekly Reminder Hunt - 2026-10-02|Weekly Reminder Hunt — October 2, 2026]] records why this object was selected for permanent promotion. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/The Gigawatt Is the New Measure of War|The Gigawatt Is the New Measure of War]] ## Related Topics - [[wiki/Emad Mostaque|Emad Mostaque]] - [[wiki/AI Acceleration|AI Acceleration]] - [[wiki/Consumer AI|Consumer AI]] - [[wiki/Cognitive Labor|Cognitive Labor]] ## Share on Social Media ``` 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 https://bryantmcgill.com/simple-reminders-mostaque-reliable-ai-agents-could-transform-digital-work ```