# How do I build expertise when AI can do the easy steps? | AGI Platt emphasizes domain knowledge and the practice involved in developing scientific judgment. --- Canonical page: https://agiscorecard.com/future-guide/domain-knowledge Machine-readable verdicts: https://agiscorecard.com/data.json (CC BY 4.0) This Markdown mirror is generated from the page; the HTML page is canonical. ## Source-linked future guide You can read all sources and guides without JavaScript. Enable it to filter, save or export your own plan. Future guide (/future-guide) / Keep doing some hard thinking Keep doing some hard thinking How do I build expertise when AI can do the easy steps? Platt emphasizes domain knowledge and the practice involved in developing scientific judgment. John Platt · Latent Space Interview: 2026-09-22 Source review: 2026-10-03 Latent Space · Video John Platt Return to the original context. ▶ Load original video Connects to YouTube only after you click. No segment timestamp verified; opens the full episode. Open full video ↗ (https://www.youtube.com/watch?v=2xBSGluFkG0)Publisher’s original page ↗ (https://www.latent.space/p/john-platt) Source, interpretation and uncertainty What does this actually establish? Source status Source locator: Discussion of domain expertise and future generations of researchers · Not an independently verified outcome Speaker context AI researcher · discussing research methods and scientific work What remains open Research experience does not specify the best curriculum for every learner. AGI editorial interpretation Two ways this could unfold AI may widen access to difficult work. Skipping all difficult practice may leave judgment underdeveloped. These are conditional scenarios, not the speaker’s words or a probability estimate. Read alongside: Does getting an answer mean I have learned? (/future-guide/learning-with-ai) Different framing, dates and definitions; not a direct head-to-head forecast. Where do I stand for now? Lean toward agreement Lean toward disagreement Need more evidence This is your private, device-only record. No public vote count or collective probability is implied. Turn a view into a small experiment What is my next step? A simple plan you can test and revise. Your notes stay in this tab until you save them. What matters to me Understand the change Adapt my work Choose what to learn Explore income ideas Think about education Test my judgment The task or question in my life One action I will try Use the editorial starting point ↗ What would change my view? My review date (optional) I have tried this action Save my next step Export plan Add to calendar Saved on this device. You control the plan and review date; these are not model predictions. Read the interview and evidence on AGI ↗ (https://agiscorecard.com/future-guide/domain-knowledge) Embed the free action planner Video and context stay on this source page. ← Return to my next steps (/future-guide#notebook) ✳ JARVIS Research guide Which step do I need to understand well enough to challenge? Solve one example unaided, then use AI to compare approaches and explain the disagreement. Make my next step ↗ (#plan) Based on published sources and editorial guidance. This is not an AI-generated forecast or a personal capability assessment. A useful reading path A view in its original context A reason to stay open-minded An action you can try No account required. When you want to keep the work Your next step deserves a place to return to. Reading, video access, local saves and exports are free. Use the same plan on another device with AGI’s existing cloud workspace and version history. No paid interview collection or automated personal-report subscription is offered here. AGI cloud membership 9 USDT / 30 days Plus the order-matching decimal and network fees. 50 workspaces, 10 versions per workspace, 64 KB per workspace and 5 MB in total. No auto-renewal or extra AI allowance. Open my plan in membership The member page checks availability. Opening it does not upload your plan or start a purchase; save there explicitly. USDT payment only.