Coding Agents Are Secretly General Agents

In this episode:

🧠 Coding agents are generalist agents — why "positive transfer" means an agent that's better at code is better at everything, and how that makes them "AGI-complete"

⏳ "Code will be solved in a year" — what the automation of knowledge work actually looks like, and why Jay joined ClickUp to be on it

🏗️ Why the labs are crushing AI startups — free-for-two-years deals, Windsurf losing Claude access, and the brutal economics of building on top of frontier models

🔗 The real moat is convergence — context, surfaces, and unit economics, a.k.a. "Cursor for your whole job"

💬 Slack's data walls & the Glean problem — why fragmentation is the enemy and a single system of record wins

🧪 RLVR & verifiability — why code became the perfect training ground for agents, and how to tell if you're even getting better

🔬 LLMs are running the frontier of science — Putnam 12/12, Erdős problems, simulating a cell, and vibe-writing economics papers

🚗 The car wash test that still breaks GPT-5 — spiky models, world models, Plato's cave, and the "stochastic parrot" debate

🏖️ Plus: mechanistic interpretability as "brain surgery," catastrophic forgetting, the danger of deleting knowledge from models, and a pitch for a "resort for LLMs"

Whether you're building agents, leading an AI team, or just trying to figure out what "agentic" really means for everyday work — this one's a fun, deep ride.

🔗 Links & Resources

Jay Hack: linkedin.com/in/jayhack

ClickUp: clickup.com

MLOps Community: go.mlops.community

Mentioned: Gödel, Escher, Bach (Douglas Hofstadter) · "Machine Learning: The High-Interest Credit Card of Technical Debt" (Sculley et al.) · Periodic Labs · Ginkgo Bioworks · Physical Intelligence

⏱️ Timestamps

[00:00] AI Timeline

[00:22] AI Startups and Timing

[06:30] GPT-3 Impact

[13:24] Selling CodeGen to ClickUp

[19:31] AI Interaction Patterns

[28:41] Slack and AI Agents

[36:11] ClickUp Task Automation

[41:32] AI in Scientific Research

[48:48] Human Understanding vs AI

[54:18] Catastrophic Forgetting Explained

[59:59] AI Delegating to Humans

[1:05:00] Agent-Based Game Integration

[1:08:42] LLM vs Game Design

[1:11:27] Wrap up

#AIAgents #AgenticAI #ClickUp