Coding Agents Are Secretly General Agents

Coding Agents Are Secretly General Agents

From Agentic Conversations (formally mlops.community) by Demetrios

June 27, 2026 · 1h 12m

About this episode

This episode explores the concept of coding agents as generalist agents and their implications for automation and AI development.

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…

People in this episode

Host: Demetrios

Guest: Jay Hack

Topics covered

  • coding agents
  • AGI-complete
  • automation of knowledge work
  • AI startups
  • fragmentation in data systems
  • mechanistic interpretability
  • LLMs in science

Keywords

  • coding agents
  • AGI-complete
  • automation
  • AI startups
  • fragmentation
  • LLMs
  • mechanistic interpretability
  • knowledge work

Mentioned in this episode

Organizations: ClickUp, MLOps Community

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