---
schema: 1
type: video
title: >-
  Should AI Engineers Still Read Code in 2026? The Z/L Continuum — Alex Volkov,
  ThursdAI
description: >-
  "How much better do the models have to get before you'll stop reading the
  code?" Theo asked that question recently and the replies caught fire. Mitchell
  Hashimoto is calling it agent psychosis. ThePrimeagen's subreddit is in open
  revolt about people shipping code they never read. Uncle Bob says we have
  about a year left of looking at code at all. Alex Volkov saw this argument
  coming three months ago, and gave it a name. At AI Engineer Europe, OpenAI's
  Ryan Lopopolo opened the conference by saying "code is free." His team shipped
  over 1,000,000 lines with zero human review. Mario Zechner closed the same
  conference telling everyone to slow the f*** down and read every line. Same
  stage. Opposite advice. Standing ovations for both. Alex hosts ThursdAI and
  spends every week talking to the people building this stuff. In this talk he
  lays out the Z/L Continuum: what the top AI engineers in the world actually
  do, not what they say on stage. Including: • Anthropic's own numbers on Claude
  writing 80%+ of Claude's code, and what happens when it breaks • Why human
  review became the bottleneck nobody wants to talk about • The uptime chart
  that looks like a Christmas tree • Why Dexter Horthy, the "let the agent cook"
  guy, publicly said "I was wrong" • The one tweet that changed how Alex thinks
  about this. You're not Team Z or Team L. Every task gets its own spot on the
  continuum, and knowing where to place it is the actual skill now. If you've
  ever shipped code you didn't read (be honest), this talk is about you. Speaker
  info: - https://x.com/altryne - https://thursdai.news - The original Z/L
  Continuum essay: https://thursdai.news/zl - Anthropic's "When AI Builds
  Itself": https://www.anthropic.com/institute/recursive-self-improvement -
  Lucas Meijer's tweet: https://x.com/lucasmeijer/status/2044448265194627182
  Timestamps: 0:00 - Introduction 0:48 - The shift in AI engineering since
  December 2025 1:32 - The trend of AI-assisted coding and reduced manual input
  3:37 - The core conflict: "Code is free" vs. "Read every line" 6:13 - Defining
  the Z/L Continuum 8:02 - Analyzing the "code is free" perspective (Ryan
  Lopopolo/OpenAI) 9:31 - Risks of rapid AI output and incident rates 11:04 -
  Recursive Self-Improvement (RSI) and human review as a bottleneck 12:08 - The
  correction: Focusing on tasks, not people 13:56 - Recommended strategy:
  Routing changes for appropriate verification 15:52 - Emerging capabilities:
  Fable and Mythos 17:16 - Capability drift and the shift toward "Loops" 18:16 -
  Understanding "Loops" as the next engineering primitive 20:15 - Future outlook
  and maintaining flexibility #AIEngineering #AICoding #CodeReview #VibeCoding
  #ClaudeCode #AIAgents #ThursdAI --- Watch along with the corrected transcript,
  summary, timestamps and resources on this talk's official AIE page:
  https://ai.engineer/talks/ZpK5PWX2YRM-the-z-l-continuum-should-ai-engineers-still-read-code
  Join our upcoming AI Engineer conferences (see https://ai.engineer landing
  page): - AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs
  and engineers - AIE CODE in SF, November 10–12 — the top AI Coding conference
  returns - AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS
  2026 in Sydney ---
canonical: 'https://liquidgold.cc/watch/ZpK5PWX2YRM'
markdown: 'https://liquidgold.cc/watch/ZpK5PWX2YRM.md'
llms: 'https://liquidgold.cc/watch/ZpK5PWX2YRM/llms.txt'
parent: 'https://liquidgold.cc/channel/aidotengineer.md'
channel: aidotengineer
updated: '2026-10-24T08:15:45.943Z'
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publishedAt: '2026-07-10T18:00:06.000Z'
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# Should AI Engineers Still Read Code in 2026? The Z/L Continuum — Alex Volkov, ThursdAI

"How much better do the models have to get before you'll stop reading the code?" Theo asked that question recently and the replies caught fire. Mitchell Hashimoto is calling it agent psychosis. ThePrimeagen's subreddit is in open revolt about people shipping code they never read. Uncle Bob says we have about a year left of looking at code at all. Alex Volkov saw this argument coming three months ago, and gave it a name. At AI Engineer Europe, OpenAI's Ryan Lopopolo opened the conference by saying "code is free." His team shipped over 1,000,000 lines with zero human review. Mario Zechner closed the same conference telling everyone to slow the f\*\*\* down and read every line. Same stage. Opposite advice. Standing ovations for both. Alex hosts ThursdAI and spends every week talking to the people building this stuff. In this talk he lays out the Z/L Continuum: what the top AI engineers in the world actually do, not what they say on stage. Including: • Anthropic's own numbers on Claude writing 80%+ of Claude's code, and what happens when it breaks • Why human review became the bottleneck nobody wants to talk about • The uptime chart that looks like a Christmas tree • Why Dexter Horthy, the "let the agent cook" guy, publicly said "I was wrong" • The one tweet that changed how Alex thinks about this. You're not Team Z or Team L. Every task gets its own spot on the continuum, and knowing where to place it is the actual skill now. If you've ever shipped code you didn't read (be honest), this talk is about you. Speaker info: - https://x.com/altryne - https://thursdai.news - The original Z/L Continuum essay: https://thursdai.news/zl - Anthropic's "When AI Builds Itself": https://www.anthropic.com/institute/recursive-self-improvement - Lucas Meijer's tweet: https://x.com/lucasmeijer/status/2044448265194627182 Timestamps: 0:00 - Introduction 0:48 - The shift in AI engineering since December 2025 1:32 - The trend of AI-assisted coding and reduced manual input 3:37 - The core conflict: "Code is free" vs. "Read every line" 6:13 - Defining the Z/L Continuum 8:02 - Analyzing the "code is free" perspective (Ryan Lopopolo/OpenAI) 9:31 - Risks of rapid AI output and incident rates 11:04 - Recursive Self-Improvement (RSI) and human review as a bottleneck 12:08 - The correction: Focusing on tasks, not people 13:56 - Recommended strategy: Routing changes for appropriate verification 15:52 - Emerging capabilities: Fable and Mythos 17:16 - Capability drift and the shift toward "Loops" 18:16 - Understanding "Loops" as the next engineering primitive 20:15 - Future outlook and maintaining flexibility #AIEngineering #AICoding #CodeReview #VibeCoding #ClaudeCode #AIAgents #ThursdAI --- Watch along with the corrected transcript, summary, timestamps and resources on this talk's official AIE page: https://ai.engineer/talks/ZpK5PWX2YRM-the-z-l-continuum-should-ai-engineers-still-read-code Join our upcoming AI Engineer conferences (see https://ai.engineer landing page): - AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs and engineers - AIE CODE in SF, November 10–12 — the top AI Coding conference returns - AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS 2026 in Sydney ---

Canonical: https://liquidgold.cc/watch/ZpK5PWX2YRM · Channel: [AI Engineer](https://liquidgold.cc/channel/aidotengineer.md)

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