---
schema: 1
type: video
title: '"Software Fundamentals Matter More Than Ever" — Matt Pocock'
description: >-
  AI coding tools are overhyped and powerful at the same time. Used well,
  they're extraordinary. Used badly, they'll bury you in spaghetti code faster
  than any human team could. The difference isn't the tool. It's the process.
  After 18 months of teaching developers to build with AI agents, Matt Pocock
  has watched the same patterns emerge: the devs who succeed aren't the ones who
  delegate everything or nothing. They're the ones who fall back on engineering
  fundamentals. In this talk, he shares the iterative process his students use
  to ship high-quality applications with AI agent swarms, and why the principles
  that make it work (ubiquitous language, vertical slices, TDD, deep modules)
  are decades-old ideas that didn't break. They got more important. Speaker
  info: - https://x.com/mattpocockuk - https://www.linkedin.com/in/mapocock/ ---
  Join AI Engineer CODE in San Francisco, November 10–12: our last flagship
  conference of 2026. This selective, application-only gathering brings together
  top agentic engineers to explore software factories, system-one models and
  large-scale rewrites. https://ai.engineer/code/2026 Explore this talk's
  slides, transcript, key takeaways and resources on its official AI Engineer
  page:
  https://ai.engineer/talks/v4F1gFy-hqg-software-fundamentals-for-ai-coding ---
canonical: 'https://liquidgold.cc/watch/v4F1gFy-hqg'
markdown: 'https://liquidgold.cc/watch/v4F1gFy-hqg.md'
llms: 'https://liquidgold.cc/watch/v4F1gFy-hqg/llms.txt'
parent: 'https://liquidgold.cc/channel/aidotengineer.md'
channel: aidotengineer
updated: '2026-10-24T15:07:36.664Z'
language: null
children: []
videoId: v4F1gFy-hqg
durationSeconds: 1106
publishedAt: '2026-04-23T15:15:06.000Z'
searchChunks:
  - ordinal: 0
    text: null
    startSeconds: 27
    endSeconds: 142
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=27'
    heldReason: rights
  - ordinal: 1
    text: null
    startSeconds: 27
    endSeconds: 142
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=27'
    heldReason: rights
  - ordinal: 2
    text: null
    startSeconds: 27
    endSeconds: 142
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=27'
    heldReason: rights
  - ordinal: 3
    text: null
    startSeconds: 154
    endSeconds: 242
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=154'
    heldReason: rights
  - ordinal: 4
    text: null
    startSeconds: 154
    endSeconds: 242
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=154'
    heldReason: rights
  - ordinal: 5
    text: null
    startSeconds: 242
    endSeconds: 252
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=242'
    heldReason: rights
  - ordinal: 6
    text: null
    startSeconds: 252
    endSeconds: 340
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=252'
    heldReason: rights
  - ordinal: 7
    text: null
    startSeconds: 252
    endSeconds: 340
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=252'
    heldReason: rights
  - ordinal: 8
    text: null
    startSeconds: 351
    endSeconds: 472
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=351'
    heldReason: rights
  - ordinal: 9
    text: null
    startSeconds: 482
    endSeconds: 615
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=482'
    heldReason: rights
  - ordinal: 10
    text: null
    startSeconds: 482
    endSeconds: 615
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=482'
    heldReason: rights
  - ordinal: 11
    text: null
    startSeconds: 615
    endSeconds: 626
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=615'
    heldReason: rights
  - ordinal: 12
    text: null
    startSeconds: 626
    endSeconds: 718
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=626'
    heldReason: rights
  - ordinal: 13
    text: null
    startSeconds: 626
    endSeconds: 718
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=626'
    heldReason: rights
  - ordinal: 14
    text: null
    startSeconds: 728
    endSeconds: 818
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=728'
    heldReason: rights
  - ordinal: 15
    text: null
    startSeconds: 728
    endSeconds: 818
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=728'
    heldReason: rights
  - ordinal: 16
    text: null
    startSeconds: 829
    endSeconds: 927
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=829'
    heldReason: rights
  - ordinal: 17
    text: null
    startSeconds: 938
    endSeconds: 1072
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=938'
    heldReason: rights
  - ordinal: 18
    text: null
    startSeconds: 938
    endSeconds: 1072
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=938'
    heldReason: rights
  - ordinal: 19
    text: null
    startSeconds: 938
    endSeconds: 1072
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=938'
    heldReason: rights
  - ordinal: 20
    text: null
    startSeconds: 938
    endSeconds: 1072
    watch: 'https://liquidgold.cc/watch/v4F1gFy-hqg?t=938'
    heldReason: rights
---


# "Software Fundamentals Matter More Than Ever" — Matt Pocock

AI coding tools are overhyped and powerful at the same time. Used well, they're extraordinary. Used badly, they'll bury you in spaghetti code faster than any human team could. The difference isn't the tool. It's the process. After 18 months of teaching developers to build with AI agents, Matt Pocock has watched the same patterns emerge: the devs who succeed aren't the ones who delegate everything or nothing. They're the ones who fall back on engineering fundamentals. In this talk, he shares the iterative process his students use to ship high-quality applications with AI agent swarms, and why the principles that make it work (ubiquitous language, vertical slices, TDD, deep modules) are decades-old ideas that didn't break. They got more important. Speaker info: - https://x.com/mattpocockuk - https://www.linkedin.com/in/mapocock/ --- Join AI Engineer CODE in San Francisco, November 10–12: our last flagship conference of 2026. This selective, application-only gathering brings together top agentic engineers to explore software factories, system-one models and large-scale rewrites. https://ai.engineer/code/2026 Explore this talk's slides, transcript, key takeaways and resources on its official AI Engineer page: https://ai.engineer/talks/v4F1gFy-hqg-software-fundamentals-for-ai-coding ---

Canonical: https://liquidgold.cc/watch/v4F1gFy-hqg · Channel: [AI Engineer](https://liquidgold.cc/channel/aidotengineer.md)

> Search chunk text is held until public-source provenance is verified.

## Document chunks

> Missing: no stored document chunks are available.