--- title: "[FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (@mattpocockuk )" source_name: "AI Engineer" original_url: "https://www.youtube.com/watch?v=-QFHIoCo-Ko" canonical_url: "https://www.traeai.com/articles/39a756ec-bee2-4590-af7c-0be43555502d" content_type: "video" language: "中文" score: 5 tags: [] published_at: "2026-04-24T15:15:38+00:00" created_at: "2026-04-24T17:33:18.569676+00:00" --- # [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (@mattpocockuk ) Canonical URL: https://www.traeai.com/articles/39a756ec-bee2-4590-af7c-0be43555502d Original source: https://www.youtube.com/watch?v=-QFHIoCo-Ko ## Summary traeai 为开发者、研究员和内容团队筛选高质量 AI 技术内容，提供摘要、评分、趋势雷达与一键内容产出。 ## Key Takeaways - - - ## Content Title: [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (‪@mattpocockuk‬ ) URL Source: http://www.youtube.com/watch?v=-QFHIoCo-Ko Markdown Content: # [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (‪@mattpocockuk‬ ) - YouTube Back [![Image 1](http://www.youtube.com/watch?v=-QFHIoCo-Ko)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fwatch%253Fv%253D-QFHIoCo-Ko&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=-QFHIoCo-Ko)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [[FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (@Matt Pocock )](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=-QFHIoCo-Ko)](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ## [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (@Matt Pocock ) AI Engineer 2,347 views 2 hours ago [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=-QFHIoCo-Ko) [![Image 5](http://www.youtube.com/watch?v=-QFHIoCo-Ko)](http://www.youtube.com/watch?v=-QFHIoCo-Ko) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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Please try again later. ![Image 6](http://www.youtube.com/watch?v=-QFHIoCo-Ko) 0:00 [](http://www.youtube.com/watch?v=-QFHIoCo-Ko)[](https://www.youtube.com/watch?v=CEvIs9y1uog "Next (SHIFT+n)") 0:00 / 0:00 Live •Watch full video • • [46:21 Harness Engineering: How to Build Software When Humans Steer, Agents Execute —Ryan Lopopolo, OpenAI AI Engineer 62K views • 7 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=am_oeAoUhew)[18:26 It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk AI Engineer 65K views • 1 day ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=v4F1gFy-hqg)[12:54 Cursor Advanced Runthrough RebelGlitch_AI 4 views • 8 hours ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=frKEcaszPVw)[18:46 The Future of MCP — David Soria Parra, Anthropic AI Engineer 105K views • 5 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=v3Fr2JR47KA)[44:12 State of the Claw — Peter Steinberger AI Engineer 113K views • 7 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=zgNvts_2TUE)[25:36 How Do You Actually Ship AI-Generated Code to Production? [Ft. Chris Kelly, Augment Code]Cadre AI 6.5K views • 10 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=i_qCqPqbITk)[12:30 What 6 months of AI coding did to my dev team Axel Molist 150K views • 5 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=h0hdaHPKDdI)[35:26 How AI agents & Claude skills work (Clearly Explained)Greg Isenberg 181K views • 2 weeks ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=S_oN3vlzpMw)[20:31 No Vibes Allowed: Solving Hard Problems in Complex Codebases –Dex Horthy, HumanLayer AI Engineer 494K views • 4 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=rmvDxxNubIg)[11:55 Ex-Google Recruiter Explains Why "Lying" Gets You Hired Farah Sharghi 1.1M views • 3 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=T__1QViXUxk)[1:25:35 How Anthropic’s product team moves faster than anyone else | Cat Wu (Head of Product, Claude Code)Lenny's Podcast 44K views • 1 day ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=PplmzlgE0kg)[17:36 How I Created OpenClaw, the Breakthrough AI Agent | Peter Steinberger | TED TED 245K views • 6 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=7rzYDM6vMtI) Sign in to confirm you’re not a bot This helps protect our community. [Learn more](https://support.google.com/youtube/answer/3037019#zippy=%2Ccheck-that-youre-signed-into-youtube) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252Fwatch%253Fv%253D-QFHIoCo-Ko&hl=en) # [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero ([‪@mattpocockuk‬](http://www.youtube.com/@mattpocockuk) ) [![Image 7](https://yt3.ggpht.com/ajVemEB89DAOemsbfuMY6ZOWXJAACx3cbty9z21jeqRKODaVkDBSRun1b1xfQJljEsziOWS_Mg=s48-c-k-c0x00ffffff-no-rj)](http://www.youtube.com/@aiDotEngineer) [AI Engineer](http://www.youtube.com/@aiDotEngineer) AI Engineer 416K subscribers Subscribe Subscribed 177 Share Save Download Download 2,347 views 2 hours ago 2,347 views • Apr 24, 2026 A hands-on workshop covering the full lifecycle of AI-assisted development, from turning ambiguous requirements into agent-ready plans to running autonomous coding agents that ship production features. …...more ...more How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 8](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### AI Engineer 416K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) Show less [](http://www.youtube.com/watch?v=-QFHIoCo-Ko) # [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero ([‪@mattpocockuk‬](http://www.youtube.com/@mattpocockuk) ) 2,347 views Apr 24, 2026 177 Share Save Download Download ## 5 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=-QFHIoCo-Ko)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ![Image 9: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ![Image 10](https://yt3.ggpht.com/ytc/AIdro_nmImaCbgJ4Mx4_akW7erUXu-CGIWLgBWq06m8iNrOWS6w=s88-c-k-c0x00ffffff-no-rj) ### [@TheOrionMusicNetwork](http://www.youtube.com/@TheOrionMusicNetwork) [37 minutes ago](http://www.youtube.com/watch?v=-QFHIoCo-Ko&lc=Ugz7BFVdEned9pjqTVN4AaABAg) Just want to say that you (Matt Pocock - if you ever read this) are doing a great thing for people. I think most people are too embarrassed (or proud) to think that there is anything to be learned about using these tools well, but showing people the actual workflow and trying to ensure you aren't losing people along the way (by making sure they are understanding different aspects of these tools that many of us take for granted that people know). Good job mate! Show less Read more Like Dislike Reply ![Image 11](https://yt3.ggpht.com/Wv1Z9HS_Fn5VeiV1A8V42jNM-y0hLToe517i7wCcDkaRWiRppAO4MNyD1yeoKgPw61M70sCcWQ=s88-c-k-c0x00ffffff-no-rj) ### [@dimadem](http://www.youtube.com/@dimadem) [1 hour ago](http://www.youtube.com/watch?v=-QFHIoCo-Ko&lc=UgyfFLQ3nUWW-vw_YmF4AaABAg) Matt, thank you so much for these insights and ways of thinking. Canban boards so beautifully aligned with parallel processes. Show less Read more Like Dislike Reply ![Image 12](https://yt3.ggpht.com/ytc/AIdro_npHfu2ephH4g9R5_wzwc4CNOH4jwqN5Ue_5Ic8gpFBjH4UblrZqlqsH43m4hf_S9zf-g=s88-c-k-c0x00ffffff-no-rj) ### [@vishnusaitejanagabandi9009](http://www.youtube.com/@vishnusaitejanagabandi9009) [1 hour ago](http://www.youtube.com/watch?v=-QFHIoCo-Ko&lc=UgxWssH5wyf2Qx8CgY14AaABAg&pp=0gcJCSIANpG00pGi) Awesome ! Show less Read more Like Dislike Reply ![Image 13](https://yt3.ggpht.com/hLL77u8fhpxNHbkVDVMKV974NnMHccEqqwe8XaYSBoU0eg7Mj1DKnw4lPUCuW-7T8svq8sKo=s88-c-k-c0x00ffffff-no-rj) ### [@ryanrhodescooking](http://www.youtube.com/@ryanrhodescooking) [24 minutes ago](http://www.youtube.com/watch?v=-QFHIoCo-Ko&lc=UgzS92ItnC8pESIcirZ4AaABAg) we are so early. Show less Read more Like Dislike Reply ![Image 14](https://yt3.ggpht.com/0U6c0Fi3cUrllAb_TbkXc30-xvg6szm3rqtsJxlmu9ZZAfhM35tmT1DV7eGwyMt7dpSji_oBfA=s88-c-k-c0x00ffffff-no-rj) ### [@chrz49](http://www.youtube.com/@chrz49) [40 minutes ago](http://www.youtube.com/watch?v=-QFHIoCo-Ko&lc=UgwVWTMkj7KME5wvQEl4AaABAg) this could be a 25min talk Show less Read more Like Dislike Reply Top is selected, so you'll see featured comments ## Comments 5 [Top Show featured comments](http://www.youtube.com/watch?v=-QFHIoCo-Ko)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ## In this video Transcript ## Description [FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero ([‪@mattpocockuk‬](http://www.youtube.com/@mattpocockuk) ) 177 Likes 2,347 Views 2h Ago A hands-on workshop covering the full lifecycle of AI-assisted development, from turning ambiguous requirements into agent-ready plans to running autonomous coding agents that ship production features. You'll learn to stress-test vague briefs into structured PRDs, slice work into thin "tracer bullet" vertical slices, and run an AI agent with TDD. You'll watch it select tasks, write tests, implement code, and commit. You'll then refine your prompts based on where it struggles, graduate to fully autonomous (AFK) runs, and learn to design codebases that maximize agent effectiveness. You'll walk away knowing how to: * Turn ambiguous requirements into agent-ready issues * Slice work into vertical tracer bullets an agent can grab independently * Run AI agents human-in-the-loop and autonomously with TDD * Design codebase architectures that AI agents love to work in For: Engineers ready to move beyond chat-based AI assistance and build a real workflow for shipping features with autonomous coding agents. Speaker info: * [https://x.com/mattpocockuk](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa0dZak03R2l3R2E1cW9WTW5lRGdxSHVIYjBKQXxBQ3Jtc0tsT3BndTZrNzR0Y1hRSUVxRXJ5MTNETlFmYkdhanNtZGNuc1pKc2VsMHB5S0xWckdtUWwtMnZZcXFOVWYzS1RadkNfLXVpZ0xaYmFzRmxVWkVhX29VTmtnUV80cUZKdG9xaUhmZ3JNRi1NdHNOZHJucw&q=https%3A%2F%2Fx.com%2Fmattpocockuk&v=-QFHIoCo-Ko) * [![Image 15](http://www.youtube.com/watch?v=-QFHIoCo-Ko)/mapocock](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqblRZZW1UcUFuZl9lbXMzdERqbUxWREVlNkM3Z3xBQ3Jtc0ttUzNYSFJYSzRycGVBRE04V21xd2dpdnFUU1dRRFZjN2NiVVdxMnFuWU9QXzRVWEJhY3FoTjZyQVdwa0FKUktPaDg0cXpKQWdBVEhLczlZSmp1cmV4ZDI0QXpqdFNJOG1ZZm9nZGs3cFllS0lZMkNrTQ&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fmapocock%2F&v=-QFHIoCo-Ko) …...more ...more Show less How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 16](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### AI Engineer 416K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) ## Transcript NaN / NaN [![Image 17](https://i.ytimg.com/vi/am_oeAoUhew/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLATNKoLQ7T7Es0kqJ1QGNbNaiMRNw) 46:21](http://www.youtube.com/watch?v=am_oeAoUhew&pp=ugUEEgJlbg%3D%3D) ![Image 18](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### [Harness Engineering: How to Build Software When Humans Steer, Agents Execute —Ryan Lopopolo, OpenAI](http://www.youtube.com/watch?v=am_oeAoUhew&pp=ugUEEgJlbg%3D%3D) AI Engineer 62K views • 7 days ago [![Image 19](https://i.ytimg.com/vi/v4F1gFy-hqg/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLCd08R5OZiXI3579qZ8XJrdyjcTEA) 18:26](http://www.youtube.com/watch?v=v4F1gFy-hqg&pp=ugUEEgJlbtIHCQnTCgGHKiGM7w%3D%3D) ![Image 20](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### [It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk](http://www.youtube.com/watch?v=v4F1gFy-hqg&pp=ugUEEgJlbtIHCQnTCgGHKiGM7w%3D%3D) AI Engineer 65K views • 1 day ago New [![Image 21](https://i.ytimg.com/vi/frKEcaszPVw/hqdefault.jpg?sqp=-oaymwFACKgBEF5IWvKriqkDMwgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAHwAQH4Af4JgALQBYoCDAgAEAEYZSBlKGUwDw==&rs=AOn4CLBC6NrhAKyqYrgzBoH0aVEdhjKmlw) 12:54](http://www.youtube.com/watch?v=frKEcaszPVw) ![Image 22](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### [Cursor Advanced Runthrough](http://www.youtube.com/watch?v=frKEcaszPVw) RebelGlitch_AI 4 views • 8 hours ago New [![Image 23](https://i.ytimg.com/vi/v3Fr2JR47KA/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLDvmMLtZBBxcaIf49MDNOOi3P4N7g) 18:46](http://www.youtube.com/watch?v=v3Fr2JR47KA&pp=ugUEEgJlbg%3D%3D) ![Image 24](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### [The Future of MCP — David Soria Parra, Anthropic](http://www.youtube.com/watch?v=v3Fr2JR47KA&pp=ugUEEgJlbg%3D%3D) AI Engineer 105K views • 5 days ago New [![Image 25](https://i.ytimg.com/vi/zgNvts_2TUE/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLAL-svbq-IcmcDfdDyGEfx87ow8ig) 44:12](http://www.youtube.com/watch?v=zgNvts_2TUE&pp=ugUEEgJlbg%3D%3D) ![Image 26](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### [State of the Claw — Peter Steinberger](http://www.youtube.com/watch?v=zgNvts_2TUE&pp=ugUEEgJlbg%3D%3D) AI Engineer 113K views • 7 days ago [![Image 27](https://i.ytimg.com/vi/i_qCqPqbITk/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLCz0aH6rXfhHjsR3tmZgSxui2Ygqg) 25:36](http://www.youtube.com/watch?v=i_qCqPqbITk) ![Image 28](http://www.youtube.com/watch?v=-QFHIoCo-Ko) ### [How Do You Actually Ship AI-Generated Code to Production? 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