--- title: "It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk" source_name: "AI Engineer" original_url: "https://www.youtube.com/watch?v=v4F1gFy-hqg" canonical_url: "https://www.traeai.com/articles/91c43399-32d8-4d3f-a6e3-0a9a52c5096d" content_type: "video" language: "中文" score: 5 tags: [] published_at: "2026-04-23T15:15:06+00:00" created_at: "2026-04-24T17:33:19.501072+00:00" --- # It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk Canonical URL: https://www.traeai.com/articles/91c43399-32d8-4d3f-a6e3-0a9a52c5096d Original source: https://www.youtube.com/watch?v=v4F1gFy-hqg ## 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: It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk URL Source: http://www.youtube.com/watch?v=v4F1gFy-hqg Markdown Content: # It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk - YouTube Back [![Image 1: Meet the line dancing community](https://www.gstatic.com/youtube/img/promos/462a7de0c39c428280f60a340dfcf2cf243600396c1f2a6cb8087b91f29140f4_122x56.webp)](http://www.youtube.com/ "Meet the line dancing community") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=v4F1gFy-hqg) [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%253Dv4F1gFy-hqg&hl=en&ec=65620) [![Image 2: Meet the line dancing community](https://www.gstatic.com/youtube/img/promos/462a7de0c39c428280f60a340dfcf2cf243600396c1f2a6cb8087b91f29140f4_122x56.webp)](http://www.youtube.com/ "Meet the line dancing community") [](http://www.youtube.com/watch?v=v4F1gFy-hqg) [](http://www.youtube.com/watch?v=v4F1gFy-hqg) [](http://www.youtube.com/watch?v=v4F1gFy-hqg) [](http://www.youtube.com/watch?v=v4F1gFy-hqg) [It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk](http://www.youtube.com/watch?v=v4F1gFy-hqg) [](http://www.youtube.com/watch?v=v4F1gFy-hqg) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=v4F1gFy-hqg)](http://www.youtube.com/watch?v=v4F1gFy-hqg) ## It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk AI Engineer 65,437 views 1 day ago [](http://www.youtube.com/watch?v=v4F1gFy-hqg) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=v4F1gFy-hqg) [![Image 5](http://www.youtube.com/watch?v=v4F1gFy-hqg)](http://www.youtube.com/watch?v=v4F1gFy-hqg) 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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Used badly, they'll bury yo…...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=v4F1gFy-hqg) ### 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 ## Live chat replay See what others said about this video while it was live. Open panel [](http://www.youtube.com/watch?v=v4F1gFy-hqg) # It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk 65,437 views 65K views Premiered Apr 23, 2026 3.2K Share Save Download Download ## 104 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=v4F1gFy-hqg)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=v4F1gFy-hqg) ![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_kMsIjlFe3acOsw9xuUUqe8RKAQ6uqulhwYeERQlcxLxA=s88-c-k-c0x00ffffff-no-rj) ### [@BrandonAB](http://www.youtube.com/@BrandonAB) [1 day ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgxVfzQl8X-p9n4w8rl4AaABAg) Right now, there’s a conference going on somewhere in the world and I go to none of them. Show less Read more Like 60 Dislike Reply ![Image 11](https://yt3.ggpht.com/vpUaKWrDBtRgBi9UOXKW_PnQ1eHfqJpW5ANcnxNIeoencEmAoufcVvdCRmXdL8413z3uzTur=s88-c-k-c0x00ffffff-no-rj) ### [@LuminairPrime](http://www.youtube.com/@LuminairPrime) [8 minutes ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=Ugz6QpqA4SVUFm-qLnp4AaABAg) shout out to the ubiquitous language skill. human programmers have difficulty understanding and using consistent language, so I'm not surprised that having a strict dictionary to use with your AI helps both partners. Show less Read more Like Dislike Reply ![Image 12](https://yt3.ggpht.com/ytc/AIdro_mHwjqu3o_mi1y_Oux2UylYYvThDTtrA8dKjdMtsuakZpw_=s88-c-k-c0x00ffffff-no-rj) ### [@mirzajoldic1395](http://www.youtube.com/@mirzajoldic1395) [15 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgytMAlkNoCJrVhjl7B4AaABAg) I like Matt. He's very comfortable and confident on stage. Speaks clearly and has a good teaching approach. Show less Read more Like 14 Dislike Reply ![Image 13](https://yt3.ggpht.com/ytc/AIdro_m4-GadS0YlsK3v3xS8EbQ9sc8RBJWFJWIH4-dp98juWmdq=s88-c-k-c0x00ffffff-no-rj) ### [@kenny.lin-tw](http://www.youtube.com/@kenny.lin-tw) [13 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgynVAnOYFQMh9ILcX94AaABAg) That really makes a lot sense to me. In fact, code is more a liability than an asset, especially for big systems. If we just let AI to add code like 10x speed, what we get will not be 10x performance, but 10x chaos which definitely leads to some kind of disaster. Show less Read more Like 8 Dislike Reply ![Image 14](https://yt3.ggpht.com/NoHi-aiQCcuRg4bunUr7SoTfroKkDNtzyeuAdkm9SIunj0d2sloJmupOZRJjj_4tch8wMep4q30=s88-c-k-c0x00ffffff-no-rj) ### [@rin-rin-a](http://www.youtube.com/@rin-rin-a) [6 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=Ugw21OuivVGARu9oqN94AaABAg) My fav talk so far. Grateful to be able to watch it for free. Show less Read more Like 4 Dislike Reply ![Image 15](https://yt3.ggpht.com/ytc/AIdro_lUOVbOGux8HmrBxaCoXtwVngKYwA-0Va52TP2okev2eGY=s88-c-k-c0x00ffffff-no-rj) ### [@LarsKemmann](http://www.youtube.com/@LarsKemmann) [16 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgxNcSqaOlSlHYKpZzt4AaABAg) Two tips for glossaries (what you call a ubiquitous language file—an aspirational term, as it's only ubiquitous if everything in the codebase and spec uses it): 1. You, the engineer, must relentlessly eliminate ambiguity, including all passive voice, from that glossary. 2. The glossary must be *closed*: all definitions must consist only of terms that are themselves defined in the glossary. I've been doing this for the past year and a half or so, and the results are amazing: so many nuances of the system emerge in conversations with domain experts where I'm trying to remove passive voice, or define missing terms, that the glossary is now the primary artifact focus during the first two weeks of my system design process. Show less Read more Like 4 Dislike Reply 2 replies Hide replies 2 replies ![Image 16](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@InfiniteEntendre](http://www.youtube.com/@InfiniteEntendre) [31 minutes ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgxOJng7dYxBaWo1He54AaABAg&pp=0gcJCSIANpG00pGi) Outstanding presentation. Thank you! Show less Read more Like Dislike Reply ![Image 17](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@aaaremus](http://www.youtube.com/@aaaremus) [8 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgzvHQBZXeTve1BdIB14AaABAg) been using Matt's skills and guides for a bit now and it helped me a lot with removing ambiguity and make the ai more efficient at generating new quality code. thanks for the talk and thanks for the work you're doing Matt! Show less Read more Like Dislike Reply ![Image 18](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@vpupkin](http://www.youtube.com/@vpupkin) [23 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgxS08lvUHW33u7DRbV4AaABAg) Great talk, Matt. Show less Read more Like 6 Dislike Reply ![Image 19](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@vannam1790](http://www.youtube.com/@vannam1790) [17 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=Ugy9uufxRBCAXZcvZfR4AaABAg) This is one of the most useful video I’ve ever seen. Thanks for sharing it. Show less Read more Like 1 Dislike Reply ![Image 20](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@ehermm](http://www.youtube.com/@ehermm) [4 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgwVBNTNiaUlr6pXRYx4AaABAg) Finally some sensible talk in the age of ignorant CEOs on LinkedIn. Show less Read more Like 1 Dislike Reply ![Image 21](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@siarheihuzau6024](http://www.youtube.com/@siarheihuzau6024) [2 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgyriqarwHXk04fl-Wp4AaABAg&pp=0gcJCSIANpG00pGi) Deep modules feels quite abstract to me. I'd suggest looking into ports and adapters (hexagonal architecture) — it has well-defined guidelines, clear structure, and known trade-offs. Also, as an alternative to TDD — check out proof assistant languages (Lean, Idris, Coq, F*). They let you verify correctness at the type level instead of relying on tests. Show less Read more Like Dislike Reply ![Image 22](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@martinezfg111](http://www.youtube.com/@martinezfg111) [18 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgyQ3BbV8Ix8K7_ZZkB4AaABAg) grill-me has helped me tremendously. Thanks man. Show less Read more Like 1 Dislike Reply ![Image 23](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@ekrem8847](http://www.youtube.com/@ekrem8847) [22 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=Ugy0rwtB_oG7WBvGCNF4AaABAg&pp=0gcJCSIANpG00pGi) Raise your hand! Show less Read more Like 4 Dislike Reply 1 reply Hide replies 1 reply ![Image 24](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@BiranchiNarayanPadhi-e2e](http://www.youtube.com/@BiranchiNarayanPadhi-e2e) [14 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgwWktwDOfh6GaGavOl4AaABAg) This was a lovely talk - thank you!! Show less Read more Like Dislike Reply ![Image 25](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@RafaelFonseca-qq6oh](http://www.youtube.com/@RafaelFonseca-qq6oh) [1 day ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgzCpzT5EqHgFNqQj3d4AaABAg) amazing material! Show less Read more Like Dislike Reply ![Image 26](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@mareklewandowski7784](http://www.youtube.com/@mareklewandowski7784) [23 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=Ugwx2JWpFU63KE_bDCl4AaABAg) YOOOOOO MY BOOOOYYYYYYYYY MATT Show less Read more Like 3 Dislike Reply ![Image 27](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@UdemezueEsther](http://www.youtube.com/@UdemezueEsther) [8 hours ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgyVHzz-A4_uI9VHW3d4AaABAg) Thank you for the great content! Show less Read more Like Dislike Reply ![Image 28](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@asmundurg](http://www.youtube.com/@asmundurg) [1 day ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=Ugw-EDgVl7g9t7M6-5p4AaABAg) This was very useful, thank you. Show less Read more Like 1 Dislike Reply ![Image 29](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [@hackingspirit](http://www.youtube.com/@hackingspirit) [1 hour ago](http://www.youtube.com/watch?v=v4F1gFy-hqg&lc=UgyX6HXzLnPcWWBWBdV4AaABAg) The biggest problem nowadays is that people, who are incompetent as software engineers, took over the internet and became the most vocal advocates of blind vibe coding. I’m glad that people with sane takes and actual experience are finally catching up. Show less Read more Like Dislike Reply ## Comments 104 [Top Show featured comments](http://www.youtube.com/watch?v=v4F1gFy-hqg)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=v4F1gFy-hqg) ## In this video Transcript ## Description It Ain't Broke: Why Software Fundamentals Matter More Than Ever — Matt Pocock, AI Hero @mattpocockuk 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.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbDlzVF8yTXB3a3pJTXhyVDA2bXJsX0lBQTNnQXxBQ3Jtc0tuUnhybGY5N2FGa05RQ0ZDWmtJeW9xSEpJM0gyWmVXR25iNzVadlZwRjJ0bWFjaVdXTlRPZkFncHlsdThyU3lYMF90ZjhaM2xIN3pmRzV1a2d2X0tNZUw0YnV0U2FkY1VvOHhBb2VCUzdqaXR0eDhfcw&q=https%3A%2F%2Fx.com%2Fmattpocockuk&v=v4F1gFy-hqg) * [![Image 30](http://www.youtube.com/watch?v=v4F1gFy-hqg)/mapocock](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqazkxbFJJMWhtLTlVOXdndEhTbkFDeU1wYlJKZ3xBQ3Jtc0trNmRkY1R0ZnlEcmRSY3RoNC1zUC13T2x3ZlRnRXBmLVZyV0ZMOTBtN1dkSEh5VEI5alcxQjNFOGVjU0dtaW03Q0hrUC1CQjlqUUlUVlVQd1psWFRRVEhENG9mSWpCbFQyMS1CZ1dVemFFeDJ3bTBkTQ&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fmapocock%2F&v=v4F1gFy-hqg) …...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 31](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### 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 Show chat replay [![Image 32](https://i.ytimg.com/vi/-QFHIoCo-Ko/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLCWyFOC1k-WF05rYPgluwxRWIaygQ) 1:36:30](http://www.youtube.com/watch?v=-QFHIoCo-Ko&pp=ugUEEgJlbg%3D%3D) ![Image 33](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [[FULL WORKSHOP] AI Coding For Real Engineers - Matt Pocock, AI Hero (@Matt Pocock )](http://www.youtube.com/watch?v=-QFHIoCo-Ko&pp=ugUEEgJlbg%3D%3D) AI Engineer 2.3K views • 2 hours ago New [![Image 34](https://i.ytimg.com/vi/am_oeAoUhew/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLCsIF87I0wtQsTHoDB1dNPpkh5wkg) 46:21](http://www.youtube.com/watch?v=am_oeAoUhew&pp=ugUEEgJlbg%3D%3D) ![Image 35](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [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 36](https://i.ytimg.com/vi/PplmzlgE0kg/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDeDIr5xNTDZjAAYRhgTlPshfOYhQ) 1:25:35](http://www.youtube.com/watch?v=PplmzlgE0kg&pp=ugUEEgJlbg%3D%3D) ![Image 37](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [How Anthropic’s product team moves faster than anyone else | Cat Wu (Head of Product, Claude Code)](http://www.youtube.com/watch?v=PplmzlgE0kg&pp=ugUEEgJlbg%3D%3D) Lenny's Podcast 44K views • 1 day ago New [![Image 38](https://i.ytimg.com/vi/RjfbvDXpFls/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDlyr6XQzfckVqW2YhvB0CoQNJzZQ) 18:25](http://www.youtube.com/watch?v=RjfbvDXpFls&pp=ugUEEgJlbg%3D%3D) ![Image 39](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [Building pi in a World of Slop — Mario Zechner](http://www.youtube.com/watch?v=RjfbvDXpFls&pp=ugUEEgJlbg%3D%3D) AI Engineer 139K views • 7 days ago [![Image 40](https://i.ytimg.com/vi/v3Fr2JR47KA/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDw2mMu4Q08pfmYEhB643R-hIFQfQ) 18:46](http://www.youtube.com/watch?v=v3Fr2JR47KA&pp=ugUEEgJlbg%3D%3D) ![Image 41](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [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 42](https://i.ytimg.com/vi/4CIlTOnc6I8/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLAbPI_rdUSxun6xO4Nny-mCJeVOZQ) 9:06](http://www.youtube.com/watch?v=4CIlTOnc6I8&pp=ugUEEgJlbg%3D%3D) ![Image 43](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [Microsoft accidentally told the truth about AI](http://www.youtube.com/watch?v=4CIlTOnc6I8&pp=ugUEEgJlbg%3D%3D) Mo Bitar 289K views • 1 day ago New [![Image 44](https://i.ytimg.com/vi/HUsDzyJ3H64/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDy0a-M8L_x0vcyVwOkH5Lrdp4lxg) 27:09](http://www.youtube.com/watch?v=HUsDzyJ3H64) ![Image 45](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [I don’t really like GPT-5.5…](http://www.youtube.com/watch?v=HUsDzyJ3H64) Theo - t3․gg 82K views • 13 hours ago New [![Image 46](https://i.ytimg.com/vi/i_qCqPqbITk/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLCaEQkCHiiBDgxTL0j2uBDaakTgxA) 25:36](http://www.youtube.com/watch?v=i_qCqPqbITk&pp=0gcJCdMKAYcqIYzv) ![Image 47](http://www.youtube.com/watch?v=v4F1gFy-hqg) ### [How Do You Actually Ship AI-Generated Code to Production? 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