Swyx is founder of Smol.ai. He is best known for his writing on the Rise of the AI Engineer on the Latent.Space newsletter and podcast.
Swyx is also co-organizer of the AI Engineer Summit.
", "headline": "", "title": "Founder at Smol.ai", "linkedin_url": null, "twitter_handle": null, "custom_social_link": null, "logos": null, "highlights": null, "highlights_html": null, "preferred_name": null}, {"name": "Noah Hein", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/HjbySoAT8qywpdvEomjt_noah-headshot.jpg", "image_url_no_bg": null, "uuid": "5fc78c43-6c29-46b3-bff6-249767bf3600", "bio_html": "Noah has taught AI through courses and workshops to hundreds of engineers from Google, Meta, Shopify, and more.
He is also an international speaker in the AI industry.
", "headline": "", "title": "AI Consultant", "linkedin_url": null, "twitter_handle": null, "custom_social_link": null, "logos": null, "highlights": null, "highlights_html": null, "preferred_name": null}], "instructor_caption": "Swyx and Noah have taught AI to everyone from startups, to the fortune 500.", "course_tags": [{"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 69, "tag_type": "internal_collection", "label": "Maven Selects", "slug": "maven-selects", "description": null, "parent_tag_id": null}, {"id": 80, "tag_type": "deprecated", "label": "AI/ML engineering", "slug": "x-subcategory-ai-ml-engineering", "description": null, "parent_tag_id": 35}, {"id": 108, "tag_type": "deprecated", "label": "AI/ML engineering", "slug": "x-subcategory-ai-ml-engineering-1", "description": null, "parent_tag_id": 31}, {"id": 110, "tag_type": "deprecated", "label": "Software engineering", "slug": "x-subcategory-software-engineering", "description": null, "parent_tag_id": 31}, {"id": 122, "tag_type": "public_collection", "label": "Maven 100 - AI", "slug": "maven-100-ai", "description": null, "parent_tag_id": 35}, {"id": 123, "tag_type": "public_collection", "label": "Maven 100 - Data and engineering", "slug": "maven-100-engineering", "description": null, "parent_tag_id": 31}, {"id": 172, "tag_type": "internal_collection", "label": "AI Affiliates", "slug": "ai-affiliates-nov-24", "description": null, "parent_tag_id": null}, {"id": 176, "tag_type": "public_collection", "label": "Fast Track 2024", "slug": "fast-track-2024", "description": null, "parent_tag_id": null}, {"id": 213, "tag_type": "internal_collection", "label": "The AI-Powered Super IC", "slug": "ai-powered-super-ic", "description": null, "parent_tag_id": null}, {"id": 216, "tag_type": "internal_collection", "label": "[LEGACY] Instructor Owned CLC Opt-in", "slug": "legacy-instructor-owned-clc", "description": null, "parent_tag_id": null}, {"id": 234, "tag_type": "public_collection", "label": "Maven 100 - AI 2025", "slug": "maven-100-ai-2025", "description": null, "parent_tag_id": null}, {"id": 235, "tag_type": "public_collection", "label": "Maven 100 - Engineering 2025", "slug": "maven-100-engineering-2025", "description": null, "parent_tag_id": null}, {"id": 244, "tag_type": "internal_collection", "label": "Courses filtered for recommendations", "slug": "courses-filtered-for-recommendations", "description": null, "parent_tag_id": null}, {"id": 245, "tag_type": "internal_collection", "label": "maven-100-2025", "slug": "maven-100-2025", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}]}, "contentPageSlug": "8f9e99", "contentPage": {"id": 1741, "school_id": 10199, "slug": "8f9e99", "content_page_type": "workshop", "sections": [{"uuid": "895376e2-2eb8-4f49-89fb-37fe3f7c0791", "title": "Deconstruct The AI Engineering Roadmap", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/xiip56bvSdSqTAbcX5wK_Single Instructor (2).png", "is_visible": true, "topic_desc": "We are observing a once in a generation “shift right” of applied AI, fueled by the emergent capabilities and open source/API availability of Foundation Models.\n\nA wide range of AI tasks that used to take 5 years and a research team to accomplish in 2013, now just require API docs and a spare afternoon in 2024.\n\nThe AI Engineer will likely be the highest-demand engineering job of the decade", "brand_logos": {"label": "Previous Alumni", "logos": [{"name": "Google", "type": "logo", "uuid": "268e19b1-02ed-409c-9ddd-93f16fbd3b18", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6O2oGzv-/idP6g0Ep4y.svg"}, {"name": "Meta", "type": "logo", "uuid": "506fefb2-41d6-43b1-b2a7-9c0f5a9a25b7", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idWvz5T3V7/idpvCl_Ipb.svg"}, {"name": "Shopify.com", "type": "logo", "uuid": "68b14822-ef04-4c1c-ad93-5c75a7316601", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idAgPm7IvG/id85L14isQ.svg"}, {"name": "Amazon", "type": "logo", "uuid": "fd5d6014-ff84-448d-96fd-433d7753d4c8", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idawOgYOsG/idUUe3nD1e.svg"}, {"name": "Dropbox", "type": "logo", "uuid": "a38bee8f-7184-4364-bed0-e0af4d9f63b7", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idY3kwH_Nx/idpEif7tzn.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Noah Hein", "uuid": "40e4c2ee-1098-4716-b23e-320f64208010", "title": "Founding Engineer at Smol.ai", "bio_html": "Noah is the founding engineer at Smol.ai.
He is best known for running Latent Space University, as well as spekaing at conferences and running workshops.
He currently is the solo engineer building the platform for Smol Talk, which powers AI News
He has taught engineers at top tech cnompanies, and hyper-growth start ups.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/l5yLci8RXev4AlTyL9XF_noah-headshot 1.png"}], "learning_outcomes": [{"uuid": "a6df9029-f19b-4d69-9ede-64612a6c635e", "title": "The Foundation of AI Engineering", "description": "Understand the 7 foundational AI Engineering skills that you need to succeed in this burgeoning industry."}, {"uuid": "c1d76905-77fb-4c78-ae7a-93d4d83e7e67", "title": "Tools", "description": "Gain a clear and actionable understanding of the products and tools to use on your AI engineering journey."}, {"uuid": "90bd0147-107a-4b92-8976-04bac1392ca2", "title": "Best Practices", "description": "Gain insight into best practices around the technology, and have a clear roadmap of what to learn next."}]}], "created_at": "2026-02-12T20:54:53.626735Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 11079, "course_stripe_promo_code_id": null}, "school_event": {"id": 1741, "slug": null, "title": "Deconstruct The AI Engineering Roadmap", "description": null, "start_datetime": "2024-10-09T00:00:00Z", "end_datetime": "2024-10-09T00:30:00Z", "start_date": "2024-10-08", "start_time": "19:00:00", "duration_min": 30, "timezone": "America/Chicago", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 627}, "relatedWorkshops": [{"id": 188, "school_id": 10199, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 11079, "workshop_tags": [{"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 1017, "school_id": 10199, "slug": "80b7d1", "content_page_type": "workshop", "sections": [{"uuid": "79d97a74-142f-4158-bdcc-3dd7404179e4", "title": "The Roadmap to Become an AI Engineer", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/EYAB3xv8QnGFmgETZ0c3_Copy of Lightning Lesson Image Template (2).jpg", "is_visible": true, "topic_desc": "Understanding AI engineering is crucial for anyone looking to excel in technology today. This lesson will help you grasp foundational concepts, prepare for advanced topics, and provide a clear path to professional growth as an AI engineer. By the end, you'll be equipped to make informed decisions about your learning and career trajectory.", "brand_logos": {"label": "Taught Engineers at", "logos": [{"name": "Google", "type": "logo", "uuid": "f10b5bca-e09d-413b-824c-17f307ddf792", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6O2oGzv-/idP6g0Ep4y.svg"}, {"name": "Meta", "type": "logo", "uuid": "2b2f4096-e2fc-41fe-bc55-e120598d52b5", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idWvz5T3V7/idpvCl_Ipb.svg"}, {"name": "Dropbox", "type": "logo", "uuid": "fba462c7-6629-4cc0-aefe-5a6be4eb4639", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idY3kwH_Nx/idpEif7tzn.svg"}, {"name": "Shopify.com", "type": "logo", "uuid": "832ee07d-a5be-45aa-8388-a1c2a5c37388", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idAgPm7IvG/ide35ms0Ll.svg"}, {"name": "Amazon", "type": "logo", "uuid": "e0093ffc-3695-4e16-89a9-45caa26292d6", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idawOgYOsG/idisSB3V3T.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Swyx", "uuid": "ccf5cd29-ecf8-4c04-8d7b-a6718d48ef3a", "title": "Founder of Smol AI", "bio_html": "Swyx is the founder of Smol.ai. He is best known for his writing on the Rise of the AI Engineer on the Latent.Space newsletter and podcast. Swyx is also co-organizer of the AI Engineer Summit.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/SarhHrwrRCuRcgz283rV_swyx-headshot.jpeg"}, {"name": "Noah Hein", "uuid": "ec142437-bcbb-4349-876c-f75427752c8a", "title": "AI Consultant", "bio_html": "Noah is an AI Engineer and professional instructor. He is best known for running Latent Space University, as well as speaking at conferences and running workshops.
He has taught engineers at top tech companies, and hyper-growth startups.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/4erH2aBpRZiVOBXbLOdj_noah-headshot 1.png"}], "learning_outcomes": [{"uuid": "bf00ee0f-0d05-40f3-b5f3-36bc5510e231", "title": "The Foundation of AI Engineering", "description": "Understand the 7 foundational AI Engineering skills that you need to succeed in this burgeoning industry."}, {"uuid": "34306a7e-cec8-48b7-8dd2-a68f9f6fff7d", "title": "Tools", "description": "Gain a clear and actionable understanding of the products and tools to use on your AI engineering journey."}, {"uuid": "b60a3b4f-f385-485c-9fb0-40b81bb15492", "title": "Best Practices", "description": "Gain insight into best practices around the technology, and have a clear roadmap of what to learn next."}]}], "created_at": "2026-02-12T20:52:46.288885Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 11079, "course_stripe_promo_code_id": null}, "school_event": {"id": 1017, "slug": null, "title": "The Roadmap to Become an AI Engineer", "description": null, "start_datetime": "2024-06-15T17:00:00Z", "end_datetime": "2024-06-15T17:30:00Z", "start_date": "2024-06-15", "start_time": "12:00:00", "duration_min": 30, "timezone": "America/Chicago", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 629}}, {"id": 2919, "school_id": 14202, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 15766, "workshop_tags": [{"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 226, "tag_type": "internal_collection", "label": "Building AI-Native Products", "slug": "building-ai-native-products", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 3749, "school_id": 14202, "slug": "712af9", "content_page_type": "workshop", "sections": [{"uuid": "fedaf92d-b339-40b8-b964-4d4e3a72f2b2", "title": "Breaking Into AI Engineering: What It Is and How to Upskill", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/VnP0Rk2RiKBIKWhGwO6c_Copy of Copy of Course landing (1).png", "is_visible": true, "topic_desc": "AI Engineering is becoming one of the most critical roles in tech. As companies move from prototypes to production-grade AI systems, engineers who can design, build, and optimize real AI products will define the next wave of innovation. This lesson shows you how to join them.", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Aurimas Griciunas", "uuid": "a858367b-37b0-4dcb-a848-3aa8101f77d0", "title": "LinkedIn Top Voice in AI • Founder & CEO @ SwirlAI • Former CPO @ Neptune.ai", "bio_html": "Aurimas Griciūnas is a recognized AI expert, LinkedIn Top Voice in AI, and the founder of SwirlAI. He previously served as Chief Product Officer at Neptune.ai where he worked closely with top ML teams to scale infrastructure, evaluation, and LLMOps practices across industries. With over a decade of experience at the intersection of data science, machine learning, and software engineering, Aurimas has led AI initiatives in both startups and enterprise environments. His mission is to bridge the gap between hype and reality by teaching engineers how to build systems that work in the real world. Students will benefit from his hands-on knowledge, technical depth, and product-first mindset - gained by solving actual engineering problems.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/xI8EMxO7RT2VE3IV4THJ_Aurimas LinkedIn (2).jpg"}], "learning_outcomes": [{"uuid": "e588fddf-5f29-4987-882c-b8bd162f9da2", "title": "Understand the true scope of AI Engineering", "description": "How it differs from ML Engineering and Software Engineering, and why it matters in building production-grade AI systems"}, {"uuid": "875a9fe1-ca36-45a4-ac29-aef79f88d9b2", "title": "Identify the core technical skills", "description": "From agentic architectures and prompt evaluation to infrastructure and observability needed to succeed as an AI Engineer"}, {"uuid": "b5084db6-261c-4daa-9608-37f33d38a9fc", "title": "Outline a clear, actionable upskilling path", "description": "Practical next steps to transition into AI Engineering or expand your impact if you’re already technical"}]}], "created_at": "2026-02-12T20:59:49.368770Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 15766, "course_stripe_promo_code_id": null}, "school_event": {"id": 3749, "slug": null, "title": "Breaking Into AI Engineering: What It Is and How to Upskill", "description": null, "start_datetime": "2025-05-15T15:00:00Z", "end_datetime": "2025-05-15T16:00:00Z", "start_date": "2025-05-15", "start_time": "18:00:00", "duration_min": 60, "timezone": "Europe/Vilnius", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 679}}, {"id": 6558, "school_id": 10313, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 16984, "workshop_tags": [{"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 291, "tag_type": "persona", "label": "For Leaders", "slug": "for-leaders", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 668, "school_id": 10313, "slug": "f0cada", "content_page_type": "workshop", "sections": [{"uuid": "90f7d9cc-c6d3-4c7d-b8f8-d6c401c25cca", "title": "Defining the AI Engineer Role", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/2Wl7Vq6Tba2EtHlvcoFw_Defining%20the%20AI%20Engineer%20Role.png", "is_visible": true, "topic_desc": "The AI field is evolving so fast that job titles are often inconsistent. By analyzing 1500+ roles and community insights, this lesson cuts through the hype to show you exactly what companies are hiring for right now. You will gain clarity on your career path, ensuring your skills align with market demand so you can transition from simply \"using AI\" to building professional-grade AI products.", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Alexey Grigorev", "uuid": "06e3f6d4-c759-40bb-824c-3680841fe0eb", "logos": null, "title": "Principal Data Scientist | Book Author | Instructor to 100k+ Students World-Wide", "bio_html": "Founder of DataTalks.Club · Creator of the Zoomcamp Series · ML Engineer & Author
Alexey Grigorev is the founder of DataTalks.Club and the creator of the popular Zoomcamp series. With 15 years of experience in software engineering and over 12 years in machine learning, he has built and deployed large-scale ML systems at companies like OLX Group and Simplaex.
An advocate for practical, hands-on education, Alexey has taught over 100,000 students, focusing on a code-first approach to help learners build real-world skills.
In the past, he was an active participant in data science competitions. A Kaggle Master, Alexey has achieved top rankings in several challenges, including 1st place in the NIPS'17 Criteo Challenge and 2nd place in the WSDM Cup 2017: Vandalism Detection.
He is also the author of several technical books, including the widely read Machine Learning Bookcamp.
", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/vqi5MMOlTRyi3pv7bOv8_1718261603928.jpg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "cbf012c8-0c0c-4dfe-8ba2-bc17c110a489", "title": "Identify Real-World Job Requirements", "description": "Understand core expectations by analyzing trends from 1500+ current job descriptions and industry research."}, {"uuid": "9495b026-39b9-42a1-aee5-cdc480373ad1", "title": "Distinguish Technical Skill Sets", "description": "Learn to differentiate between research-based AI roles and the product-focused engineering skills needed today."}, {"uuid": "67ef26ca-7df0-460b-8a7f-66ebfbf04ad3", "title": "Execute an AI Engineering Workflow", "description": "Apply theoretical concepts through a live demo of the typical daily tasks and technical handoffs in the role."}]}], "created_at": "2026-02-09T09:30:51.320878Z", "updated_at": "2026-02-09T10:15:38.126030Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 16984, "course_stripe_promo_code_id": null}, "school_event": {"id": 668, "slug": null, "title": "Defining the AI Engineer Role", "description": null, "start_datetime": "2026-02-24T16:00:00Z", "end_datetime": "2026-02-24T17:30:00Z", "start_date": "2026-02-24", "start_time": "17:00:00", "duration_min": 90, "timezone": "Europe/Berlin", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 2764}}], "exploreCourses": null, "workshopTags": [{"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}], "videoChapters": [{"title": "Welcome and Housekeeping", "start_seconds": 260}, {"title": "Introduction to the AI Engineering Roadmap", "start_seconds": 399}, {"title": "The Rise of the AI Engineer: From Research to Application", "start_seconds": 581}, {"title": "Economic, Social, and Technological Drivers of AI Engineering", "start_seconds": 825}, {"title": "The Product-First Approach and Software 3.0", "start_seconds": 1054}, {"title": "The Power of Combining AI with Code", "start_seconds": 1206}, {"title": "Architectural Patterns: LLM Core vs. Code Core", "start_seconds": 1395}, {"title": "The LLM OS and the Software 3.0 Stack", "start_seconds": 1561}, {"title": "The Evolving User Interface Layer", "start_seconds": 1753}, {"title": "Mapping ChatGPT Features to Startups: The LLM OS in Practice", "start_seconds": 1847}, {"title": "Course Summary and Call to Action", "start_seconds": 2040}, {"title": "Q&A and Conclusion", "start_seconds": 2207}], "navPages": [{"category": {"slug": "ai", "href": "/courses/ai", "title": "AI", "palette": {"--palette-category-base": "#460952", "--palette-category-highlight": "#931FAA", "--palette-category-border": "#EDA6FB"}}, "topics": [{"title": "Agentic AI", "slug": "ai/agentic-ai", "href": "/courses/ai/agentic-ai"}, {"title": "Coding with AI", "slug": "ai/ai-coding", "href": "/courses/ai/ai-coding"}, {"title": "AI Workflows", "slug": "ai/ai-workflows", "href": "/courses/ai/ai-workflows"}, {"title": "Claude Code", "slug": "ai/claude-code", "href": "/courses/ai/claude-code"}, {"title": "OpenClaw", "slug": "ai/openclaw", "href": "/courses/ai/openclaw"}, {"title": "Vibe Coding", "slug": "ai/vibe-coding", "href": "/courses/ai/vibe-coding"}, {"title": "AI Evals", "slug": "ai/evals", "href": "/courses/ai/evals"}, {"title": "AI Transformation", "slug": "ai/ai-transformation", "href": "/courses/ai/ai-transformation"}, {"title": "RAG & Search", "slug": "ai/rag-search", "href": "/courses/ai/rag-search"}, {"title": "MCP", "slug": "ai/mcp", "href": "/courses/ai/mcp"}, {"title": "AI for PMs", "slug": "ai/for-product-managers", "href": "/courses/ai/for-product-managers"}, {"title": "AI for Engineers", "slug": "ai/for-engineers", "href": "/courses/ai/for-engineers"}, {"title": "AI for Designers", "slug": "ai/for-designers", "href": "/courses/ai/for-designers"}, {"title": "AI for Marketers", "slug": "ai/for-marketers", "href": "/courses/ai/for-marketers"}, {"title": "AI for Founders", "slug": "ai/for-founders", "href": "/courses/ai/for-founders"}]}, {"category": {"slug": "product", "href": "/courses/product", "title": "Product", "palette": {"--palette-category-base": "#510B00", "--palette-category-highlight": "#B33600", "--palette-category-border": "#F7804D"}}, "topics": [{"title": "AI for PMs", "slug": "for-product-managers/ai", "href": "/courses/for-product-managers/ai"}, {"title": "Agentic AI", "slug": "for-product-managers/agentic-ai", "href": "/courses/for-product-managers/agentic-ai"}, {"title": "AI Evals", "slug": "for-product-managers/ai-evals", "href": "/courses/for-product-managers/ai-evals"}, {"title": "Vibe Coding", "slug": "for-product-managers/vibe-coding", "href": "/courses/for-product-managers/vibe-coding"}, {"title": "Product Sense", "slug": "for-product-managers/product-sense", "href": "/courses/for-product-managers/product-sense"}, {"title": "Product Discovery", "slug": "for-product-managers/product-discovery", "href": "/courses/for-product-managers/product-discovery"}, {"title": "User Research", "slug": "for-product-managers/user-research", "href": "/courses/for-product-managers/user-research"}, {"title": "Prototyping", "slug": "for-product-managers/prototyping", "href": "/courses/for-product-managers/prototyping"}, {"title": "Growth", "slug": "for-product-managers/growth", "href": "/courses/for-product-managers/growth"}, {"title": "Analytics", "slug": "for-product-managers/analytics", "href": "/courses/for-product-managers/analytics"}, {"title": "Tech Foundations", "slug": "for-product-managers/technical-foundations", "href": "/courses/for-product-managers/technical-foundations"}, {"title": "Strategy", "slug": "for-product-managers/strategy", "href": "/courses/for-product-managers/strategy"}, {"title": "Influence", "slug": "for-product-managers/influence", "href": "/courses/for-product-managers/influence"}, {"title": "Leadership", "slug": "for-product-managers/leadership", "href": "/courses/for-product-managers/leadership"}, {"title": "Career Growth", "slug": "for-product-managers/career-growth", "href": "/courses/for-product-managers/career-growth"}]}, {"category": {"slug": "engineering", "href": "/courses/engineering", "title": "Engineering", "palette": {"--palette-category-base": "#00332F", "--palette-category-highlight": "#00746B", "--palette-category-border": "#88B7B2"}}, "topics": [{"title": "AI for Engineers", "slug": "for-engineers/ai", "href": "/courses/for-engineers/ai"}, {"title": "Agentic AI", "slug": "for-engineers/agentic-ai", "href": "/courses/for-engineers/agentic-ai"}, {"title": "Coding with AI", "slug": "for-engineers/ai-coding", "href": "/courses/for-engineers/ai-coding"}, {"title": "Claude Code", "slug": "for-engineers/claude-code", "href": "/courses/for-engineers/claude-code"}, {"title": "OpenClaw", "slug": "for-engineers/openclaw", "href": "/courses/for-engineers/openclaw"}, {"title": "MCP", "slug": "for-engineers/mcp", "href": "/courses/for-engineers/mcp"}, {"title": "RAG & Search", "slug": "for-engineers/rag-search", "href": "/courses/for-engineers/rag-search"}, {"title": "AI Evals", "slug": "for-engineers/ai-evals", "href": "/courses/for-engineers/ai-evals"}, {"title": "Machine Learning", "slug": "for-engineers/ml", "href": "/courses/for-engineers/ml"}, {"title": "LLM Ops", "slug": "for-engineers/llm-ops", "href": "/courses/for-engineers/llm-ops"}, {"title": "Context Eng", "slug": "for-engineers/context-engineering", "href": "/courses/for-engineers/context-engineering"}, {"title": "Security", "slug": "for-engineers/security", "href": "/courses/for-engineers/security"}, {"title": "System Design", "slug": "for-engineers/system-design", "href": "/courses/for-engineers/system-design"}, {"title": "Leadership", "slug": "for-engineers/leadership", "href": "/courses/for-engineers/leadership"}, {"title": "Career Growth", "slug": "for-engineers/career-growth", "href": "/courses/for-engineers/career-growth"}]}, {"category": {"slug": "design", "href": "/courses/design", "title": "Design", "palette": {"--palette-category-base": "#38085F", "--palette-category-highlight": "#772CBB", "--palette-category-border": "#B5A2D0"}}, "topics": [{"title": "AI for Designers", "slug": "for-designers/ai", "href": "/courses/for-designers/ai"}, {"title": "Agentic AI", "slug": "for-designers/agentic-ai", "href": "/courses/for-designers/agentic-ai"}, {"title": "Vibe Coding", "slug": "for-designers/vibe-coding", "href": "/courses/for-designers/vibe-coding"}, {"title": "Prototyping", "slug": "for-designers/prototyping", "href": "/courses/for-designers/prototyping"}, {"title": "Figma", "slug": "for-designers/figma", "href": "/courses/for-designers/figma"}, {"title": "Design Systems", "slug": "for-designers/design-systems", "href": "/courses/for-designers/design-systems"}, {"title": "User Research", "slug": "for-designers/user-research", "href": "/courses/for-designers/user-research"}, {"title": "Product Discovery", "slug": "for-designers/product-discovery", "href": "/courses/for-designers/product-discovery"}, {"title": "UX", "slug": "for-designers/ux", "href": "/courses/for-designers/ux"}, {"title": "UI", "slug": "for-designers/ui", "href": "/courses/for-designers/ui"}, {"title": "Visual Design", "slug": "for-designers/visual-design", "href": "/courses/for-designers/visual-design"}, {"title": "Design Strategy", "slug": "for-designers/strategy", "href": "/courses/for-designers/strategy"}, {"title": "Influence", "slug": "for-designers/influence", "href": "/courses/for-designers/influence"}, {"title": "Leadership", "slug": "for-designers/leadership", "href": "/courses/for-designers/leadership"}, {"title": "Career Growth", "slug": "for-designers/career-growth", "href": "/courses/for-designers/career-growth"}]}, {"category": {"slug": "marketing", "href": "/courses/marketing", "title": "Marketing", "palette": {"--palette-category-base": "#431532", "--palette-category-highlight": "#943170", "--palette-category-border": "#C99EB5"}}, "topics": [{"title": "AI for Marketers", "slug": "for-marketers/ai", "href": "/courses/for-marketers/ai"}, {"title": "Agentic AI", "slug": "for-marketers/agentic-ai", "href": "/courses/for-marketers/agentic-ai"}, {"title": "Vibe Coding", "slug": "for-marketers/vibe-coding", "href": "/courses/for-marketers/vibe-coding"}, {"title": "Automation", "slug": "for-marketers/marketing-automation", "href": "/courses/for-marketers/marketing-automation"}, {"title": "Content Marketing", "slug": "for-marketers/content-marketing", "href": "/courses/for-marketers/content-marketing"}, {"title": "Demand Gen", "slug": "for-marketers/demand-generation", "href": "/courses/for-marketers/demand-generation"}, {"title": "Go-to-Market", "slug": "for-marketers/gtm", "href": "/courses/for-marketers/gtm"}, {"title": "Product Marketing", "slug": "for-marketers/product-marketing", "href": "/courses/for-marketers/product-marketing"}, {"title": "Positioning", "slug": "for-marketers/positioning", "href": "/courses/for-marketers/positioning"}, {"title": "Social Media", "slug": "for-marketers/social-media", "href": "/courses/for-marketers/social-media"}, {"title": "Brand", "slug": "for-marketers/brand", "href": "/courses/for-marketers/brand"}, {"title": "B2B Marketing", "slug": "for-marketers/b2b", "href": "/courses/for-marketers/b2b"}, {"title": "SEO & AEO", "slug": "for-marketers/seo-aeo", "href": "/courses/for-marketers/seo-aeo"}, {"title": "Strategy", "slug": "for-marketers/strategy", "href": "/courses/for-marketers/strategy"}, {"title": "Leadership", "slug": "for-marketers/leadership", "href": "/courses/for-marketers/leadership"}]}, {"category": {"slug": "leadership", "href": "/courses/leadership", "title": "Leadership", "palette": {"--palette-category-base": "#50090E", "--palette-category-highlight": "#A9202A", "--palette-category-border": "#D49C98"}}, "topics": [{"title": "AI for Leaders", "slug": "for-leaders/ai", "href": "/courses/for-leaders/ai"}, {"title": "Agentic AI", "slug": "for-leaders/agentic-ai", "href": "/courses/for-leaders/agentic-ai"}, {"title": "AI Transformation", "slug": "for-leaders/ai-transformation", "href": "/courses/for-leaders/ai-transformation"}, {"title": "AI Governance", "slug": "for-leaders/ai-governance", "href": "/courses/for-leaders/ai-governance"}, {"title": "Communication", "slug": "for-leaders/communication", "href": "/courses/for-leaders/communication"}, {"title": "Influence", "slug": "for-leaders/influence", "href": "/courses/for-leaders/influence"}, {"title": "Strategy", "slug": "for-leaders/strategy", "href": "/courses/for-leaders/strategy"}, {"title": "Management", "slug": "for-leaders/management", "href": "/courses/for-leaders/management"}, {"title": "People Operations", "slug": "for-leaders/people-operations", "href": "/courses/for-leaders/people-operations"}, {"title": "Exec Presence", "slug": "for-leaders/executive-presence", "href": "/courses/for-leaders/executive-presence"}, {"title": "Storytelling", "slug": "for-leaders/storytelling", "href": "/courses/for-leaders/storytelling"}, {"title": "Goal-setting", "slug": "for-leaders/goal-setting", "href": "/courses/for-leaders/goal-setting"}, {"title": "Personal Brand", "slug": "for-leaders/personal-brand", "href": "/courses/for-leaders/personal-brand"}, {"title": "Career Growth", "slug": "for-leaders/career-growth", "href": "/courses/for-leaders/career-growth"}]}, {"category": {"slug": "founders", "href": "/courses/founders", "title": "Founders", "palette": {"--palette-category-base": "#0C3209", "--palette-category-highlight": "#077202", "--palette-category-border": "#69C662"}}, "topics": [{"title": "AI for Founders", "slug": "for-founders/ai", "href": "/courses/for-founders/ai"}, {"title": "Agentic AI", "slug": "for-founders/agentic-ai", "href": "/courses/for-founders/agentic-ai"}, {"title": "AI Workflows", "slug": "for-founders/ai-workflows", "href": "/courses/for-founders/ai-workflows"}, {"title": "Vibe Coding", "slug": "for-founders/vibe-coding", "href": "/courses/for-founders/vibe-coding"}, {"title": "Prototyping", "slug": "for-founders/prototyping", "href": "/courses/for-founders/prototyping"}, {"title": "Product Sense", "slug": "for-founders/product-sense", "href": "/courses/for-founders/product-sense"}, {"title": "Positioning", "slug": "for-founders/positioning", "href": "/courses/for-founders/positioning"}, {"title": "Product Discovery", "slug": "for-founders/product-discovery", "href": "/courses/for-founders/product-discovery"}, {"title": "Management", "slug": "for-founders/management", "href": "/courses/for-founders/management"}, {"title": "Strategy", "slug": "for-founders/strategy", "href": "/courses/for-founders/strategy"}, {"title": "Go-to-Market", "slug": "for-founders/gtm", "href": "/courses/for-founders/gtm"}, {"title": "Personal Brand", "slug": "for-founders/personal-brand", "href": "/courses/for-founders/personal-brand"}, {"title": "Leadership", "slug": "for-founders/leadership", "href": "/courses/for-founders/leadership"}, {"title": "Fundraising", "slug": "for-founders/fundraising", "href": "/courses/for-founders/fundraising"}, {"title": "PMF", "slug": "for-founders/product-market-fit", "href": "/courses/for-founders/product-market-fit"}]}, {"category": {"slug": "more", "href": "/courses/more", "title": "More", "palette": {"--palette-category-base": "#1E2C2B", "--palette-category-highlight": "#4A6361", "--palette-category-border": "#B9C1BE"}}, "topics": [{"title": "Everyone", "slug": "for-everyone", "href": "/courses/for-everyone"}, {"title": "Operators", "slug": "for-operators", "href": "/courses/for-operators"}, {"title": "Data Scientists", "slug": "for-data-scientists", "href": "/courses/for-data-scientists"}, {"title": "Business Analysts", "slug": "for-business-analysts", "href": "/courses/for-business-analysts"}, {"title": "User Researchers", "slug": "for-user-researchers", "href": "/courses/for-user-researchers"}, {"title": "Customer Success", "slug": "for-customer-success", "href": "/courses/for-customer-success"}, {"title": "Project Managers", "slug": "for-project-managers", "href": "/courses/for-project-managers"}, {"title": "HR Professionals", "slug": "for-hr-professionals", "href": "/courses/for-hr-professionals"}, {"title": "Sales People", "slug": "for-sales-people", "href": "/courses/for-sales-people"}, {"title": "Lawyers", "slug": "for-lawyers", "href": "/courses/for-lawyers"}, {"title": "Finance", "slug": "for-finance-professionals", "href": "/courses/for-finance-professionals"}, {"title": "Investors", "slug": "for-investors", "href": "/courses/for-investors"}, {"title": "Real Estate", "slug": "for-real-estate-agents", "href": "/courses/for-real-estate-agents"}, {"title": "Educators", "slug": "for-educators", "href": "/courses/for-educators"}, {"title": "Creators", "slug": "for-creators", "href": "/courses/for-creators"}]}], "navTagLinks": [{"tag": {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers"}], "now": "2026-05-19T22:53:19.052Z"}, "__N_SSG": true}, "page": "/p/[slug]/[...ignored]", "query": {"slug": "8f9e99", "ignored": ["deconstruct-the-ai-engineering-roadmap"]}, "buildId": "qPlLjBFLQ9fnkFKJ7n7E-", "isFallback": false, "isExperimentalCompile": false, "gsp": true, "scriptLoader": []}}