Trey Grainger is lead author of the book AI-Powered Search (Manning 2025) and founder of Searchkernel, a software consultancy building the next generation of AI-powered search. He also serves as a technical advisor at OpenSource Connections. He previously served as CTO of Presearch, a decentralized web search engine, and as Chief Algorithms Officer and SVP of Engineering at Lucidworks, a search company whose technology powers hundreds of the world’s leading organizations. Trey is also co-author of the book Solr in Action (Manning 2014), as well as over a dozen other publications including books, journals, and research papers. Trey has 18 years of experience in search and data science focused on building self-learning search platforms integrating the most successful AI Search techniques.
", "headline": "AI Search Expert | Founder | Author", "title": "Founder, Searchkernel. Author, \"AI-Powered Search\". 18+ years leading search.", "linkedin_url": "", "twitter_handle": "", "custom_social_link": "", "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idskYMg_Lc/idsgrCljLm.jpeg", "type": "icon", "file_type": "jpeg", "uuid": "b75ee738-3f6b-4bfc-9aa1-0f462b98b234", "name": "Lucidworks"}, {"image_url": "https://asset.brandfetch.io/idTCWdN3V2/idDlXTsZYw.svg", "type": "logo", "file_type": "svg", "uuid": "22f6351e-326f-43b6-8e4f-df7d6dbaa781", "name": "Presearch"}, {"image_url": "https://asset.brandfetch.io/id_QgB787m/idRRMNVm56.png", "type": "logo", "file_type": "png", "uuid": "01134be2-30de-434c-950c-5e6307cc3044", "name": "Optimized AI Conference"}, {"image_url": "https://asset.brandfetch.io/idRrcMU04X/idPe8dAyv6.svg", "type": "logo", "file_type": "svg", "uuid": "f09015eb-7439-485a-83c9-ef32ca843ed4", "name": "CareerBuilder"}, {"image_url": "https://asset.brandfetch.io/idJTONuDZB/idvnLUMzvj.jpeg", "type": "icon", "file_type": "jpeg", "uuid": "0d22dbbe-8b23-4c84-9db7-9c9679b4dc05", "name": "Searchkernel"}], "label": ""}, "highlights": null, "highlights_html": "Since 2010, Doug Turnbull has worked with companies such as Shopify, Careerbuilder, Wikimedia Foundation, Shipt, and LexisNexis on improving search experiences. Doug coaches and develops search teams from startups to Fortune 500 companies, setting up organizational practices to build relevant search. Doug wrote “Relevant Search” (2016) and co-authored “AI Powered Search” (2022). He also co-created the Elasticsearch Learning to Rank, bringing machine learning to the most popular search engine, which revamped Wikipedia and Yelp, driving intelligent search behind dozens of companies' search experiences.
", "headline": "Principal Search Engineer | Author", "title": "Principal Search Engineer, Author of \"AI-Powered Search\" & \"Relevant Search\".", "linkedin_url": "", "twitter_handle": "", "custom_social_link": "", "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idAgPm7IvG/id85L14isQ.svg", "type": "logo", "file_type": "svg", "uuid": "c9cf80b5-b0bc-426e-b0eb-d91807bb1e55", "name": "Shopify.com"}, {"image_url": "https://asset.brandfetch.io/id2VbA0wwD/idv8cqA42F.png", "type": "icon", "file_type": "png", "uuid": "d635656d-e32e-4a9f-b69e-e7edd208531b", "name": "OpenSource Connections"}, {"image_url": "https://asset.brandfetch.io/idkKwm0IT0/idklqyFZ_8.svg", "type": "logo", "file_type": "svg", "uuid": "705bfccc-13c4-47cf-ae4d-b681871bd8c9", "name": "Reddit"}, {"image_url": "https://asset.brandfetch.io/idAo3WRIoq/idpY-V37uF.svg", "type": "logo", "file_type": "svg", "uuid": "f5985ff7-9cc4-4b06-b676-00562d7208c1", "name": "Wikipedia"}, {"image_url": "https://asset.brandfetch.io/idvwtgSsRX/idESHQtUtB.svg", "type": "logo", "file_type": "svg", "uuid": "f2db2ed5-cce4-4751-bf87-e95fc887c870", "name": "Yelp"}], "label": "\n"}, "highlights": null, "highlights_html": "Audrey is a Software Engineer at Sourcegraph, helping developers search, understand, and write code in complex codebases. She formerly held software engineering roles at Pinecone (the vector database) and Reddit, and served as a Data Scientist at IBM. She is also the Founder of Women of Search, an international community dedicated to empowering and celebrating women working in the search field.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/BE8mTJzSmCsJoekkYryE_audrey.jpeg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}, {"name": "Trey Grainger", "uuid": "49cbc6d8-a6a3-4cec-9895-d75ae72b4099", "logos": {"label": "", "logos": []}, "title": "Founder @ Searchkernel, Author, \"AI-Powered Search\"", "bio_html": "Trey is author of the book AI-Powered Search and is the founder of Searchkernel, a software company building the next generation of AI-powered search. He is an advisor to several startups and adjunct professor of computer science at Furman University. He previously served as CTO of Presearch, a decentralized web search engine, and as chief algorithms officer and SVP of engineering at Lucidworks, an search company whose search technology powers hundreds of the world’s leading organizations.
Trey is an instructor of Maven's AI-Powered Search course.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/onztDoKpSfmP5Qny2swD_trey-headshot-2018.png", "highlights": [], "linkedin_url": "", "twitter_handle": "", "image_url_no_bg": null, "custom_social_link": ""}], "learning_outcomes": [{"uuid": "eca1fc8e-be30-4ec3-8f36-700122e35f70", "title": "Components that make great code search", "description": "Learn what truly matters when building code search in the age of AI"}, {"uuid": "c35a89de-31ab-473a-8aa0-adc8c0054458", "title": "Variants of AI-powered code search at scale", "description": "Technical deep dive into two AI-powered code search applications from Sourcegraph"}, {"uuid": "523adc9b-fa68-4a69-a6af-bb9c9acde122", "title": "AI-powered search: reality vs hype", "description": "Familiarize yourself with what’s actually possible today—and what’s still a moonshot—in applying AI to code search"}]}], "created_at": "2026-02-12T21:04:32.198370Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 17433, "course_stripe_promo_code_id": null}, "school_event": {"id": 5528, "slug": null, "title": "AI-Powered Code Search At Scale", "description": null, "start_datetime": "2025-10-30T16:00:00Z", "end_datetime": "2025-10-30T17:15:00Z", "start_date": "2025-10-30", "start_time": "12:00:00", "duration_min": 75, "timezone": "America/New_York", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 134}, "relatedWorkshops": [{"id": 3815, "school_id": 15087, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 17014, "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": 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": 349, "tag_type": "topic", "label": "Coding with AI", "slug": "ai-coding", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 4655, "school_id": 15087, "slug": "0ede3d", "content_page_type": "workshop", "sections": [{"uuid": "016533bf-6e40-423c-a1a3-2c0b46ffd5c6", "title": "Make AI Work With Any Codebase", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/hKgoFcY0QB6JcZSnmBsI_Duo Instructor (11).png", "is_visible": true, "topic_desc": "This talk shares practical strategies from a real-world project integrating AI into development workflow. What works,\n what doesn't, and how to structure code so AI tools can help without degrading quality.", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Danny Roy Greenfeld", "uuid": "8df36b68-47ef-4351-9eb1-046d79adc25b", "logos": null, "title": "Ex-NASA - Co-creator of Air, Two Scoops of Django, Cookiecutter-Django", "bio_html": "Daniel Roy Greenfeld (aka “pydanny”) is co-creator and project leader of Air, the new Python web framework powered by FastAPI, Starlette, and HTMX. Daniel is a seasoned software engineer, author, and speaker with 28 years of professional experience. He is best known as co-authoring the Two Scoops of Django series with his wife, Audrey Roy Greenfeld. A long-time open source contributor, he is the creator or co-creator of numerous open-source tools, including Django Packages, Cookiecutter-Django, django-crispy-forms, and has submitted code to hundreds of packages over the years. He has worked at NASA, Kraken Technologies, and Answer AI - an AI research lab. He is father to a happy 6-year-old daughter named Uma, who shares his love for documentaries and Mark Rober videos.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/y0eFSEE2Tn2b7x691j32_Dannny.jpg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "image_url_no_bg": null, "custom_social_link": null}, {"name": "Isaac Flath", "uuid": "c18c3f3a-e51b-45e8-b1ee-da682e6af775", "logos": {"label": "", "logos": []}, "title": "Founder:Kentro Tech, Creator:MonsterUI, Contributor: FastHTML", "bio_html": "Isaac is an independent consultant who has helped many companies incorporate AI into their products. I created MonsterUI and have made many contributions to FastHTML and am a core contributor to air. Previously, I worked in several successful AI labs, including Novetta and Answer AI.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/3nbHON18RHGTPVs62SFg_profile_img.jpg", "highlights": [], "linkedin_url": "", "twitter_handle": "", "image_url_no_bg": null, "custom_social_link": ""}], "learning_outcomes": [{"uuid": "47b5a96c-44f6-447e-8986-322ad3d690f4", "title": "How to use AI in projects not in the model's training data", "description": ""}, {"uuid": "8febd61f-fec3-4fae-9490-e4ddd5a39208", "title": "How to Accelerate Development with AI", "description": ""}, {"uuid": "6373898b-dc67-4c4f-aa40-4c7fd364794a", "title": "AI's Sweet Spots and Limitations", "description": ""}, {"uuid": "5eac27b0-e89c-44b6-b952-620b121e9b80", "title": "Verification Strategies for AI-Generated Code", "description": ""}, {"uuid": "33c57410-eef0-4de2-83ff-fc3d97081dde", "title": "Insight into the development of a new web framework", "description": ""}]}], "created_at": "2026-02-12T21:02:11.302747Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 17014, "course_stripe_promo_code_id": null}, "school_event": {"id": 4655, "slug": null, "title": "Make AI Work With Any Codebase", "description": null, "start_datetime": "2025-08-05T02:00:00Z", "end_datetime": "2025-08-05T02:45:00Z", "start_date": "2025-08-04", "start_time": "22:00:00", "duration_min": 45, "timezone": "America/New_York", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 288}}, {"id": 6958, "school_id": 12780, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 14039, "workshop_tags": [{"id": 4, "tag_type": "category", "label": "Marketing & sales", "slug": "marketing-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": 301, "tag_type": "persona", "label": "For Marketers", "slug": "for-marketers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 384, "tag_type": "topic", "label": "SEO & AEO", "slug": "seo-aeo", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 7730, "school_id": 12780, "slug": "94d5cc", "content_page_type": "workshop", "sections": [{"uuid": "87ce41bd-3b96-4561-8ece-b12a0862c1d9", "title": "Build Your AI Search Strategy Beyond SEO", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/19RqBAc3StKaG6EXCRBW_Build%20your%20AI%20Search%20Strategy%20beyond%20SEO%20-%20size%202.jpg", "is_visible": true, "topic_desc": "With nearly 58% of searches ending with zero clicks & more users turning to ChatGPT & Gemini for answers, maintaining brand visibility in AI-driven search is now essential for organic success. This lesson provides essential background and a practical framework to adapt your organic search strategy. You will learn what factors influence AI answer engines, how to optimize content & measure success.", "brand_logos": {"label": "Taught & advised for:", "logos": [{"name": "Microsoft", "type": "logo", "uuid": "849f0bf4-0415-4200-9792-a05ff9406cac", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idchmboHEZ/idc7I0n_oy.svg"}, {"name": "Procter & Gamble", "type": "icon", "uuid": "dac8de9d-01f6-4aa7-b750-016a86d45165", "file_type": "png", "image_url": "https://asset.brandfetch.io/id6htIcs_f/iduFsgrvJ4.png"}, {"name": "Accenture", "type": "logo", "uuid": "af3c8bad-1a85-4128-9755-3998a2420a54", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id44tJQbVE/idrtPjtOxG.svg"}, {"name": "TikTok", "type": "logo", "uuid": "8af72467-f29d-4f9f-8aff-89f79aa53cb7", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id-0D6OFrq/ido5QFDR25.svg"}, {"name": "Chime", "type": "logo", "uuid": "651f8f03-645c-4e35-8ebb-79554480a1d6", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idh8cSYdom/id7HaiBrTO.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Mostafa ElBermawy", "uuid": "a35fc797-915f-411b-b09d-7ef2b5eb727f", "logos": null, "title": "Founder & CEO at Goodie AI and NoGood", "bio_html": "I am a growth engineer at heart with years of experience building growth teams with a focus on AI-driven search. I serve as the CEO and founder of NoGood, a performance marketing agency based in New York City, and created Goodie AI, an all-in-one Answer Engine Optimization platform. Throughout my career, I've been fortunate to work with talented teams to help companies like Microsoft, Procter & Gamble, American Express, and ByteDance to accelerate their growth.
My journey began in search, and I've worked hard to keep pace with the rapidly evolving landscape in this field. I've spent considerable time developing AEO strategies and have had the privilege of sharing these concepts with various brands. Through years of hands-on growth marketing experience combined with study of AI developments, I've gathered insights that I hope will be valuable in this course. In the age of AI Search, I aim to share practical frameworks alongside emerging trends in AI search. I believe the real value comes not just from understanding concepts, but from applying them to achieve meaningful results, which I've been lucky enough to witness firsthand.
", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/tA7SeyafSOidfz6PISFK_Mostafa%20Profile%20image.png", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "54b4cd66-406c-4db1-b337-d3fc1aa04a38", "title": "Learn how AI search is impacting organic growth", "description": "Learn how AI search is transforming traffic, brand visibility, and the need for an AI-driven strategy to stay ahead."}, {"uuid": "b87ebf38-1b95-4951-b786-c69d2ba25bde", "title": "Learn how Social is reshaping AI Search presence", "description": "See how social platforms are becoming top AI citation sources and what it means for your brand's visibility."}, {"uuid": "479b4d4a-aff9-4c9d-92f1-08b69d5ec466", "title": "Build AI search strategy & future-proofing content", "description": "Learn techniques to optimize your content and SEO assets for AI-powered Answer Engines like ChatGPT, Gemini, and more."}, {"uuid": "2fae3f1d-16a5-4062-b828-83ed3630c2ca", "title": "Measure & track AI Search performance", "description": "Set up monitoring to track AI search visibility and measure impact effectively, capturing metrics competitors may miss"}]}], "created_at": "2026-02-26T16:34:36.855758Z", "updated_at": "2026-02-26T17:39:08.984397Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 14039, "course_stripe_promo_code_id": null}, "school_event": {"id": 7730, "slug": null, "title": "Build Your AI Search Strategy Beyond SEO", "description": null, "start_datetime": "2026-04-16T16:00:00Z", "end_datetime": "2026-04-16T16:30:00Z", "start_date": "2026-04-16", "start_time": "12:00:00", "duration_min": 30, "timezone": "America/New_York", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 307}}, {"id": 3014, "school_id": 7425, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 7899, "workshop_tags": [{"id": 2, "tag_type": "category", "label": "Product", "slug": "product-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": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "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": 3845, "school_id": 7425, "slug": "5bfe21", "content_page_type": "workshop", "sections": [{"uuid": "97cbee20-e4e8-4bb3-b047-57700a8f9fff", "title": "How to Build AI-Powered Apps", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/5W1cxjUzSXaVXzXVQmsv_How to Build AI-Powered Apps.png", "is_visible": true, "topic_desc": "AI isn’t just something behind the scenes anymore, it’s part of product now. Whether you're building an internal tool, customer-facing feature, or standalone product, knowing how to integrate AI gives you a huge edge. And thanks to modern No-Code x AI tools, you don’t need to be a developer to build it", "brand_logos": {"label": "", "logos": [{"name": "Bubble", "type": "logo", "uuid": "b581c473-f9eb-411c-99a8-732e255bbf85", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6z4_raly/idUKUL6oih.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Harold Dijkstra", "uuid": "ef15de92-c4a6-44c3-8157-ab0ec91d28db", "title": "No-Code x AI Bootcamp", "bio_html": "Host of the No-Code x AI Bootcamp. Helping non-technical professionals to learn how to build their own solutions with No-Code x AI.
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/ZCDvCZeBTiWqkHSOVC5x_Harold Dijkstra.png"}, {"name": "Marina Trajkovska", "uuid": "19558f4c-7225-403b-87a8-f4ad4a116569", "title": "Technical Solutions Architect at Bubble", "bio_html": "Technical Solutions Architect at Bubble. Showing how you can build AI-powered Apps with Bubble
", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/R8LumfhSZuVsbmJXpfLL_Marina Trajkovska.jpeg"}], "learning_outcomes": [{"uuid": "27fb2179-760c-4c5a-bca5-8b8625ee12cd", "title": "How to build apps with AI at the core", "description": "Learn how to create AI-powered user interfaces"}, {"uuid": "76f8979f-319a-4db7-8c13-9000029b0b88", "title": "How to plug AI into your app without coding", "description": "Learn how to use No-Code to add AI to your product"}, {"uuid": "08f280c3-6bea-4a05-ad44-dfc9825556ac", "title": "Start building this weekend", "description": "You'll learn the most from doing, so get ready to build your first AI Agent(s) this weekend"}]}], "created_at": "2026-02-12T21:00:04.796587Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 7899, "course_stripe_promo_code_id": null}, "school_event": {"id": 3845, "slug": null, "title": "How to Build AI-Powered Apps", "description": null, "start_datetime": "2025-05-16T16:00:00Z", "end_datetime": "2025-05-16T16:45:00Z", "start_date": "2025-05-16", "start_time": "18:00:00", "duration_min": 45, "timezone": "Europe/Amsterdam", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 213}}], "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": 441, "tag_type": "topic", "label": "RAG & Search", "slug": "rag-search", "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": "Introduction to AI-Powered Code Search and Course Overview", "start_seconds": 4}, {"title": "Introducing Audrey Lorberfeld and the Women of Search Community", "start_seconds": 280}, {"title": "Overview of Traditional Code Search at SourceGraph", "start_seconds": 506}, {"title": "The Zucht Indexing Pipeline Explained", "start_seconds": 620}, {"title": "The Query, Search, and Serving Pipeline", "start_seconds": 807}, {"title": "Introducing AI-Powered Tools: Deep Search and AMP", "start_seconds": 1132}, {"title": "Deep Dive into Deep Search: An AI-Powered Agent", "start_seconds": 1168}, {"title": "Exploring AMP: The Local Frontier Coding Agent", "start_seconds": 1482}, {"title": "The Power of System Prompts in AMP", "start_seconds": 1695}, {"title": "Multi-Layered Context Management in AMP", "start_seconds": 1873}, {"title": "AI Hype vs. Reality: The Enduring Role of Information Retrieval", "start_seconds": 1945}, {"title": "Q&A: Model Selection, Keyword Search, and Future Directions", "start_seconds": 2193}], "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": 441, "tag_type": "topic", "label": "RAG & Search", "slug": "rag-search", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers/rag-search"}, {"tag": {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers"}], "now": "2026-05-19T22:53:50.806Z"}, "__N_SSG": true}, "page": "/p/[slug]/[...ignored]", "query": {"slug": "6e14bf", "ignored": ["ai-powered-code-search-at-scale"]}, "buildId": "qPlLjBFLQ9fnkFKJ7n7E-", "isFallback": false, "isExperimentalCompile": false, "gsp": true, "scriptLoader": []}}