{"url": "https://maven.com/p/fdd9ef/exploring-open-source-multi-agent-frameworks-for-ml-research", "core": {"title": "Exploring Open-Source Multi-Agent Frameworks for ML Research", "slug": "fdd9ef", "id": 1376, "page_type": "workshop", "description": "We explore how open-source multi-agent frameworks can support ML research workflows by automating key stages, from data processing to model development and reporting. We'll showcase task-specific agents designed for planning, development, and validation phases, each contributing to peer-review-ready documentation with minimal human input, and importantly will talk about the integration challenges.", "start_datetime": "2025-05-23T16:00:00Z", "duration_min": 45, "is_recording_public": true, "has_internal_recording": true, "instructor_name": "Amir Feizpour", "instructor_title": "Founder @ Aggregate Intellect", "instructor_headline": null, "course_name": "Agentic Buildcamp - A Cognitive Gym for Building AI Agents — using AI Agents", "course_slug": "llm-systems", "school_name": "aggregate intellect", "school_slug": "aggregate-intellect", "chapter_count": 18}, "next_data": {"props": {"pageProps": {"apiSchool": {"id": 10275, "slug": "aggregate-intellect", "name": "aggregate intellect", "is_stripe_connected": true, "stripe_connect_account_id": "acct_1OzEjA4CvaOhGoz3", "zoom_auth_version": 2, "verified": true, "timezone": "America/Toronto", "support_email": null, "school_tags": [], "instructor_bio": null}, "pageType": "workshop", "school": {"id": 10275, "slug": "aggregate-intellect", "name": "aggregate intellect", "is_stripe_connected": true, "stripe_connect_account_id": "acct_1OzEjA4CvaOhGoz3", "zoom_auth_version": 2, "verified": true, "timezone": "America/Toronto", "support_email": null, "school_tags": [], "instructor_bio": null}, "course": {"slug": "llm-systems", "school_id": 10275, "name": "Agentic Buildcamp - A Cognitive Gym for Building AI Agents — using AI Agents", "id": 11159, "format": "full_course", "description": "This isn't just another course. You'll walk away with tangible assets that advance your career and concrete skills that set you apart.", "attrs": {"courses_page_highlight_order_index": null, "custom_landing_page_url": null, "facebook_pixel_id": null, "is_course_application_enabled": false, "is_demoted_on_courses_page": false, "is_hidden_by_maven_staff": false, "is_live_on_courses_page": true, "short_description": null, "skip_landing_page": null, "satisfaction_guarantee_status": "unset"}, "social_image_url": "https://d2426xcxuh3ht5.cloudfront.net/QusQruWuSCajbnxBEEVX_Copy of Social Share - Dark Template 3 (1).jpg", "course_image_url": null, "clp_hero_media": {"media_type": "youtube_video_id", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/0LCNuFIgSbSm8NMDt5F4_Copy of Course Image - Dark Template 3.jpg", "youtube_video_id": "cD2KaAYeXHU", "vimeo_video_id": ""}, "instructor_infos": [{"name": "Amir Feizpour, PhD", "image_url": "https://user-assets.maven.com/instructor-avatars/llm-systems/amir-feizpour-phd-bc621bc6.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-avatars/llm-systems/amir-feizpour-phd-490a20fd-no-bg.png", "uuid": "9693f36b-96a0-4968-a561-a42d13ddf35c", "bio_html": "<p>Amir is the founder of Aggregate Intellect, helping clients leverage LLM systems to augment their business workflows. Prior to this, Amir was an AI Product Lead at Royal Bank of Canada and built a document processing platform used by internal lines of business. Amir held a research position at University of Oxford conducting experiments on quantum computing resulting in high profile publications and patents. Amir holds a PhD in Physics from University of Toronto. Amir has also founded and grown a global community of 5000+ engineers, researchers, and founders gathered around topics in natural language processing. </p>", "headline": "Founder at Aggregate Intellect", "title": "10+ years in AI and Product Development", "linkedin_url": null, "twitter_handle": null, "custom_social_link": null, "logos": {"logos": [], "label": null}, "highlights": null, "highlights_html": "<ul><li></li></ul>", "preferred_name": null}], "instructor_caption": "10+ years in AI and Product Development", "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": 82, "tag_type": "deprecated", "label": "Build with AI", "slug": "x-subcategory-build-with-ai", "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": 122, "tag_type": "public_collection", "label": "Maven 100 - AI", "slug": "maven-100-ai", "description": null, "parent_tag_id": 35}, {"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": 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": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null}, {"id": 292, "tag_type": "persona", "label": "For Founders", "slug": "for-founders", "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": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}, {"id": 426, "tag_type": "topic", "label": "Claude Code", "slug": "claude-code", "description": null, "parent_tag_id": null}]}, "contentPageSlug": "fdd9ef", "contentPage": {"id": 1376, "school_id": 10275, "slug": "fdd9ef", "content_page_type": "workshop", "sections": [{"uuid": "9fae60d2-f4db-4b4b-a7cb-c2b8e897a41d", "title": "Exploring Open-Source Multi-Agent Frameworks for ML Research", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/aqokEg9RDK908jEDGKmT_Nick.png", "is_visible": true, "topic_desc": "We explore how open-source multi-agent frameworks can support ML research workflows by automating key stages, from data processing to model development and reporting. We'll showcase task-specific agents designed for planning, development, and validation phases, each contributing to peer-review-ready documentation with minimal human input, and importantly will talk about the integration challenges.", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Amir Feizpour", "uuid": "df8a0802-ce58-44f8-ad18-8366e8777e7b", "title": "Founder @ Aggregate Intellect", "bio_html": "<p>Amir Feizpour is the founder, CEO, and Chief Scientist at Aggregate Intellect building a generative business brain for service and science based companies. Amir has built and grown a global community of 5000+ AI practitioners and researchers gathered around topics in AI research, engineering, product development, and responsibility. Prior to this, Amir was an NLP Product Lead at Royal Bank of Canada. Amir held a research position at University of Oxford conducting experiments on quantum computing resulting in high profile publications and patents. Amir holds a PhD in Physics from University of Toronto. Amir also serves the AI ecosystem as an advisor at MaRS Discovery District, works with several startups as fractional chief AI officer, and engages with a wide range of community audiences (business executives to hands-on developers) through training and educational programs. Amir leads Aggregate Intellect’s R&amp;D via several academic collaborations.&nbsp;</p>", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/KmzU7whiRigXiIMHisOS_me.jpg"}, {"name": "Mykola Burynok", "uuid": "99d9c341-5471-4842-a29f-ff0f734a9c3e", "title": "Senior Software Engineer @ Kima Inc.", "bio_html": "<p>Mykola is a seasoned software engineer and product builder with over 15 years of experience developing mobile apps, developer productivity command-line tools, and full-stack product architectures. Mykola has worked across startups and established companies, always focused on creating tools that are not only functional but intuitive and scalable. These days, Mykola helps turn recruitment and employee experience journey workflows into practical tools—faster and smarter. Fascinated by the intersection of engineering and anthropology, Mykola is now diving deep into agentic architectures and AI-powered productivity systems, exploring how intelligent collaboration between humans and machines can shape the future of work.</p>", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/RmsktxBTRpyH8eL3udmr_1583546681034.jpeg"}], "learning_outcomes": [{"uuid": "4f3444cc-4e38-4259-80e2-74b0ee6421c1", "title": "Automating ML research workflows", "description": "Steps towards automating ML research workflows with open-source multi-agent architectures"}, {"uuid": "8561961d-ca82-49b1-808e-3b7ed6a8df32", "title": "Generating complex technical documents", "description": "Produce peer-review-ready documentation with minimal human input"}, {"uuid": "f8ef5bbd-7034-48a2-9e8b-96699204e949", "title": "Orchestrating multiple agents from different frameworks", "description": "Tackle the integration of building blocks from diverse multi-agent frameworks"}]}], "created_at": "2026-02-12T20:53:50.474085Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 11159, "course_stripe_promo_code_id": null}, "school_event": {"id": 1376, "slug": null, "title": "Exploring Open-Source Multi-Agent Frameworks for ML Research", "description": null, "start_datetime": "2025-05-23T16:00:00Z", "end_datetime": "2025-05-23T16:45:00Z", "start_date": "2025-05-23", "start_time": "12:00:00", "duration_min": 45, "timezone": "America/Toronto", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 92}, "relatedWorkshops": [{"id": 6427, "school_id": 13820, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 15254, "workshop_tags": [{"id": 29, "tag_type": "category", "label": "Business & finance", "slug": "business-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 292, "tag_type": "persona", "label": "For Founders", "slug": "for-founders", "description": null, "parent_tag_id": null}, {"id": 298, "tag_type": "persona", "label": "For Everyone", "slug": "for-everyone", "description": null, "parent_tag_id": null}, {"id": 303, "tag_type": "persona", "label": "For Entrepreneurs", "slug": "for-entrepreneurs", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 708, "school_id": 13820, "slug": "cc6432", "content_page_type": "workshop", "sections": [{"uuid": "ada8ff0b-9328-4979-9116-dc96733848fe", "title": "Building Autonomous Research Agents", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/AS3g953NRHejpQ4uaJMT_Single%20Instructor%20-%20theme%20a%20(5).png", "is_visible": true, "topic_desc": "Autonomous research agents are transforming how students and professionals gather intelligence. \nWhile others spend hours manually researching papers and reports, you'll have AI agents working 24/7 delivering insights instantly.\n\nThis isn't just time-saving, it's competitive advantage in academia and industry.\n\nMastering CrewAI gives you production skills applicable in your research work.", "brand_logos": {"label": "Previously at AIG", "logos": [{"name": "AIG", "type": "logo", "uuid": "0547c0ce-9822-4699-8aa0-a65459e4c39d", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idBprzyg6n/idK0BLVSS_.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Soumava 'Sam' Dey", "uuid": "6bc0cdac-d122-42aa-9e31-243c56f05d07", "logos": null, "title": "15+ years in AI/data analytics at CMI Media/WPP & AIG; featured AI influencer", "bio_html": "<p>With 15+ years in data analytics and AI across insurance, pharmaceutical marketing, and consulting, I currently serve as Associate Director at CMI Media Group(WPP) managing multiple marketing data portfolios for Pharma clients. </p><p>I actively build AI communities as Denver AI chapter co-host and <a href=\"https://open.spotify.com/show/4BpXMVsNVd7MtbX2dTg7qU\" rel=\"noopener noreferrer\" target=\"_blank\">Inside AssembleAI</a> podcast co-host, creator of <a href=\"https://www.youtube.com/@datasciencewithsam9090\" rel=\"noopener noreferrer\" target=\"_blank\">DataScienceWithSam</a> YouTube channel, published <a href=\"https://www.medrxiv.org/content/10.1101/2021.07.15.21260605v1\" rel=\"noopener noreferrer\" target=\"_blank\">AI research paper</a> author, and former Coursera instructor, recognized as a featured AI influencer by <a href=\"https://voyagedenver.com/interview/meet-soumava-dey-of-aurora/\" rel=\"noopener noreferrer\" target=\"_blank\">Voyage Denver Magazine</a> with a Microsoft AI Community Award.</p><p>My real production experience includes building insurance risk assessment pipelines for multi-million life and retirement policyholders at AIG, giving me battle-tested insights into deploying autonomous AI/ML systems at enterprise scale.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/5fnJPS6mQ325FOy1ktzH_1670715778876.jpeg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "29efd5ba-6bbb-4a55-b3b2-547f13f02ab8", "title": "Build an Academic Research Agent That Reads Papers for You", "description": "Create a CrewAI system that autonomously finds, reads, and summarizes research papers, extracting key insights automatic"}, {"uuid": "918e7153-1e75-42f6-a01b-59c842f92c39", "title": "Design Multi-Agent Workflows for Literature Review Tasks", "description": "Structure agent roles and collaboration patterns to handle complex research tasks like paper analysis efficiently."}, {"uuid": "1ee6896b-33b3-46da-baef-4512fc248444", "title": "Deploy Production-Ready Research Agents Beyond Prototypes", "description": "Implement cost optimization, quality validation, and monitoring for research agents that deliver reliable results consis"}]}], "created_at": "2026-02-10T04:57:13.219825Z", "updated_at": "2026-02-10T04:57:36.736127Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 15254, "course_stripe_promo_code_id": null}, "school_event": {"id": 708, "slug": null, "title": "Building Autonomous Research Agents", "description": null, "start_datetime": "2026-02-25T00:00:00Z", "end_datetime": "2026-02-25T01:00:00Z", "start_date": "2026-02-24", "start_time": "17:00:00", "duration_min": 60, "timezone": "America/Denver", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 33}}, {"id": 6095, "school_id": 15625, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 17830, "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": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null}, {"id": 292, "tag_type": "persona", "label": "For Founders", "slug": "for-founders", "description": null, "parent_tag_id": null}, {"id": 298, "tag_type": "persona", "label": "For Everyone", "slug": "for-everyone", "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": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}, {"id": 401, "tag_type": "internal_collection", "label": "Maven Marketing: Agent.ai Series 2/26", "slug": "agent-ai-workflows", "description": null, "parent_tag_id": null}, {"id": 427, "tag_type": "topic", "label": "Context Engineering", "slug": "context-engineering", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 692, "school_id": 15625, "slug": "c00fe3", "content_page_type": "workshop", "sections": [{"uuid": "7116d232-5c38-410b-8eea-a5de2bf69389", "title": "Build Your AI Research Agent for Daily Insights", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/DY7v3TGQYedprW5leuyr_Single%20Instructor%20-%20theme%20a%20(2).png", "is_visible": true, "topic_desc": "Stop manually digging through search results. In this lesson, I'll show you how to use the \"Research Agent Stack\": deploying Deep Research to gather massive amounts of web data, then funneling it into NotebookLM to create a hallucination-free knowledge base. You’ll leave with the exact 15-minute protocol I use to master any new technical topic.", "brand_logos": {"label": "Previously at Apple, LinkedIn, Udemy", "logos": [{"name": "Apple", "type": "logo", "uuid": "f4fd984e-3ec8-4e04-804a-5de2a731d8fa", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idnrCPuv87/idSxC3DMkx.svg"}, {"name": "LinkedIn", "type": "logo", "uuid": "5dbcf6f4-2417-4f84-b915-47425aa2568c", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idJFz6sAsl/idnwC5pGyX.svg"}, {"name": "Udemy", "type": "logo", "uuid": "9d69e2ac-b894-43e1-b7d8-b05a11b49d49", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idTqV2BNgX/idssP8E9qI.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Nathan Wang", "uuid": "a0054416-4a12-4ad7-ac70-50d40250e855", "logos": null, "title": "AI Builder & PhD Engineer. Taught 50k+ students. Formerly at Apple.", "bio_html": "<p>I don't just teach productivity; I engineer leverage. I’ve shipped <strong>15 AI products in 15 weeks</strong> while maintaining my business, taking care of two kids, and staying on the bleeding edge of AI research. I didn't do this by working harder—I did it by building a system.</p><ul><li><strong>Ph.D. in Engineering:</strong> I treat knowledge acquisition like a data pipeline. I filter signal from noise with the same rigor I applied to process design.</li><li><strong>System Architect:</strong> I don't \"read the news\"; I have agents that read it for me. I built the <a href=\"https://trend-ai.app/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Trend AI</strong></a> pipeline to surface breakthrough insights before the mainstream sees them.</li><li><strong>Early Adopter:</strong> I test every new model (Gemini 3.0 Pro, Claude Opus 4.5, GPT-5.2 etc.) immediately to see how it accelerates <em>learning</em>, not just coding.</li><li><strong>Dog-Fooder:</strong> I use this exact 15-minute loop every morning. It’s how I learned to build agents, ran a cohort, and grew my audience simultaneously.</li></ul><p><br></p><p><strong>I've spent 15+ years at the intersection of AI, software, and hardware:</strong></p><ul><li><strong>As an Educator:</strong> Taught <strong>50,000+ students</strong> on platforms like <strong>Udemy and LinkedIn Learning</strong>. I know the biggest barrier isn't ability—it's <em>overwhelm</em>. I designed this workflow to kill overwhelm.</li><li><strong>As an AI Builder:</strong> Shipped 15 products in 15 weeks. This required learning 15 new tech stacks in real-time. My \"Just-in-Time\" learning system made this possible.</li><li><strong>As a Software Engineer:</strong> I apply \"DevOps\" principles to my life. Continuous Integration / Continuous Deployment (CI/CD) for knowledge and personal growth.</li><li><strong>As a Hardware Engineer:</strong> Efficiency is in my DNA. I spent 5 years at <strong>Apple</strong> optimizing system performance. Now, I optimize <strong>cognitive performance</strong>.</li></ul><p><br></p><p><strong>Here's what I learned:</strong></p><p>You don't need a genius IQ to keep up with AI. You don't need to read 50 papers a week. <strong>You need a superior filter.</strong> In this Lightning Lesson, I'll show you the <strong>\"Input/Output Loop\"</strong>—the exact workflow I use to learn faster than 99% of the market. <strong>My mission:</strong> Help working professionals become \"AI Super Individuals\" who scale themselves infinitely.</p><p><br></p><p><strong>Why trust me?</strong></p><p>I've been on every side of the ecosystem:</p><ul><li><strong>Deep Research:</strong> Reverse-engineering algorithms &amp; papers</li><li><strong>Practical Building:</strong> Shipped 15 products using \"Just-in-Time\" learning</li><li><strong>Teaching:</strong> Refined over 20+ courses and 50,000+ students</li></ul><p><br></p><p>Beyond Antigravity, I’m using these same architectural patterns to build a <strong>memory-first personal AI agent OS</strong> – wiring tools, memory, and logging so my \"Second Brain\" gets smarter every day.</p><p><br></p><p>This Lightning Lesson gives you the <strong>core engine</strong> behind both: how to set up an automated Learning &amp; Growth system. You’ll be able to clone this workflow immediately.</p><p>I'll show you the shortcut. See you in the session.</p><p><br></p><p><strong>Important Notes</strong></p><ul><li>⚠️ One-time live session — I'm teaching this framework once. If you miss it, you miss it.</li><li>📹 Can't attend live? No problem — I'll send the full recording link to all registrants (but live attendees get priority Q&amp;A).</li></ul><p><br></p><p><strong>🚀 Serious about shipping? </strong></p><p>This 30-minute session is a high-speed overview. If you are already looking for a structured 3-week build sprint or private implementation help, check the <a href=\"https://maven.com/ai-nate/ai-super-individual\" rel=\"noopener noreferrer\" target=\"_blank\">Go Deeper Link</a> to secure a seat in the February cohort before the price jump.</p><p><br></p><p><strong>Don't Miss Your Chance </strong></p><p>850+ AI builders are already signed up for my AI Builder lightning lesson series:</p><ul><li><a href=\"https://maven.com/p/81cdde/build-your-first-ai-app-in-30mins-with-ai-coding\" rel=\"noopener noreferrer\" target=\"_blank\"><em>Build Your First AI App in 30mins with AI Coding</em></a></li><li><a href=\"https://maven.com/p/4b4c2f/ai-coding-zero-to-working-cursor-claude-jumpstart\" rel=\"noopener noreferrer\" target=\"_blank\"><em>AI Coding Zero-to-Working: Cursor + Claude Jumpstart</em></a></li><li><a href=\"https://maven.com/p/f859a9/agentic-coding-zero-to-shipped-google-antigravity-jumpstart\" rel=\"noopener noreferrer\" target=\"_blank\"><em>Agentic Coding Zero-to-Shipped: Google Antigravity Jumpstart</em></a></li><li><a href=\"https://maven.com/p/c4085b/ai-system-design-for-p-ms-founders?utm_medium=ll_share_link&amp;utm_source=instructor\" rel=\"noopener noreferrer\" target=\"_blank\"><em>AI System Design for PMs &amp; Founders</em></a></li><li><a href=\"https://maven.com/p/c00fe3/ai-productivity-workflows-for-busy-professionals?utm_medium=ll_share_link&amp;utm_source=instructor\" rel=\"noopener noreferrer\" target=\"_blank\"><em>AI Productivity Workflows for Busy Professionals</em></a></li><li><a href=\"https://maven.com/p/ab856a/rapid-ai-prototyping-for-founders-p-ms?utm_medium=ll_share_link&amp;utm_source=instructor\" rel=\"noopener noreferrer\" target=\"_blank\"><em>Rapid AI Prototyping for Founders &amp; PMs</em></a><em><span class=\"ql-cursor\">﻿</span></em></li></ul><p>Join them and start your journey to become <strong>AI Super Individual</strong> this weekend.</p><p><strong>Sign up for free!</strong></p><p><br></p><p><strong>Stay Connected</strong></p><ul><li>🐦 X/Twitter: Follow <a href=\"https://x.com/AI_Nate_SA\" rel=\"noopener noreferrer\" target=\"_blank\">@AI_Nate_SA</a> for daily AI building insights</li><li>💼 LinkedIn: Connect with <a href=\"https://maven.com/ai-nate/ai-super-individual/admin/lightning-lessons/c4085b/www.linkedin.com/in/nathaniel-wang-instructor\" rel=\"noopener noreferrer\" target=\"_blank\">Nathan Wang</a> for career-focused AI content</li><li>💬 Discord: Join <a href=\"https://discord.com/invite/7Up7BWVdS6\" rel=\"noopener noreferrer\" target=\"_blank\">AI Builder Community</a> for live help and peer learning</li><li>🎥 YouTube: Subscribe to <a href=\"https://www.youtube.com/@AI-Nate-SA\" rel=\"noopener noreferrer\" target=\"_blank\">AI-Nate Channel</a> for free tutorials</li></ul>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/rQTmuyy2S3qW6Pfk8fLP_Profile_Nathan.png", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "9553169b-e13b-493a-8b25-ad36d83c799c", "title": "Execute Multi-Step Deep Research", "description": "Deploy Deep Research agents to crawl the web, synthesize hundreds of sources, and generate 20+ page reports."}, {"uuid": "1efad980-3466-4434-ac29-b456cc4e4356", "title": "Build Your Source-Grounded Library", "description": "Import research into NotebookLM to eliminate hallucinations and create a \"second brain\" that only speaks from verified d"}, {"uuid": "01876463-f34b-41ef-b8c8-469b6fde90e5", "title": "Automate Your Insight Deliverables", "description": "Turn thousands of pages of research into instant briefings, podcasts, or \"Voice Style Guides\" in one click."}]}], "created_at": "2026-02-09T21:40:39.661580Z", "updated_at": "2026-02-09T21:40:52.219582Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 17830, "course_stripe_promo_code_id": null}, "school_event": {"id": 692, "slug": null, "title": "Build Your AI Research Agent for Daily Insights", "description": null, "start_datetime": "2026-02-13T17:00:00Z", "end_datetime": "2026-02-13T17:30:00Z", "start_date": "2026-02-13", "start_time": "09:00:00", "duration_min": 30, "timezone": "America/Los_Angeles", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 1131}}, {"id": 3305, "school_id": 3671, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 3847, "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": 247, "tag_type": "internal_collection", "label": "Leadership in the AI Era", "slug": "leadership-in-AI-era", "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": 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": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 4138, "school_id": 3671, "slug": "5aae05", "content_page_type": "workshop", "sections": [{"uuid": "db8ba2d2-5243-4a39-9dc2-d5ad2a10a0f1", "title": "Using Agents to Develop Mission Critical Products", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/NB1D8dLARua79FFIIivu_Lighting Lessons (1).jpg", "is_visible": true, "topic_desc": "Most AI agents today look great in demos but fail in real-world use. This course teaches you to build enterprise-grade AI agents that retrieve, analyze, and collaborate intelligently. You'll master multi-agent systems, optimized retrieval, and real-world deployment—focusing on practical, scalable AI over hype. Join us to build agents that actually work in production! 🚀", "brand_logos": {"label": "Worked at", "logos": [{"name": "Google", "type": "logo", "uuid": "f285da20-61ad-4883-bf60-111a4f3f1b19", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6O2oGzv-/idjOb2YcqW.svg"}, {"name": "Stanford University", "type": "logo", "uuid": "80775bdb-9fb5-4da2-8f58-0cfcd3c5f272", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idPv3iQPET/idBFw-L5SX.svg"}, {"name": "UCLA", "type": "icon", "uuid": "2f04792c-678e-4c74-8338-75cc416193dc", "file_type": "jpeg", "image_url": "https://asset.brandfetch.io/id8jxrwm3u/id-xuACPIm.jpeg"}, {"name": "Walmart", "type": "logo", "uuid": "149ba650-8b2e-444c-aceb-01af60b0a9f3", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idoGsFQrHx/idbH0XUj9G.svg"}, {"name": "University of Minnesota", "type": "icon", "uuid": "9c3e729d-2b90-4459-b22d-83cf8cbba7a1", "file_type": "jpeg", "image_url": "https://asset.brandfetch.io/idjDRN9GJw/idKkDQYSmt.jpeg"}]}, "section_type": "main", "instructor_infos": [{"name": "Hamza Farooq", "uuid": "34e905e9-9165-4c20-974e-43e188769e11", "title": "Founder & Adjunct Professor | 15+ years | Google | Stanford | UCLA", "bio_html": "<p>I am the founder of Traversaal.ai, an LLM-based startup dedicated to building scalable, customizable, and cost-efficient AI solutions for enterprises. My work focuses on practical, production-ready AI—far from the flashy, overhyped demos that fail in real-world environments.</p><p>With over 15 years of experience in machine learning, my career has spanned three continents and seven countries, working across industries like tech, telecommunications, finance, and retail. As a former Senior Research Manager at Google and Walmart Labs, I have led teams specializing in optimization, NLP, recommender systems, and time series forecasting.</p><p>Currently, I serve as an adjunct professor at Stanford and UCLA, where I bridge the gap between academic research and real-world AI applications. My passion lies in educating the next generation of AI practitioners and enabling organizations to build enterprise-grade AI solutions that are scalable and efficient.</p><p>Beyond academia, I have been recognized as a Top AI Voice on LinkedIn multiple times, with my work even being featured in Times Square. Last year, Meta awarded me a $100K AI Grant for my contributions to the field—further validating my commitment to advancing AI research and deployment.</p><p>I regularly speak at conferences, lead training sessions, and consult on AI strategy, covering topics like large language models, deep learning, cloud computing, and AI deployment at scale. My mission is simple: help organizations cut through the noise and build AI solutions that actually work in production.</p>", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/ehl6l8TCSTnDuBnDZ6wV_hamza_profile.jpg"}], "learning_outcomes": [{"uuid": "abc34cd8-549c-4852-b18e-dcf1cdc0a784", "title": "Empowering Decision-Making with AI Agents", "description": "Multi-agent systems automate workflows, enhance collaboration, and provide real-time support for complex tasks."}, {"uuid": "f17b8371-de65-4cc5-b594-87d5e9749f74", "title": "Streamlining Knowledge Access with Enterprise RAG", "description": "RAG breaks down data silos, enabling seamless access to Enterprise Knowledge for smarter, faster decision-making."}, {"uuid": "ec6bd2b1-e56e-47d8-9a66-2d90bde30d4d", "title": "Explore Practical Applications of AI Agents", "description": "Get hands-on insights into building AI agents from scratch, understanding their architecture, and deploying them."}]}], "created_at": "2026-02-12T21:00:49.890211Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 3847, "course_stripe_promo_code_id": null}, "school_event": {"id": 4138, "slug": null, "title": "Using Agents to Develop Mission Critical Products", "description": null, "start_datetime": "2025-07-17T19:00:00Z", "end_datetime": "2025-07-17T20:00:00Z", "start_date": "2025-07-17", "start_time": "12:00:00", "duration_min": 60, "timezone": "America/Los_Angeles", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 776}}], "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": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, {"id": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}, {"id": 332, "tag_type": "topic", "label": "Machine Learning", "slug": "ml", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}], "videoChapters": [{"title": "Introduction: The Automated Data Scientist Project", "start_seconds": 0}, {"title": "Solution Approach: A Five-Agent Pipeline", "start_seconds": 224}, {"title": "Why Leverage Open Source for ML Research?", "start_seconds": 386}, {"title": "Survey of Key Open Source Data Science Agents", "start_seconds": 469}, {"title": "Inspiration from AutoKaggle", "start_seconds": 592}, {"title": "Inspiration from DS-Agent: Case-Based Reasoning", "start_seconds": 696}, {"title": "Inspiration from AI Scientist: Autonomous Research Loops", "start_seconds": 803}, {"title": "Other Relevant Frameworks: Meta-GPT and GPT Researcher", "start_seconds": 900}, {"title": "Experimenting with Local and API-Based LLMs", "start_seconds": 1037}, {"title": "Dataset and Baseline Performance Metrics", "start_seconds": 1137}, {"title": "Future Work: Enhancements and Extensions", "start_seconds": 1229}, {"title": "Conclusion: Lessons Learned from Open Source", "start_seconds": 1379}, {"title": "Q&A: The Iterative Process of Scoping the Project", "start_seconds": 1553}, {"title": "Q&A: Implementation Strategy: Borrowing vs. Frameworks", "start_seconds": 1871}, {"title": "Q&A: Security of AI-Generated Code Execution", "start_seconds": 2060}, {"title": "Q&A: Model Experiments and Evaluation Methods", "start_seconds": 2174}, {"title": "Q&A: Leveraging Recent AI Advancements", "start_seconds": 2491}, {"title": "Q&A: Evaluating System Orchestration vs. Individual Agents", "start_seconds": 2586}], "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": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers/agentic-ai"}, {"tag": {"id": 332, "tag_type": "topic", "label": "Machine Learning", "slug": "ml", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers/ml"}, {"tag": {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers"}, {"tag": {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, "link_slug": "for-data-scientists"}], "now": "2026-05-19T22:54:04.595Z"}, "__N_SSG": true}, "page": "/p/[slug]/[...ignored]", "query": {"slug": "fdd9ef", "ignored": ["exploring-open-source-multi-agent-frameworks-for-ml-research"]}, "buildId": "qPlLjBFLQ9fnkFKJ7n7E-", "isFallback": false, "isExperimentalCompile": false, "gsp": true, "scriptLoader": []}}