MIT RES.14-004 Seven Questions About Tariffs That Everyone Should Know the Answer To, IAP 2026
Instructor: Arnaud Costinot
View the complete course: https://ocw.mit.edu/courses/re....s-14-004-seven-quest
YouTube Playlist: https://www.youtube.com/playli....st?list=PLUl4u3cNGP6

It is hard to predict what US tariffs will look like in a few months, or even in a few weeks from now. But there are many questions about tariffs that can be answered through a combination of theory and data. This lecture discusses seven that everyone should know the answers to.

Question #1: What Is (Always) Bad About Tariffs? (05:16)
Question #2: What is (Potentially) Good About Tariffs? (13:22)
Question #3: Should a Country (Sometimes) Use Tariffs? (28:15)
Question #4: How Do We Know Whether (a Particular Set of) Tariffs Are Good or Bad? (43:08)
Question #5: What Was the Impact of the 2018–2019 Trade War? (46:59)
Question #6: Are Global Tariffs Unfair to the United States? (56:56)
Question #7: What Is (Really) Bad about Trade Wars? (1:02:27)

License: Creative Commons BY-NC-SA
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A quantum computer in the next decade could crack the encryption our society relies on using Shor's Algorithm. Head to https://brilliant.org/veritasium to start your free 30-day trial, and the first 200 people get 20% off an annual premium subscription.

▀▀▀
A huge thank you to those who helped us understand this complex field and ensure we told this story accurately - Dr. Lorenz Panny, Prof. Serge Fehr, Dr. Dustin Moody, Prof. Benne de Weger, Prof. Tanja Lange, PhD candidate Jelle Vos, Gorjan Alagic, and Jack Hidary.

A huge thanks to those who helped us with the math behind Shor’s algorithm - Prof. David Elkouss, Javier Pagan Lacambra, Marc Serra Peralta, and Daniel Bedialauneta Rodriguez.

▀▀▀
References:
Joseph, D., et al. (2022). Transitioning organizations to post-quantum cryptography. Nature, 605(7909), 237-243. - https://ve42.co/Joseph2022

Bernstein, D. J., & Lange, T. (2017). Post-quantum cryptography. Nature, 549(7671), 188-194. - https://ve42.co/Bernstein2017

An Insight, An Idea with Sundar Pichai - Quantum Computing, Wold Economic Forum via YouTube - https://ve42.co/QCWEFyt

Migrating to Post-Quantum Cryptography, The White House - https://ve42.co/PQCWhiteHouse

Kotas, W. A. (2000). A brief history of cryptography. University of Tennessee - https://ve42.co/Kotas2000

Hellman, M. (1976). New directions in cryptography. IEEE transactions on Information Theory, 22(6), 644-654. - https://ve42.co/Hellman1976

Rivest, R. L., Shamir, A., & Adleman, L. (1978). A method for obtaining digital signatures and public-key cryptosystems. Communications of the ACM, 21(2), 120-126. - https://ve42.co/Rivest1978

Kak, A. (2023). Lecture 12: Public-Key Cryptography and the RSA Algorithm - https://ve42.co/Kak2023

Calderbank, M. (2007). The RSA Cryptosystem: History, Algorithm, Primes. University of Chicago. - https://ve42.co/Calderbank2007

Cryptographic Key Length Recommendation, Keylength - https://ve42.co/KeyLength

Coppersmith, D. (2002). An approximate Fourier transform useful in quantum factoring. arXiv preprint quant-ph/0201067. - https://ve42.co/Coppersmith2002

Quantum Fourier Transform, Qiskit - https://ve42.co/Qiskit

Shor, P. W. (1994, November). Algorithms for quantum computation: discrete logarithms and factoring. In Proceedings 35th annual symposium on foundations of computer science (pp. 124-134). IEEE. - https://ve42.co/Shor1994

Shor’s algorithm, Wikipedia - https://ve42.co/ShorWiki

Euler’s totient function, Wikipedia - https://ve42.co/EulerWiki

Asfaw, A. (2020). Shor’s Algorithm Lecture Series, Qiskit Summer School - https://ve42.co/ShorYT

How Quantum Computers Break Encryption, minutephysics via YouTube - https://ve42.co/PQCmpyt

Breaking RSA Encryption - an Update on the State-of-the-Art, QuintessenceLabs - https://ve42.co/QuintessenceLabs

O'Gorman, J., & Campbell, E. T. (2017). Quantum computation with realistic magic-state factories. Physical Review A, 95(3), 032338. - https://ve42.co/OGorman2017

Gidney, C., & Ekerå, M. (2021). How to factor 2048 bit RSA integers in 8 hours using 20 million noisy qubits. Quantum, 5, 433. - https://ve42.co/Gidney2021

2021 Quantum Threat Timeline Report, Global Risk Institute - https://ve42.co/QuantumRisk

The IBM Quantum Development Roadmap, IBM - https://ve42.co/IBMQC

Post-Quantum Cryptography, Computer Security Resource Center (NIST) - https://ve42.co/CSRCPQC

Alagic, G., et al. (2022). Status report on the third round of the NIST post-quantum cryptography standardization process. US Department of Commerce, NIST. - https://ve42.co/Alagic2022

Thijs, L. (2015). Lattice cryptography and lattice cryptanalysis - https://ve42.co/Thijs2015

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Tj Steyn, Meg Noah, Bernard McGee, KeyWestr, Elliot Miller, Jerome Barakos, M.D., Amadeo Bee, TTST, Balkrishna Heroor, Chris LaClair, John H. Austin, Jr., Eric Sexton, john kiehl, Anton Ragin, Diffbot, Gnare, Dave Kircher, Burt Humburg, Blake Byers, Evgeny Skvortsov, Meekay, Bill Linder, Paul Peijzel, Josh Hibschman, Mac Malkawi, Juan Benet, Ubiquity Ventures, Richard Sundvall, Lee Redden, Stephen Wilcox, Marinus Kuivenhoven, Michael Krugman, Cy 'kkm' K'Nelson, Sam Lutfi.

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Written by Casper Mebius & Derek Muller
Edited by Trenton Oliver
Filmed by Raquel Nuno
Animated by Ivy Tello & Mike Radjabov
Additional video/photos supplied by Getty Images & Pond5
Music from Epidemic Sound & Jonny Hyman
Produced by Derek Muller, Petr Lebedev, & Emily Zhang

For more information about Stanford’s graduate programs, visit: https://online.stanford.edu/graduate-education

November 21, 2025
This lecture covers:
• LLM-as-a-judge overview
• Best practices and benefits
• Biases and pitfalls

To follow along with the course schedule and syllabus, visit: https://cme295.stanford.edu/syllabus/

Chapters:
00:00:00 Introduction
00:07:08 Inter-rater agreement metrics
00:18:24 Rule-based metrics
00:21:00 METEOR, BLEU ROUGE
00:28:00 LLM-as-a-judge
00:33:44 Structured outputs
00:36:48 Variants
00:38:47 Position, verbosity, self-enhancement bias
00:47:22 Best practices
00:54:06 Factuality
01:00:15 Agent evaluation
01:23:50 Benchmarks
01:25:12 Knowledge with MMLU
01:29:34 Reasoning AIME, PIQA
01:33:57 Coding with SWE-bench
01:36:15 Safety with HarmBench
01:40:51 Agents with Tau-Bench

Afshine Amidi is an Adjunct Lecturer at Stanford University.

Shervine Amidi is an Adjunct Lecturer at Stanford University.

View the course playlist: https://www.youtube.com/playli....st?list=PLoROMvodv4r

#BestOfVocalDeepHouse #RelaxingMusic #HouseMusic2023

Mega Hits 2023 🌱 The Best Of Vocal Deep House Music Mix 2023 🌱 Summer Music Mix 2023 #272
Mega Hits 2023 🌱 The Best Of Vocal Deep House Music Mix 2023 🌱 Summer Music Mix 2023 #272
Mega Hits 2023 🌱 The Best Of Vocal Deep House Music Mix 2023 🌱 Summer Music Mix 2023 #272

@ImagineDeep68 @raylefauneee-THR-Music

✔️Submit music: https://spoti.fi/2TJ4Dyj
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🎶Music By :

🌿Follow Deep Disco Records
➤ Spotify → https://vibe.deepdiscomusic.com/deephouse
➤ Apple Music → https://vibe.deepdiscomusic.com/deephousemusic
➤ Soundcloud → https://soundcloud.com/deepdiscorecords
➤ Website → https://www.deepdiscomusic.com/

00:00:00 | 1. DJ Sava feat IOVA - Magical place (Dj Dark & MD Dj Remix)
00:03:06 | 2. Avicii ft Aloe Blacc - SOS (Pascal Junior Remix)
00:13:25 | 4. Around This World - Costa Mee
https://vibe.deepdiscomusic.com/bestofdd
00:18:19 | 5. Deepest Blue (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/hits
00:21:48 | 6. Dancer In The Dark (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/motivationhouse
00:25:55 | 7. Broken Mess (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/hits
00:29:33 | 8. September Rain (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/bestofdd
00:33:05 | 9. Wait For This (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/deephousemusic
00:36:39 | 10. Dancing With Your Eyes (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/deephousemusic
00:40:01 | 11. Summer Of Love (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/hits
00:43:54 | 12. I Wanna Be Somebody (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/bestofdd
00:47:16 | 13. We Were Younger (Original Mix) - Marc Philippe
https://vibe.deepdiscomusic.com/deephouse
00:51:06 | 14. You Love Me Tonight (Paul Lock Remix) - Marc Philippe
https://vibe.deepdiscomusic.com/bestofdd
00:56:00 | 15. With You (Original Mix) - GeoM
https://vibe.deepdiscomusic.com/hits
00:59:51 | 16. Lost Control (Original Mix) - Housenick
https://vibe.deepdiscomusic.com/ddr244
01:03:47 | 17. Without You (Original Mix) - Housenick
https://vibe.deepdiscomusic.com/ddr296
01:07:43 | 18. Let It Out (Original Mix) - Paul Lock
https://vibe.deepdiscomusic.com/ddr247
01:11:32 | 19. Babylon (Costa Mee Remix) - Marc Philippe
https://vibe.deepdiscomusic.com/motivationhouse

📷 Picture credit:
@unknown (if you know, please share the info with us).

♦ If any manufacturer, record label, artist or photographer has trouble uploading music or videos, please contact us and we will delete your work immediately. Thanks! ♦ We try to find the best and most interesting song for you! We hope to make your day more beautiful with the music we share! Peace, love and music. I am also a music producer, I am working on this project!


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Dive into the world of artificial intelligence with this comprehensive LLM Prompt Engineering Full Course by edureka! in collaboration with Veranda Enterprise. In this course, you'll learn how to effectively communicate with large language models like ChatGPT by mastering the art of prompt engineering. From the fundamentals of zero-shot and few-shot prompting to advanced techniques like chain-of-thought and structured prompting, this course is designed to equip you with the practical skills needed to build powerful AI-driven applications. Whether you're a developer, data scientist, or complete beginner, this full course provides real-world examples, hands-on demos, and expert tips to help you unlock the full potential of generative AI. Start your journey into prompt engineering and take your AI skills to the next level.

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🔵 Post Graduate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

🌕 Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh

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📌𝐂𝐚𝐬𝐭𝐛𝐨𝐱: https://castbox.fm/networks/505?country=IN
📌𝐌𝐞𝐞𝐭𝐮𝐩: https://www.meetup.com/edureka/
📌𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲: https://www.edureka.co/community/

Please write back to us at [email protected] or call us at IND: 9606058406 / US: +18885487823 (toll-free) for more information.

Best Old Love Songs Playlist ❤️ All Time Favorite Hits Songs ❤️MLTR, Air Supply, Westlife, ...#vl4
Link: https://youtu.be/3IP7g2zRfl0

For more information about Stanford’s graduate programs, visit: https://online.stanford.edu/graduate-education

December 5, 2025
This lecture covers:
• Recap
• Trending topics
• Closing thoughts

To follow along with the course schedule and syllabus, visit: https://cme295.stanford.edu/syllabus/

Chapters:
00:00:00 Introduction
00:01:12 Transformer
00:06:35 Transformer-based models & tricks
00:11:17 Large Language Models
00:15:05 LLM training
00:24:09 LLM tuning
00:29:41 LLM reasoning
00:38:37 Agentic LLMs (RAG, tool calling)
00:44:09 LLM evaluation
00:48:57 Vision Transformer
01:04:02 Diffusion-based LLMs
01:23:38 Closing thoughts
01:50:16 Thank you!

Afshine Amidi is an Adjunct Lecturer at Stanford University.

Shervine Amidi is an Adjunct Lecturer at Stanford University.

View the course playlist: https://www.youtube.com/playli....st?list=PLoROMvodv4r

Devil may cry 3 all cutscenes full game movie.

devil may cry 3: Dante's Awakening, released in Japan as Devil May Cry 3 (Japanese: デビル メイ クライ 3 Hepburn: Debiru Mei Kurai Surī), is an action-adventure hack and slash video game directed by Hideaki Itsuno, developed and published by Capcom, released in 2005 for the PlayStation 2 and ported to Microsoft Windows in 2006. The game is a prequel to the original Devil May Cry, with a younger Dante.[3] It introduces new combat mechanics with an emphasis on combos and fast paced action. The story is told primarily in cutscenes using the game's engine, with several pre-rendered full motion videos.

Set a decade before the events of the first Devil May Cry in an enchanted tower, Temen-ni-gru, the story centers on the dysfunctional relationship between Dante and his brother Vergil.

Devil May Cry 3 was widely praised by critics, hailing it as a return to form for the series, yet did receive some criticisms for its high level of difficulty in the North American version. This was later addressed by the release of the rebalanced Special Edition of the game.[4][5]. The game was re‐released in 2006 as Devil May Cry 3: Dante’s Awakening, Special Edition (デビル メイ クライ 3 Special Edition) with retooled difficulty levels, the addition of mid-mission checkpoints, "GOLD mode", and Vergil as a playable character. Combined sales of both versions were over 2.3 million and garnering a review aggregate score of 88% on Gamerankings. It has been cited as one of the greatest video games of all time.

A 2005 manga prequel to Devil May Cry 3's storyline was published in Japan and later the United States.

Prologue Vergil - 00:00
Prologue Vergil - 2 01:36
Prologue - 04:05
Mission 1 Opening - 06:09
Mission 1 Break out - 10:25
Mission 2 Temen-ni-gru - 11:25
Mission 2 Chance Meeting - 12:08
Mission 3 Arkham & Vergil - 13:04
Mission 3 The Lady - 14:50
Mission 3 Cerberus - 15:20
Mission 3 Ice-chucks -16:36
Mission 3 First Contact - 17:31
Mission 4 The Uninvited - 18:43

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Donate for max motivation
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AI promises to touch every aspect of work and life, but how do they get made?

In this video Martin keen walks through a five step framework for how to build and deploy AI models.

AI news moves fast. Sign up for a monthly newsletter for AI updates from IBM → https://ibm.biz/BdKUNr

#BestOfVocalDeepHouse #RelaxingMusic #HouseMusic2024

Mega Hits 2024 🌱 The Best Of Vocal Deep House Music Mix 2024 🌱 Summer Music Mix 2024 #136
Mega Hits 2024 🌱 The Best Of Vocal Deep House Music Mix 2024 🌱 Summer Music Mix 2024 #136
Mega Hits 2024 🌱 The Best Of Vocal Deep House Music Mix 2024 🌱 Summer Music Mix 2024 #136

@ImagineDeep68 @rammor @sensualdeep82 @raylefauneee-THR-Music

✔️Submit music: https://spoti.fi/2TJ4Dyj
✔️Youtube: → https://bom.to/7wQ7xX
✔️Instagram : → https://bom.to/T6TBhm
✔️Twitter: → https://bom.to/Fs5giK
✔️Facebook: → https://bom.to/TWMfIj

🎶Music By :

🌿Follow Deep Disco Records
➤https://www.youtube.com/@DeepdiscoRecords
➤https://www.deepdiscomusic.com

00:00:00 | 1. Ace of Base - Beautiful Life (Mentol Remix)
00:02:42 | 2. Zonoma & Sara Farell - Somebody Else
00:06:00 | 3. Sistek - Pitfalls (feat Tudor & Amy J Pryce)
00:09:13 | 4. Shoby - Dance Monkey (Remix)
00:12:14 | 5. Diamonds (Housenick Remix) - Tommy , Pete Bellis
https://youtu.be/e7osfyzMRWs?si=r-L32KsHluLsf3LV
00:17:34 | 6. Deserve It - Housenick
https://youtu.be/Yjr3dPOkNSA?si=savlusDq5oULSj5n
00:21:37 | 7. Don't Close Your Eyes - Millios
https://youtu.be/JOI7a8s9Too?si=JGBC8jqG90F25eGu
00:26:41 | 8. Heaven - Paul Lock
https://youtu.be/qYKktoJdhLc?si=y4HYuMJ4qjaD8AUq
00:32:42 | 9. Lead The Way - NICCKO
https://youtu.be/xpXl_Sb65hg
00:38:04 | 10. My Truth - Housenick
https://youtu.be/1xUdx8dFXqA?si=tqkEguKFM8epEZwz
00:43:43 | 11. Peace In Me - Nando Fortunato
https://youtu.be/gas5I0KyZT4?si=K7LzvcP0q7_t9-Go
00:48:49 | 12. Time Of My Life - NICCKO
https://youtu.be/43jnVkm-NZQ?si=wwXEZsLNQCaq35fX
00:54:01 | 13. Without You (Original Mix) - Housenick
https://vibe.deepdiscomusic.com/ddr296
00:57:57 | 14. Break Away - Costa Mee
https://youtu.be/qBN05pOS82w?si=LBG5NVK5Gyei4EE8
01:01:37 | 15. To Love Again - Nando Fortunato
https://youtu.be/qH_1Irp7nsE?si=MWGhCg9r8YNhgMoo
01:05:50 | 16. Paradise - Pete Bellis & Tommy, Costa Mee
https://youtu.be/FJpiLy1iaQY?si=cNc-o48HoXpFaw9D
01:10:01 | 17. Infinity Heart (Marc Philippe Remix) - Nando Fortunato
https://vibe.deepdiscomusic.com/dancehouse
01:13:20 | 18. Dance In The Rain - Tommy , Marc Philippe, Pete Bellis
https://youtu.be/c2HxC8ycU3w?si=6E-zTXblmTKhgl4T

📷 Picture credit:
@unknown (if you know, please share the info with us).

♦ If any manufacturer, record label, artist or photographer has trouble uploading music or videos, please contact us and we will delete your work immediately. Thanks! ♦ We try to find the best and most interesting song for you! We hope to make your day more beautiful with the music we share! Peace, love and music. I am also a music producer, I am working on this project!


🚫 If you have any problem with copyright issues, or question please do not report me, take your time to contact us via mail, and we will respond within 48h - 💌 [email protected] 💌

BỂ THỦY SINH NGHỆ THUẬT #thuysinh #aquarium

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Introduction to .NET | C#.NET Tutorial | Mr. Bangar Raju** For Online Training Registration: https://goo.gl/r6kJbB ► Call: +91-8179191999Join Here For C Language Updates : https://t.me/ClanguageupdatesSubscribe to our channel and hit the bell 🔔🔔🔔 icon to get video updates. 💡 Visit Our Websites For Classroom Training: https://nareshit.in/c-net-training/ For Online Training: https://nareshit.com/c-net-online-training/#c #cSharpDotnet #dotNet #course #Tutorials #Training #Videos--------------------------💡 About NareshIT:"Naresh IT is having 14+ years of experience in software training industry and the best Software Training Institute for online training, classroom training, weekend training, corporate training of Hadoop, Salesforce, AWS, DevOps, Spark, Data Science, Python, Tableau, RPA , Java, C#.NET, ASP.NET, Oracle, Testing Tools, Silver light, Linq, SQL Server, Selenium, Android, iPhone, C Language, C++, PHP and Digital Marketing in USA, Hyderabad, Chennai and Vijayawada, Bangalore India which provides online training across all the locations --------------------------💡 Our Online Training Features: 🎈 Training with Real-Time Experts 🎈 Industry Specific Scenario’s 🎈 Flexible Timings 🎈 Soft Copy of Material 🎈 Share Videos of each and every session.--------------------------💡 Please write back to us at 📧 [email protected]/ 📧 [email protected] or Call us at the USA: ☎+1404-232-9879 or India: ☎ +918179191999--------------------------💡 Check The Below Links► For Course Reg: https://goo.gl/r6kJbB► Subscribe to Our Channel: https://goo.gl/q9ozyG► Circle us on G+: https://plus.google.com/+NareshIT► Like us on Facebook: https://www.facebook.com/NareshIT► Follow us on Twitter: https://twitter.com/nareshitek► Follow us on Linkedin: https://goo.gl/CRBZ5F► Follow us on Instagram: https://goo.gl/3UXYK3
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n8n Tutorial for Beginners 2026: How to Build AI Agents
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In this video, I show you how to build your own AI agent in n8n from scratch, self-host it on Hostinger for unlimited executions, and automate tasks that normally waste hours every week. You’ll learn how to set up a VPS with one-click n8n installation, connect OpenAI models and memory, add real-world tools like Google Search, and turn the output into clean newsletters automatically sent to your inbox.

for inquiries: youri (at) mediaflow.group

AI, Ameca, Elon Musk and Boston Dynamics. A big month for AI. Please visit https://brilliant.org/digitalengine - a great place to learn about AI and STEM subjects. You can get started for free and the first 200 people will get 20% off a premium annual subscription.

Thanks to Brilliant for sponsoring this video.

The surprising benefits of curiosity:
https://greatergood.berkeley.e....du/article/item/six_

A path towards autonomous machine intelligence, Yann LeCun
https://openreview.net/pdf?id=BZ5a1r-kVsf

The AI is GPT-3, which you can access via OpenAI. If you ask it similar questions, you'll usually get similar answers (with some variation based on settings and prior conversation).

The human-like avatar is from Synthesia (we created the Tesla robot avatar).

AI art resources (recommend midjourney for beginners):
https://www.midjourney.com/home/
https://stability.ai/blog/stab....le-diffusion-public-
https://openai.com/dall-e-2/

How your brain conjures up your sense of self.
https://www.newscientist.com/a....rticle/mg23931940-10
https://www.sciencedirect.com/....topics/psychology/so

Monkeys check themselves out in the mirror.
https://www.youtube.com/watch?v=mKl8UdTnzNE

Learn about Stanford's online artificial intelligence professional and graduate programs:
https://stanford.io/3CDAIOV

Stanford Online Graduate and Professional AI programs provide the foundational and advanced skills you need to accelerate your career in AI, including machine learning, reinforcement learning, neural networks, and natural language processing and understanding. Learn about the differences between the programs in this video.

#artificialintelligence #machinelearning #deeplearning #reinforcementlearning #neuralnetworks #naturallanguageprocessing

🚀 Complete Agentic AI Course for Beginners in Telugu

Code files:
LangGraph code:
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In this 3-hour full course, you will learn Agentic AI from scratch and understand how to build your own AI Agents step by step.

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✅ OpenAI Agents SDK overview
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🤖 AI Agents
🔷 LangGraph
🔗 MCP
🤝 A2A Protocol
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Time Stamps:
00:00:00 — Introduction
00:02:57 — What's n8n?
00:04:44 — How to use it
00:12:42 — Core concepts
00:28:38 — Integrations
00:37:17 — AI Agents
00:39:06 — Inbox Manager overview
00:49:53 — Categorize new Emails
01:03:37 — Create issue tasks
01:22:38 — Generate draft replies