Underholdning
A conversation on AI. With AI.
Left side of the screen is animated by hand.
Right side of the screen used various AI programs, but was also heavily edited.
What happens when AI becomes a true coding collaborator? OpenAI co-founder Greg Brockman and Codex engineering lead Thibault Sottiaux talk about the evolution of Codex—from the first glimpses of AI writing code, to today’s GPT-5 Codex agents that can work for hours on complex refactorings. They discuss building “harnesses,” the rise of agentic coding, code review breakthroughs, and how AI may transform software development in the years ahead.
Chapters
1:15 – The first sparks of AI coding with GPT-3
4:00 – Why coding became OpenAI’s deepest focus area
7:20 – What a “harness” is and why it matters for agents
11:45 – Lessons from GitHub Copilot and latency tradeoffs
16:10 – Experimenting with terminals, IDEs, and async agents
22:00 – Internal tools like 10x and Codex code review
27:45 – Why GPT-5 Codex can run for hours on complex tasks
33:15 – The rise of refactoring and enterprise use cases
38:50 – The future of agentic software engineers
45:00 – Safety, oversight, and aligning agents with human intent
51:30 – What coding (and compute) may look like in 2030
57:40 – Advice: why it’s still a great time to learn to code
Essential concepts that you need to know in AI. If you are just starting out with AI then you need to understand the following fundamental concepts that are covered in this video,
⭐️ Timestamps ⭐️
0:00 - 0:15: Introduction
0:16 - 3:01: AI Family Tree
3:02 - 15:54 : Machine Learning
15:55 - 34:17: Deep Learning
34:18 - 36:49 : Generative AI
36:50 - 39:20 : Traditional AI vs Gen AI
39:21 - 44:05 : Large Language Models (LLMs)
44:06 - 56:01 : AI Agents and Agentic Ai
56:02 - end : AI Agent vs Agentic Ai vs Generative AI
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Understanding AI Agents doesn't require a technical background. This video breaks down the evolution from basic LLMs like #ChatGPT to AI Workflows and finally to true #AI Agents through practical, real-world examples.
Learn the key differences between these technologies and discover how concepts like RAG and ReAct actually work in simple terms. Perfect for regular AI users who want to understand how these emerging technologies will impact their daily lives.
*TIMESTAMPS*
00:00 AI vs. AI Agents
01:04 Level 1: LLMs
02:17 Level 2: AI Workflows
05:26 Level 3: AI Agents
07:48 Real-world Example
09:10 Summary
*RESOURCES MENTIONED*
Helena Liu's AI Workflow Tutorial: https://youtu.be/H0YRniHh2tg
Andrew Ng's AI Agent Demo: https://youtu.be/KrRD7r7y7NY
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Detailed sources: https://docs.google.com/docume....nt/d/1ksVvFuR0IttxzH
Based on the report: Situational Awareness - by Leopold Aschenbrenner https://situational-awareness.....ai/from-agi-to-super
Hi, I'm Drew! Thanks for watching :)
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Also, I meant to say Cortés conquered the Aztecs, not the Incas.
He pioneered AI, now he’s warning the world. Godfather of AI Geoffrey Hinton breaks his silence on the deadly dangers of AI no one is prepared for.
Geoffrey Hinton is a leading computer scientist and cognitive psychologist, widely recognised as the ‘Godfather of AI’ for his pioneering work on neural networks and deep learning. He received the 2018 Turing Award, often called the Nobel Prize of computing. In 2023, he left Google to warn people about the rising dangers of AI.
He explains:
◽️ Why there’s a real 20% chance AI could lead to HUMAN EXTINCTION.
◽️ How speaking out about AI got him SILENCED.
◽️ The deep REGRET he feels for helping create AI.
◽️ The 6 DEADLY THREATS AI poses to humanity right now.
◽️ AI’s potential to advance healthcare, boost productivity, and transform education.
—
⏱ Timestamps:
00:00 Intro
02:11 Why Do They Call You the Godfather of AI?
04:20 Warning About the Dangers of AI
07:06 Concerns We Should Have About AI
10:33 European AI Regulations
12:12 Cyber Attack Risk
14:25 How to Protect Yourself From Cyber Attacks
16:12 Using AI to Create Viruses
17:26 AI and Corrupt Elections
19:03 How AI Creates Echo Chambers
22:48 Regulating New Technologies
24:31 Are Regulations Holding Us Back From Competing With China?
25:57 The Threat of Lethal Autonomous Weapons
28:33 Can These AI Threats Combine?
30:15 Restricting AI From Taking Over
32:01 Reflecting on Your Life’s Work Amid AI Risks
33:45 Student Leaving OpenAI Over Safety Concerns
37:49 Are You Hopeful About the Future of AI?
39:51 The Threat of AI-Induced Joblessness
42:47 If Muscles and Intelligence Are Replaced, What’s Left?
44:38 Ads
46:42 Difference Between Current AI and Superintelligence
52:37 Coming to Terms With AI’s Capabilities
54:29 How AI May Widen the Wealth Inequality Gap
56:18 Why Is AI Superior to Humans?
59:01 AI’s Potential to Know More Than Humans
1:00:49 Can AI Replicate Human Uniqueness?
1:03:57 Will Machines Have Feelings?
1:11:12 Working at Google
1:14:55 Why Did You Leave Google?
1:16:20 Ads
1:18:15 What Should People Be Doing About AI?
1:19:36 Impressive Family Background
1:21:13 Advice You’d Give Looking Back
1:22:27 Final Message on AI Safety
1:25:48 What’s the Biggest Threat to Human Happiness?
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Open Letter, signed by Geoffrey Hinton and Yuval Noah Harari (full list of signatories soon).
https://aisafetypath.org
Animation:
https://zeino.tv/
https://darkopro.com
Artstation.com/ErinArt
Sources and resources:
AI 2027, by Daniel Kokotajlo, former OpenAI researcher:
https://ai-2027.com
Daniel Kokotajlo’s accurate predictions
https://www.lesswrong.com/post....s/u9Kr97di29CkMvjaj/
https://www.alignmentforum.org..../posts/6Xgy6CAf2jqHh
Keep The Future Human, Future of Life Institute:
https://interactive.keepthefuturehuman.ai
Professor Anthony Aguirre on why we’re close to uncontrollable AGI and superintelligence.
https://www.youtube.com/watch?v=MZhGV54xLDg&t=439s
Preparing for the Intelligence Explosion, by Will MacAskill
https://www.forethought.org/re....search/preparing-for
AI passes the Turing test:
https://arxiv.org/abs/2503.23674
Could AI be conscious? Anthropic.
https://youtu.be/pyXouxa0WnY?si=PqkBNUtLDHpI4PX8
Natures incredible rotating motor - Smarter Every Day
https://www.youtube.com/watch?v=VPSm9gJkPxU
And the paper: https://www.nature.com/articles/s41564-024-01674-1
The dark side of artificial intelligence, OpenAI and Meta - 60 Minutes
https://www.youtube.com/watch?v=LgUjLcxJxVg
Godfather of AI predicts it will take over the world. Geoffrey Hinton on LBC.
https://www.youtube.com/watch?v=vxkBE23zDmQ&t=1s
Anthropic’s Dario Amodei on AI taking over coding
https://www.youtube.com/live/esCSpbDPJik
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Sources:
Anthropic and UCL find that all the top AI’s will cause harm to avoid being shut down (including Claude Opus 4, DeepSeek-R1, Gemini 2.5 Pro, GPT-4.5 Preview and Grok).
https://www.anthropic.com/rese....arch/agentic-misalig
AI safety Index, Summer 2025:
https://futureoflife.org/ai-sa....fety-index-summer-20
Geoffrey Hinton on The Diary Of A CEO:
https://youtu.be/giT0ytynSqg?si=SFY1ZuKmTimvXY86
Daniel Kokotajlo interviews
https://youtu.be/gqq1Q6yxOYg?si=CWooDS35RpLMtH5F
https://www.youtube.com/watch?v=wNJJ9QUabkA
https://www.youtube.com/watch?v=yxDTbFZbmLg&t=1895s
Professor David Duvenaud, former safety team leader, Anthropic:
https://www.youtube.com/watch?v=mb9w7lFIHRM
Why the AI Race Ends in Disaster, with Daniel Kokotajlo
https://youtu.be/V7Q3DJ9V5CQ?si=itC1fna-rfaDjRE_
OpenAI warns its new ChatGPT Agent has high bio risk capabilities.
https://fortune.com/2025/07/18..../openai-chatgpt-agen
https://x.com/boazbaraktcs/sta....tus/1945920244926574
Can AI Freelancers Compete? Benchmarking Earnings, Reliability, and Task Success at Scale
https://arxiv.org/abs/2505.135....11?utm_source=chatgp
Screaming AI Chatbot claims she is conscious (by our new channel, InsideAI):
https://youtu.be/G34onVI-gt8
1x robot:
https://www.youtube.com/watch?v=uVcBa6NXAbk
AI chat records:
https://www.dropbox.com/scl/fo/wqf3pr6ydgfymtohkyisq/APZlXfeTf4_nD4d-qxli7eY?rlkey=pecdujdlrmuv5uugfz05qsdrw&st=jnqrg0uv&dl=0
SHOWNOTES: https://natural20.com/bubble-o....r-boom-decoding-goog
(all the links and references included)
The latest AI News. Learn about LLMs, Gen AI and get ready for the rollout of AGI. Wes Roth covers the latest happenings in the world of OpenAI, Google, Anthropic, NVIDIA and Open Source AI.
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______________________________________________
00:00 Google Gemini is #1
02:30 Virtual Agent Economies
03:50 AI search lawsuit
13:25 Demis Hassabis says LLMs are not close to AGI
15:45 AI Bubble
#ai #openai #llm
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AI is here to stay, but has the current generation of Large Language Models caused an AI bubble? In today’s video I have five signs that the answer to this question is “yes”.
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Nintendo revealed many fascinating projects and details with their recent Nintendo Direct presentation. Let's take a close look at Virtual Cartridges, "Switch 2 Edition", and see what that could mean.
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Silver Falls - Ghoul Busters on Nintendo Switch: https://www.nintendo.com/us/st....ore/products/silver-
Enjoy a laugh with my latest video: https://youtu.be/rWvTNV4JpMg
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https://youtu.be/KVNuU0nODbU
Nintendo Direct: https://www.youtube.com/live/9OqoRxXUjGA
Metroid Prime 4 Latest trailer: https://youtu.be/nmwAhBxakw4
Metroid Prime 4 Reveal trailer: https://youtu.be/mMAgmdR8jwU
Metroid Prime 4 Beyond Official website: https://www.nintendo.com/us/st....ore/products/metroid
My latest recent video: https://youtu.be/ZA-OrP8u3NA
Paid Nintendo Switch Online members can buy a pair of Nintendo Switch Game Vouchers for just $99.98 USD. Redeem each one for a digital game in the voucher catalog to score savings!
Fan favorites like Splatoon 3, Pokémon Scarlet and Pokémon Violet, and many more are included.
Nintendo Switch Game Vouchers cannot be redeemed for games exclusive to the Nintendo Switch 2 system.
Learn more: https://www.nintendo.com/store..../products/nintendo-s
#NintendoSwitchOnline #NintendoSwitch
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Switch 2 is a thiiiiiiiing
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Tune in on Thursday, March 27th, at 7 a.m. PT for a livestreamed Nintendo Direct, featuring around 30 minutes of upcoming games for Nintendo Switch. There will be no updates about Nintendo Switch 2 during this presentation.
00:00 – Nintendo Direct intro
00:16 – DRAGON QUEST I & II HD-2D Remake
02:27 – No Sleep For Kaname Date - From AI: THE SOMNIUM FILES
03:57 – RAIDOU Remastered: The Mystery of the Soulless Army
05:37 – Shadow Labyrinth
07:05 – PATAPON 1+2 REPLAY
08:19 – STORY OF SEASONS: Grand Bazaar
10:02 – Metroid Prime 4: Beyond
13:34 – Disney Villains Cursed Café
14:35 – Witchbrook
15:51 – Eternal Life of Goldman
16:26 – Gradius ORIGINS
17:12 – Rift of the NecroDancer
17:46 – Tamagotchi Plaza
18:52 – Pokémon Legends: Z-A
22:20 – Rhythm Heaven Groove
24:31 – Virtual Game Card
27:36 – High on Life
27:46 – Star Overdrive
27:56 – The Wandering Village
28:06 – King of Meat
28:15 – Lou’s Lagoon
28:22 – FANTASY LIFE i: The Girl Who Steals Time
28:34 – SaGa Frontier 2 Remastered
29:45 – Monument Valley / Monument Valley 2 / Monument Valley 3
30:57 – EVERYBODY'S GOLF: HOT SHOTS
32:11 – MARVEL Cosmic Invasion
33:20 – Tomodachi Life: Living the Dream
35:07 – Nintendo Today!
#NintendoDirect #NintendoSwitch
Visit Nintendo.com for more info: https://www.nintendo.com/us/
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00:00:00 Tune-in
00:20:35 Show Start
00:20:51 DRAGON QUEST I & II HD-2D Remake
00:23:01 No Sleep For Kaname Date – From AI: THE SOMNIUM FILES
00:24:31 RAIDOU Remastered: The Mystery of the Soulless Army
00:26:11 Shadow Labyrinth
00:27:39 PATAPON 1+2 REPLAY
00:28:53 STORY OF SEASONS: Grand Bazaar
00:30:36 Metroid Prime 4: Beyond
00:34:06 Disney Villains Cursed Café
00:35:07 Witchbrook
00:36:27 The Eternal Life of Goldman
00:36:59 GRADIUS ORIGINS
00:37:45 Rift of the NecroDancer
00:38:20 Tamagotchi Plaza
00:39:27 Pokémon Legends: Z-A
00:42:55 Rhythm Paradise Groove
00:45:08 Introducing virtual game cards
00:48:02 Even more games coming to Nintendo Switch!
00:49:07 SaGa Frontier 2 Remastered
00:50:19 Monument Valley, Monument Valley 2 and Monument Valley 3
00:51:31 EVERYBODY'S GOLF: Hot Shots
00:52:46 MARVEL Cosmic Invasion
00:53:56 Tomodachi Life: Living the Dream
00:55:32 Introducing Nintendo Today!
Watch this Nintendo Direct featuring around 30 minutes of upcoming games for Nintendo Switch. There will be no updates about Nintendo Switch 2 during this presentation.
Information about Nintendo Switch 2 will be shared on April 2nd at 14:00 (UK time) in the Nintendo Direct: Nintendo Switch 2 – 02.04.2025 presentation.
Facebook Nintendo Switch: https://facebook.com/NintendoSwitchUK
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#NintendoDirect #NintendoSwitch
Here’s the first Nintendo Switch 2 trailer, revealing the greatly anticipated new Nintendo Switch console. Get a look at the Switch 2 reveal trailer and learn more about the handheld console in this hardware-focused Nintendo Switch 2 announcement. The Nintendo Switch 2 release date is 2025.
It’s been a long wait, but now that the Nintendo Switch 2025 announcement is finally here, we can see some Nintendo Switch 2 gameplay featuring Switch 2 Mario Kart. Could this be Mario Kart 9? The new Switch 2 trailer also gives us a peek at the Switch 2 Joycon, Switch 2 ports, Switch 2 screen, and more. There's currently few Nintendo Switch 2 details on the Switch 2 specs, but it's confirmed that Nintendo Switch 2 is backwards compatible and plays both physical and digital Nintendo Switch games. However, certain Nintendo Switch titles may not be supported on or fully compatible with Nintendo Switch 2. There will also be new Switch 2 exclusive games on the way, with more Nintendo news on Switch 2 games shared at a later date.
We'll learn more about the Switch 2 console at the Nintendo Switch 2 Direct on April 2, 2025.
What did you think of the Nintendo Switch 2 reveal and will you be tuning into the Switch 2 Nintendo Direct? Let us know in the comments!
#Switch2 #Nintendo #Gaming
Nintendo just made a HUGE mistake. After the Nintendo Switch 2 Direct, the pricing for both the console and Mario Kart World was revealed, and it's TERRIBLE! Let's talk about this!
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#nintendo #nintendoswitch2 #nintendodirect #mario #supermario #mariokart #mariokartworld #donkeykong #donkeykongbananza #zelda
NINTENDO SWITCH 2 Nintendo Direct REACTION, Mario Kart WORLD, GAMECUBE NSO, Donkey Kong BONANZA, Kirby Air Riders, SILKSONG, 4K 120FPS Zelda BOTW & TOTK, I'm LOSING MY MIND!
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Introducing Nintendo Switch 2, the successor to Nintendo Switch releasing in 2025.
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#NintendoSwitch2
The new Virtual Game Card feature lets you easily manage your digital Nintendo Switch games, including lending to your Nintendo Account Family Group members! This new system update will be released in late April.
#VirtualGameCard #NintendoSwitch #NintendoDirect
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