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You don't need another AI course.
You need to build the damn thing.
Someone just open-sourced an entire AI engineering curriculum for FREE.
523 lessons.
~342 hours.
65K+ GitHub stars.
And it doesn't start with frameworks.
You start with the math.
Then you build:
→ Backpropagation
→ Tokenizers
→ Attention
→ Transformers
→ Agents
→ Multi-agent systems
→ AI infrastructure
→ AI safety
The process is simple:
Learn → derive → code → test → build.
No fluff. No paywall.
Just a massive AI engineering curriculum you can clone and work through yourself.
This is how you stop using AI and start understanding how it works.
Marcus | AI retweeted
This is the kind of upgrade agents need more than a new model.
Better data is one of the easiest ways to make an agent smarter right now.
Context[.]dev is a single API that lets AI agents read the live web: give it a URL and it returns the page as clean text, or ask it to search, crawl a site, look up a company, or watch a page for changes.
I so like this bundle offer, as most agent building pipeline might end up paying 3 or 4 vendors (one for scraping, one for search, one for company data, one for page monitoring) and write glue code for each.
But here Context[.]dev puts all of that behind one key and one bill.
🤝 Paid partnership
We raised $9M to give your agents the internet.
Led by @generalcatalyst, with @orangecollectv and Robinhood Ventures.
Search, scrape, crawl, monitor with one API trusted by 800+ customers.
We’re making it ridiculously easy to build with web data.
Marcus | AI retweeted
Last Friday, my CEO's wife raised a glass to the woman who broke his heart. I was standing three feet away, holding my own.
Six years ago, I dated Mason. He was a project coordinator making half my salary, and he was fine with that.
Marcus | AI retweeted
Meta Muse will probably create 1000+ millionaires
This is the most slept on arbitrage I’ve seen in years and it’s not even close.
Here’s how i’d build a 1 person business powered by AI/Muse with with $0 and 0 social following
Marcus | AI retweeted
Our AI Agent Mastermind just completely sold out.
Cohort 3, I’ll see you tomorrow!
Marcus | AI retweeted
This lady in my area got married four years ago and started using birth control pills secretly.
Her husband doesn't know about it. She's the one who keeps dragging her husband from one pastor to another, looking for prayers. They go together, and different pastors pray for them.
Meanwhile, she's been secretly communicating with her ex in the UK, telling him that he'll be the father of her first child. She told him that she's been waiting for him to come back.
The guy eventually came back, impregnated her, and returned to the UK.
Her husband was happy that God had finally answered their prayers.
When the child was two years old and was sick, the hospital checked his genotype and discovered that the child was AS, even though both his mother and her husband are AA.
Her husband didn't tell her what he had discovered. Instead, he accessed her WhatsApp account, linked it to his own phone, and found the entire conversation between her and the guy in the UK.
Marcus | AI retweeted
My ten-year-old son stopped speaking to his best friend after the boy secretly read a letter from his dead father.
My husband, Dan, died fourteen months ago. He was only 38 when he suffered a fatal heart problem while sitting in the passenger seat of a pickup truck in a Tractor Supply parking lot.
A week after his funeral, I found eleven envelopes hidden inside his toolbox. Each one was labeled for a different moment in our son Theo's life.
Theo, 10. Theo, 11. Theo, 16. Theo, graduation. Theo, first heartbreak.
Dan had written them after his own father died. He wanted Theo to have his words as he grew up, even if he wasn't there to say them himself.
I put the letters in my dresser drawer because I wasn't ready to read them.
Theo's best friend, Marcus, used to spend almost every day at our house. He was a loud, funny kid who ate three bowls of cereal at a time and called me "Miss Jo."
After Dan died, Marcus was one of the few people who could still make my son laugh.
But in September, Theo suddenly stopped inviting him over.
At first, I thought they'd had a normal argument. Then, one Saturday, I saw Marcus standing on our porch with a video game controller in his hand.
Theo saw him through the hallway window, turned around, and walked away.
From inside, I heard him say, "Not today. Maybe not ever."
I couldn't understand it. My son was the kind of child who once cried because someone had stepped on a snail…..
Marcus | AI retweeted
He told me he was an introvert.
He said he doesn't like going out, he doesn't like pictures, he doesn't like public places. "I'm just a private person," he always said.
So I believed him. For 8 months, we only saw each other inside his house or mine. No restaurant, no party, no church, not even a simple selfie together. If I said "let's go out this weekend," he would get irritated.
I started to think maybe that's just how he is.
Until one Saturday, my friend sent me a video from a beach party. And guess who I saw? My "introvert" boyfriend. Full energy, hosting games, taking pictures with girls, laughing loudly with a mic in his hand.
I called him. He said "oh, that one is for my guy's birthday, I had to be there."
That day my eyes opened. I went to his Instagram, he had blocked me from his stories. I checked from my other account, every weekend he was outside, living life, being seen. Just never with me.
It was not introversion. It was deception. He was hiding me. I was not his girlfriend, I was his secret.
I confronted him and ended it. He said I was overreacting.
My sister told me one thing that healed me: "Never accept ghost status in someone's life that is very much alive in public. If he can be seen everywhere but not with you, he is not protecting his privacy, he is protecting his options."
Marcus | AI retweeted
Imagine researching a topic with 10 tabs open…
Instead of switching between every page, ChatGPT can help you work with information across your open tabs. 🤯
That could make research, shopping, and everyday browsing much easier.
But how does it actually work, and what can you do with it?
I break it down here 👇
🔗 techwithmarcusunlimited.blog…
Would you trust AI to help manage your browser?
#ArtificialIntelligence #ChatGPT
Imagine researching a topic with 10 tabs open…
Instead of switching between every page, ChatGPT can help you work with information across your open tabs. 🤯
That could make research, shopping, and everyday browsing much easier.
But how does it actually work, and what can you do with it?
I break it down here 👇
🔗 techwithmarcusunlimited.blog…
Would you trust AI to help manage your browser?
#ArtificialIntelligence #ChatGPT
Marcus | AI retweeted
My wife and I visited a clothing-optional resort, and something she said in the shared shower caught me completely off guard.
There were several attractive men and women around us, but my wife wasn’t paying attention to them.
She leaned closer and whispered, “Be honest with me. Do you still find me as attractive as you did when we first met?”
I was surprised. We’d been married for four years, and I’d never realized she was struggling with that insecurity.
Marcus | AI retweeted
BBC: US prosecutors say the ex-OpenAI engineer accused of bugging an executive meeting room has Saudi government backing.
An unnamed Saudi royal exchanged frequent WhatsApp messages with Alfozan and tried to recruit him to a Saudi AI initiative, and Alfozan allegedly agreed in May that the kingdom needed him more than the US while saying he would wait for his OpenAI stock to vest.
The day after his arrest, his wife and son flew one-way to Qatar on business-class tickets that prosecutors say a Saudi military official booked and paid for.
Prosecutors say he used his wife’s ChatGPT account to research making and encrypting a recording device, and used an internal OpenAI productivity agent to find rooms used by senior staff and outside partners.
The bugged room hosted meetings between OpenAI leadership and government officials, which prosecutors frame as a national security risk, while OpenAI says it has seen no sign of stolen model weights, source code or customer data.
Marcus | AI retweeted
Under the hood of Qwen3.8-Omni-Flash: How it achieves near-instant multimodal inference. This isn't just a model update; it is a structural overhaul of the sensory pipeline. Let's break down the engineering stack. 🧵
2/6 The secret sauce is the unified multimodal encoder. Instead of chaining separate vision and audio models, Qwen3.8-Omni-Flash maps inputs into a shared latent space at the input embedding layer.
3/6 By removing the serialization bottleneck, the model processes audio and visual tokens in parallel. This 'Omni' architecture reduces the overhead of cross-modal synchronization to almost zero.
4/6 The 'Flash' optimization leverages a custom KV-cache strategy that drastically reduces memory footprint. It keeps the context window lean, allowing for high-throughput inference on consumer-grade silicon.
5/6 The agentic capability comes from a specialized 'Action-Head' trained on high-frequency feedback loops. It doesn't just predict the next token; it predicts the next optimal action in an environment.
6/6 This is a massive leap for robotics and edge-computing. We are looking at a future where the model is the OS of the physical device. Save this for your technical architecture deep-dives. #Engineering #AI #DeepTech
Marcus | AI retweeted
🚨 ChatGPT is getting more powerful inside Google Chrome!
The new integration can help users: ✅ Work across multiple open tabs
✅ Summarize webpages
✅ Compare information from different websites
✅ Handle browser tasks
Is this the future of browsing? 👀
Here's what you need to know 👇
🔗 techwithmarcusunlimited.blog…
#ChatGPT #AI #GoogleChrome
🚨 ChatGPT is getting more powerful inside Google Chrome!
The new integration can help users: ✅ Work across multiple open tabs
✅ Summarize webpages
✅ Compare information from different websites
✅ Handle browser tasks
Is this the future of browsing? 👀
Here's what you need to know 👇
🔗 techwithmarcusunlimited.blog…
#ChatGPT #AI #GoogleChrome
Marcus | AI retweeted
Guys, I have like 100+ unread DMs, so bare with me 🤪
Question: are you scheduling posts in advanced?
Question: Do you see better timings?
YES and YES, but ... (click & expand) 👇
I schedule everything. Even posts I want to go live in a few minutes.
I’m weird about numbers, so I pick times like 14:41 or 14:47. My own little obsession (COD).
I’m still figuring a lot of this content stuff out, but right now I’m posting as much as I can.
Before I’ll share my first X payout, I want enough data behind it to make it useful. More impressions, more data, hopefully a better idea of what you could earn too.
As for timing, my data so far seems to point to around 14:00 and 22:00 Central European time working best for me.
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