Nothing kills a man faster than the weight of his thoughts. Dear son, stay calm. Please don't stress over things that are out of your control. Only Fix what you can.
Okay this is actually wild. 🤯
A week ago we were arguing about whether AI agents could even survive a long task without falling apart halfway through.
Today NVIDIA shipped the model built for exactly that.
It's called Nemotron 3 Ultra. A 550B open MoE model built for long-running agents.
The ones that plan, call tools, hit failures, recover, and decide what to do next, for hours at a time.
5x faster inference. Up to 30% cheaper on complex agentic tasks. 95% on long context at 1M tokens while the others tap out at 256K.
And it's post-trained to drop straight into the harnesses people already use. Open Code, Hermes Agent, LangChain. You can point it at your stack
today.
The whole thing is fully open too. Weights, synthetic data, post-training recipes. All of it.
You're not prompting a chatbot anymore. You're handing an autonomous agent a codebase and walking away.
The people building on this stack today are going to look at the rest of us in 18 months the way founders looked at people who refused to use the internet in 2001.
Bill Ackman bought a third of a $20 billion company after it crashed to $100 million - the stock went from 34 cents to $34
it's the most contrarian bet in modern Wall Street history
"I called the CEO, he didn't return my call - I called again, he didn't return my call - six weeks later they spun off the company, the CEO got fired, then he called to thank me for his exit package"
"there are analogies to 2000 - people got excited about internet stocks and Berkshire traded at the lowest valuation in its history because people said that's all old stuff
a similar thing is happening today to Amazon, Meta, Microsoft - they're undervalued"
bookmark and watch it today - 29 minutes that will change how you think about AI, markets, and what makes a great investment ↓
Your CEO should be strong.
Your CTO should be wise.
Your COO should be wicked, cunning, of mysterious origins, fluent in the dark arts, blurry in pictures,
A man must build 3 most important pillars of his life;
1. A body that can handle pressure.
2. A mind that doesn’t panic.
3. A skill that creates income.
Fail in one, and everything suffers.
Karpathy found a way to reduce token consumption by 90%
The problem is that the LLM re-reads the same files over and over again, loses context between documents, and provides less accurate answers as a result
The solution is called Wiki Layer the LLM cleans, structures, and links all your data once, after which it never works with raw files again
Three folders `raw/` for originals, `wiki/` for a clean knowledge base in Markdown, and files with rules for the agent
Result up to 90% token savings on repeat queries, automatic links between documents, and a visual knowledge graph in Obsidian
Everything stays on your local machine nothing goes to the cloud
Anthropic engineer:
"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
this is one of the best workflows I've seen in a long time
in this video she breaks down exactly how most people are using Claude:
- the 14% you lose to CLAUDE.md before typing a word
- the plugins that 95% of users have never installed
- the workflows that run without you typing a single prompt
- why typing one prompt and closing the tab is leaving 90% on the table
if you've been using Claude for months and still start every session from scratch, you have at least 28 untouched features. probably 30
instead of another show tonight, watch this
make sure to bookmark it before it gets lost in your feed
full guide in the article below
Anthropic engineer:
"You can build 5 assistants in one afternoon. Each one handles a task you've been doing manually every single day."
In 45 minutes he builds 5 focused agents from scratch on camera.
Most people are still doing code review, testing, and documentation by hand every single day
Watch the session, then save all templates below 👇
Claude opus 4.8 dropped and Anthropic released Boris Cherny's prompt workshop
One of the people actually building claude explains how to use it properly
Free
No signup
No paywall
The first 8 minutes are better than most $300 ai courses
Context
Task structure
Cleaner outputs
Fewer wasted prompts
Watch it and bookmark it before this gets sold back to you as a course
Stanford just put a $200,000 education on YouTube for free and most people scrolled past it.
Professor Chad Jones gave you 1 hour of economic data that most people will only understand when it's too late.
Economist at Stanford GSB, the man who studies what happens after the biggest technological shifts in history.
No tuition, no campus, no $200,000 debt, just 1 hour and a YouTube link.
Electricity changed the world, the internet changed the world, he just explained why AI does both at the same time.
The article below is the 25 prompts that turn everything he described into your advantage.
Anthropic CEO: "there are jobs that took generations to build that may disappear"
this is one of the best interviews I've seen in a long time
Dario Amodei talks about how to prepare for what's coming
here's what to expect:
> high GDP growth and high unemployment at the same time
> software becoming essentially free to build
> the gap between people who use AI and people who don't
the scariest part this is not a prediction, this is already happening
to stay competitive you need to adapt fast and you can't do that while ignoring AI
that's why I put together a guide on Claude features that 99% of users have no idea exist
it will completely change how you work with Claude
you can find it below
🚨 BREAKING: I asked Claude to improve my LinkedIn profile.
It didn’t just improve it. It made it a recruiter magnet.
Here are the 7 exact prompts I used:
Claude can now run your entire social media presence from one chat.
Three minutes of setup. It drafts in your voice, schedules across every platform, and tracks what is working.
Setup:
→ Open Claude Desktop. Settings
→ Connectors → Add custom. Drop the OmniSocials MCP URL. Sign in.
→ Tell Claude: "Read my last 50 posts and build a style guide." It locks your voice into a custom prompt.
→ Hand it the week: "Draft and schedule content across Instagram, LinkedIn, X, and YouTube for best posting times."
It writes. You approve. It ships. Works across 10 platforms. Instagram, LinkedIn, YouTube, TikTok, X, Facebook, Pinterest, Bluesky, Threads, Mastodon.
Also runs inside Codex and Gemini CLI. Same install. Same one click.
Google CEO Sundar Pichai just said:
“A solo developer using Claude can now outcompete a 10-person Google team.”
He’s right — the model power is already there. But most devs are still resetting context every session.
→ No project memory.
→ No stack awareness.
→ No consistent rules or style.
That gap is quietly costing serious productivity.
Sundar described the future of coding.
Here’s the practical setup that lets you live in it today:
Anthropic pays $750,000+ a year for engineers who know how to build LLMs from scratch.
Stanford just released the exact lecture that teaches it - 1 hour 44 minutes, free, straight from CS229.
Bookmark and watch it this weekend.
It'll teach you more about how ChatGPT & Claude actually work than most people at top AI companies learn in their entire careers.