Head of Claude Code:
"I'm not prompting my agents anymore, I'm building graphs and loops so they can build the agents for me."
In 10 minutes he shows exactly where agentic engineering is going and how not to get left behind.
Definitely something you cannot afford to skip.
Watch it, then read the step-by-step guide below on how to build a system that improves itself.
GPT-6 Astra builds the most powerful trading agents
i wrote a 6-page research paper on exactly how to find profitable strategies 24/7 with Astra, along with the COMPLETE CODEBASE
here is how you set it up:
1. the 4 mispricing categories every hedge fund actually hunts (statistical arbitrage, volatility surface, factor decomposition, insider clusters) with the exact formulas for each
2. the 8 bot architecture that maps to every function of a real fund, one bot per role, with maker checker separation so nothing grades its own output
3. the 300 agent monitoring layer that watches order books, options flow, SEC filings, macro releases, and central bank X accounts in parallel
4. the hypothesis generator that reads filtered candidates and codes new strategies every night in Python, backtests them, and throws out anything below Sharpe 1.5
5. the exact validation thresholds every strategy has to pass before deployment. Sharpe above 1.5, drawdown below 15%, hit rate above 55%, t stat above 2.0
6. the Telegram alerts that ping your phone with instrument, strategy, confidence score, Sharpe, drawdown, action window, and Kelly sized position
this is the exact system I have been running for the past 3 days:
Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he compressed everything he knows into one free 2-hour lecture
Prompts → Harness → Loops → Graphs → Self-Improving Systems
People pay $15K for bootcamps that teach half of this
This lecture beats almost every paid AI engineering course on the market
This is not about tweaking text in a chat box
This is about understanding the core machinery and wiring the execution loop around it
You probably don't have 2 hours right now
Don't let this get lost in your feed
Watch it first
Then read the step-by-step guide below and build your first loop
Anthropic engineer:
"You're not supposed to prompt Claude
You're supposed to build a system that prompts itself"
In just 45 minutes, she breaks down how the Claude team builds agents that remember, fix their own mistakes, and get smarter with every run
Prompts → Harness → Loops → Graphs → Self-Improving Systems
This is not about tweaking words in a chat box
This is about building the execution loop that tests, catches hallucination, and refactors code autonomously
If this were a $500 course, people would call it one of the best AI engineering resources of the year
You probably think you don't have 45 minutes right now
Don't let this vanish from your feed
Watch it today
Then use the step-by-step guide on building loops below
Andrej Karpathy spent 8 years at OpenAI and Tesla.
Last week he compressed everything he knows into one free 120-minute lecture.
Agents -> Loops -> Harness -> Self-Improving Systems
People spend $10K on bootcamps that teach less than this does.
This lecture beats most paid AI engineering courses outright.
You probably don't have 2 hours right now.
Don't let it vanish from your feed.
Watch it, then read the article below ↓
Gracias, Dios, por permitirnos ver a este tirano dictador de mierda de Nicolás Maduro capturado.
Que viva muchísimos años en una prisión.
¡Viva Venezuela libre!
Democrats aren’t wasting anytime enacting their dangerous far-left agenda.
The Biden administrations’ Day One actions will:
✘ Embolden our adversaries
✘ Make America less safe
✘ Raise costs for American families
✘ Eliminate jobs
A student asked me if there was anything good about socialism
My answer: HELL NO
Socialists are trying to fundamentally dismantle our country from within
Subscribe to The Charlie Kirk Show to learn how to fight back —>
https://t.co/aYolqpVaHm
Congratulations to Bob Kraft, Bill Belichick, Tom Brady and the entire New England Patriots team on a great game and season. Will be a fantastic Super Bowl!