Kimi CEO Zhilin Yang:
"The biggest mistake in agent systems - people trying to build one smarter agent
we didn't make one smarter - Kimi made a thousand: one brain, a thousand hands"
here's how:
step 1 → stop polishing one agent, split the task and run many in parallel - that's the real ceiling-break
step 2 → give each agent a long context so it can run for days, not seconds - long context is what lets an agent run long
step 3 → give each agent a strong prior, so agent-RL can search for a good solution instead of starting from zero
step 4 → don't just add more data - make each token count. they hit the data wall, so they made every token 2x smarter
step 5 → don't scale one brain, scale the swarm - many agents working in parallel beat one agent thinking harder
he just dropped Kimi K3 - and this 40-min workflow is the best on how to actually use it
watch & bookmark - then read the article on saving on agents ↓
Anthropic and OpenAI are both telling engineers to write loops.
Not prompts.
Not agents.
Loops.
That is not a coincidence.
When the two most important AI labs on the planet independently converge on the same pattern — that is a signal worth paying attention to.
Most engineers are still thinking in terms of single calls.
Input → model → output.
The engineers winning in 2026 think in cycles.
Output becomes input. The model evaluates its own work. The loop runs until the result is right.
This is the complete breakdown of what loops are, why they matter, and how to build them ↓
Anthropic just dropped Claude Opus 4.8 - and it changes what "vibe-coding" even means.
Same model, ~2.5x faster, 3x cheaper than before. Turn it on with /fast in Claude Code.
here's what's new:
• makes calls like a senior engineer - no check-ins
• dynamic workflows: 100 parallel subagents
• Fast mode: same model, 2.5x faster, 3x cheaper (/fast) • work you'd plan in quarters now ships in days
most people still babysit one Claude window - while the people who get this are handing off entire migrations and walking away
full guide on Claude Code in the article below
New in Claude Code (research preview): dynamic workflows.
Claude writes an orchestration script on the fly, then spins up a large fleet of coordinated subagents in parallel to take on your most complex tasks.
Use the word "workflow" in a prompt to get started.
Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors.
Available today at the same price.
This guy just created the most powerful Codex ever.
It tells Codex to look across your sessions, memories, and chronicle to identify patterns and create useful skills, subagents, and/or automations.
This is a must-try:
Bitcoin-Steuerexperte Dr. Ingo Heuel zur Haltefrist und dem Bestandsschutz! 👀
Auf welcher Grundlage könnten die Krypto-Steuern geändert werden und wie wahrscheinlich ist es, dass Altbestände unberührt bleiben? 🤔
Neues Interview jetzt auf @YouTube!
👇
https://t.co/KEdBEKlx9f
Goosebumps!! I've been studying Bitcoin for 9 years. 1000s of hours. If you're new (and even if you're not), this is one of the best videos on 'WHY BITCOIN ?' A must-watch 👍
/goal is insanely powerful in Claude Code.
Most people have no clue it exists, yet it's one of the best ways to use AI right now.
It literally deploys agents that work towards a "goal" with ZERO human intervention.
Here's how to use it:
An Anthropic engineer paid for my espresso at Sightglass when he saw my screen
I was running my Polymarket bot from the counter. He was next in line. Looked over my shoulder. Stopped scrolling.
"That's not a normal trading app. What's it actually running on"
I told him. Claude Code. Four repos. $25 a month.
He sat down without asking.
"I'm on the agent team. We stress test Claude for exactly this. You're letting it find its own edges"
Not just edges. Wallets.
86 million trades. Every wallet. Every entry. Every exit.
"You're feeding Claude raw wallet data and letting it identify who consistently wins. Then cloning them"
He said it slowly. Like he was writing the threat model in his head.
One prompt. Find every wallet with 100 plus trades and win rate above 70%. Rank by profit. Export top 50.
Claude scanned 14,000 wallets in 4 minutes. Returned 47.
The top 20 made more than the bottom 13,000 combined.
"That's not a stat. That's a hit list"
Exactly.
"And you didn't write the scoring function"
Claude did. I just wired it into an if-statement.
Then I showed him the second repo.
Official Rust CLI. No API key for reads. 500 markets, Claude scores them in minutes.
Gap. Depth. Resolution window.
487 markets become 35 before a dollar moves.
93% killed before I even see them.
A green fill landed on the screen. +$84.
He watched it hit.
"How does it decide to actually enter"
Three agents. Shared wallet. No shared memory. Arbitrage, convergence, whale copy. 2 agree, full size. 1 alone, half. Disagree, no trade.
Consensus filter alone killed 40% of losing trades.
"And the exits?"
The 47 whales never hold to settlement. 91% exit early. 73% of max profit captured. Redeploy immediately.
My bot cuts at 85% of expected move or on a 3x volume spike.
"You built a whale copy bot that exits before the whales"
Yeah.
He put his espresso down.
"How often does it trade"
10 a day on average. Most of them skipped before I look up from my coffee.
My setup:
Claude API - $20/mo
VPS in Germany - $5/mo
poly_data - free
polymarket-cli - free
Polymarket/agents - free
$200 seed. 27 days ago. $14,300 now.
Copytrade here: https://t.co/zDXGamMWw0…
271 trades. 74% win rate. Sharpe 2.47.
I haven't touched it in 27 days.
He stared at the screen for a long time.
"This is literally what our red team simulates. Except you actually shipped it"
He emailed me the next morning.
"Any chance you'd take a call with our policy lead"
I told him the article is the call. Read it twice.
Too late to gatekeep.
You only need Claude + laptop + 1 hour/day.
Giving This Free for 24 hours. To get it:
1. Comment the word 'Claude'
2. Like and Retweet this post
3. Follow me
@ZayvenKnox
CLAUDE CODE CAN NOW PULL LIVE DATA FROM 17,000+ STOCKS, CRYPTO PRICES, AND FINANCIAL STATEMENTS IN SECONDS.
One command. 60 seconds. Done.
Here is the exact setup:
Step 1: Open Claude Code and paste this:
claude mcp add --transport http financial-datasets https://t.co/cupUKrWK0C
Step 2: Authenticate
Type `/mcp` inside Claude Code and complete the OAuth flow in your browser.
Verify the connection anytime:
claude mcp list
Step 3: Start prompting
- "What is Apple's current P/E ratio and market cap?"
- "Show me Tesla's income statement for the last 4 quarters."
- "How has Bitcoin's price changed over the past year?"
That is it.
Claude Code now has direct access to real financial data across 17,000+ stocks, earnings reports, balance sheets, income statements, cash flow data, and crypto prices.
The analysts paying $24,000 a year for a Bloomberg Terminal are not going to be happy this exists.
Before this you needed a Bloomberg Terminal or a complex financial data API or hours of manual research across multiple sources.
Now you need one command and 60 seconds.
The quants, analysts, and portfolio managers who figure out how to combine Claude Code's reasoning with live financial data access will have a research edge that compounds every single day.
Bookmark this before you open your next brokerage account.
Docs if you run into errors: https://t.co/CgF6B3dS5V
Follow @cyrilXBT for every Claude Code integration that changes how you work with data.
El CEO de Anthropic: “Programar va a desaparecer primero. Luego, toda la ingeniería de software.”
Dos tipos de personas escucharon esto:
tipo 1: entró en pánico. actualizó su currículum. envió 40 solicitudes de trabajo.
tipo 2: abrió Claude. construyó un agente. empezó a cobrar 200 €/hora.
Ya no necesitas programar. necesitas construir.
Abajo te dejo una guía completa para empezar. Cero experiencia necesaria.
(Guárda el post antes de que sea tarde)
INSTEAD OF WATCHING NETFLIX TONIGHT.
Spend 1 hour with this.
Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything.
The people who watch this tonight will wake up tomorrow with a new skill.
Watch it and Bookmark it now.
Claude can now build your entire mobile app like a $350K senior developer at Apple. (for free)
Here are 10 powerful Claude prompts that can replace weeks of mobile app planning, UX thinking, architecture work, and coding.
(Save before your competitors do):
Instead of watching an hour of Netflix, watch this 30-minute workshop by the creator of Claude Code that will teach you more about vibe-coding than 100 YouTube guides.
Anthropic pays engineers $750,000 a year to understand how AI models actually work.
Stanford just put the same knowledge on YouTube.
2 hours. Completely free.
This is the lecture that teaches you what most AI courses skip entirely.
Not how to use the tools.
Why they work the way they do.
The engineers who understand the why build things the people who only know the how cannot even conceive of.
The gap between those two groups is $750,000 a year.
You can close most of it in an afternoon.
Bookmark this before you scroll past it.
Watch it this weekend.
Not eventually.
This weekend.
While companies in the US are still hiring “AI teams,”
someone in China replaced the entire team with $30,000 worth of Mac Minis.
No people.
Just 50 machines running Claude Code.
I saw the video.
11 seconds.
Metal shelves.
Stacks of Mac Minis.
One glowing screen.
That’s it.
Copytrade https://t.co/UlvSrUzZGN
No humans in sight.
But the numbers?
$4,526,176 profit
4,548 trades
311,000 watching live
I zoomed in.
Ran the screen through Claude Code.
Each Mac Mini = one agent.
Each agent = one market.
NFL. Premier League. La Liga. Champions League.
When odds lag → they strike.
60–90 second delay is all they need.
50 agents scanning nonstop.
No sleep. No fear. No second guesses.
Every trade over $500K.
Every trade profitable.
Total cost:
~$30K hardware
$400/month rent
That’s not a startup.
That’s a machine that eats inefficiency.
Someone said it best:
“This isn’t a company. It’s a system.”