depressed matrix worker⚡️⚡️⚡️

[Machina @EXM7777]

new AI research dropped and it should worry everyone currently using AI agents...

Google Deepmind researchers built 180 different agent team setups, gave every single one the same budget, and let them compete on the same tasks

let me break down what they found, because it decides how you should build:

on work that splits into independent pieces, research, audits, broad scans, the teams won clearly... 80.9% better than a single agent

then they ran the same teams on step-by-step work, where each move depends on the last one

every single team version lost to one agent working alone

and the error math is the part that should change your setup

agents working without a coordinator amplified each other's mistakes 17.2x... one wrong finding spreads through the team like it was verified, with one coordinator owning the merge it barely spreads at all

so the takeaway list if you run agents:

- more agents is not a strategy, the shape of the work decides everything
- ask one question before adding an agent: does my work split into pieces that never read each other's results?
- if every step needs the full picture, one agent wins, keep it simple
- never let findings merge without one owner of the merge, uncoordinated teams are error amplifiers

the uncomfortable part: everyone is scaling agent count right now, and the count was never the lever

[🎯 Master @Moneytaur_]

What did Monk mode do for you?

[🎯 Master @Moneytaur_]

@AmaCryptoSpidey https://t.co/yEh6dVmxyE

[Robinhood @RobinhoodApp]

Robinhood is now open to AI agents.

You can open an agentic account and connect an AI agent to it. From there, you can let it research, trade, and manage a portfolio on your behalf.

Here's how to get started. 🧵

[🎯 Master @Moneytaur_]

🇪🇸 Justice has been served 🇪🇸

[🎯 Master @Moneytaur_]

@ChrisBeaudin3 @limit_tester618 Easy $ with no blood for him, taking advantage of nostalgia.

He then psyop in his IG stories by saying all bets should be refunded while knowing very well it'll never happen.

People bet out of emotion so they get wrecked 9 out of 10 times.

[Yury🐓 @yurystart]

$IONQ Short 🥂

Now, it has entered the 1M Demand.
I will look for Longs at the 7D Demand + 4D BB + 0.88 Fib (around 30).

[Higgsfield AI 🧩 @higgsfield]

Join Higgsfield Academy NOW!!!!!!
https://t.co/H7puv5uuiy

[Jackson Hinkle 🇺🇸 @jacksonhinkle]

JD Vance: "Epstein clearly had connections to the highest levels of Israeli intelligence."

[Jayden ⛩️ @thejayden]

Ask your Claude Code this:

“Build me a complete agentic system controlled by the smartest Obsidian brain, based on this image.👇”

[Jayden ⛩️ @thejayden]

I GENUINELY DON’T UNDERSTAND WHY EVERYONE ISN’T USING THIS YET.

The CEO of Obsidian just open-sourced his Claude Code skills.

You literally just tell Claude to clone this repo and start using them.

https://t.co/kWfVGQseM5

[0xMarioNawfal @RoundtableSpace]

Anthropic has an official free prompts library for Claude Code organized by task and role, and most people don't know it exists.

[John Peslar @johnwhereareu]

Anthropic just released a free course on loop engineering with Fable 5

00:00 - how Claude Code works under the hood
05:01 - the agentic loop explained
16:21 - the function that 99% of devs ignore
19:01 - why voice beats writing
32:34 - automatic code review with draft PRs
58:39 - Fable 5 for work that's not code

This free course replaces any paid Claude Code tutorial.

Bookmark it for later.

[ZEUS⚡️ @zeuuss_01]

FABLE 5 + HIGGSFIELD JUST KILLED THE $35,000 WEB STUDIO IN ONE SESSION, FOR $12.

stop paying a studio $6,000-$35,000.

stop wiring GSAP, Lenis, and frame extraction by hand.

Claude Code writes it. Higgsfield renders it.

WHAT SHIPS OUT OF ONE SESSION:

→ a fully animated, scroll-driven site
→ cinematic motion clips from 30+ generative models
→ GSAP ScrollTrigger timelines - zero hand-coded

keyframes:

→ Lenis smooth-scroll, tuned pacing
→ automated frame extraction + asset optimization
→ six cinematic effects, no config: film grain, particles, vignette, glass cards, color tints, scroll pacing
→ responsive layout + copy

THE STACK:

→ Claude Code - concept, scaffolding, scroll code, QA
→ Higgsfield (MCP) - hero clips, transitions, ambient loops, thumbnails
→ GSAP + Lenis - the motion layer, written for you

CONNECT HIGGSFIELD (MCP):

add it as a custom connector in Claude Code:

mcp_servers:
higgsfield:
url: "https://t.co/ccj3bJ8Bcy"

one OAuth flow. done.

now Claude generates and pulls clips directly - no manual exporting.

WHAT TO PROMPT:

concept + scroll:

"read this brief, script the scroll - what the visitor feels at second 3, 15, 40. scaffold with GSAP ScrollTrigger + Lenis."

motion assets:

"generate the hero sting and one b-roll clip per section. 3-5s, high-res."

polish pass:

"bake in film grain, particles, vignette, glass cards, color tints, scroll pacing. no config."

QA:

"check load speed, mobile breakpoints, and whether the scroll actually lands. rewrite whatever doesn't."

WHAT THIS REPLACES:

→ web studio build: $6,000-$35,000+
→ motion artist: $800-2,000/project
→ front-end dev: $2,000-10,000/project
→ weeks of handoffs: gone

Fable 5 + Higgsfield: a subscription + a few dollars of credits. one session.

SETUP IN 10 MINUTES:

- install Claude Code
- add the Higgsfield MCP + authenticate
- drop your brief + references
- let it scaffold, generate, and animate in one pass
preview, send fixes in plain English, ship
the pipeline was the moat.

it just became a prompt.

Follow me, comment "BUILD" and I'll send you the full step-by-step Playbook.

full breakdown in the article 👇

[CyrilXBT @cyrilXBT]

YOU CAN BUILD AN AI SECOND BRAIN IN 15 MINUTES.
No coding experience. No $1000 course.

Here is the entire setup.
Step 1: Download Claude Desktop.
Step 2: Download Obsidian.
Step 3: Create a new vault and start dropping .MD files into it.
Step 4: Tell Claude Code to connect to your vault using Karpathy's prompt: https://t.co/5LkhJDGQLO

That is it.

Your entire knowledge base becomes searchable, connectable, and queryable by the most powerful AI model on earth.

Every note you have ever written.

Every idea you have ever captured.
Every resource you have ever saved.

Claude reads all of it, finds connections you missed, and surfaces insights from your own thinking that you FORGOT you had.

Most people use Claude as a search engine.

The people building second brains use it as an INTELLIGENCE LAYER on top of everything they know.

That gap is the gap between asking Google a question and having a research partner who has read everything you have ever written.

Bookmark this.

Build it tonight. Follow @cyrilXBT

[rari @0xwhrrari]

Anthropic just dropped a free course on loop engineering with Fable 5

00:00 - how Claude Code actually works under the hood
05:01 - the agentic loop breakdown
16:21 - the feature 99% of devs never use
19:01 - why voice works better than typing
32:34 - automatic code review with draft PRs
58:39 - using Fable 5 for work beyond code

This free course is worth more than most paid Claude Code tutorials

Bookmark and watch it later

Then read the article below

[Muratcan Koylan @muratcan]

Jokes aside, it’s time to move away from this style of prompting.

For anything that actually runs long hours, multiple context windows, parallel workers, or loops, you need long-horizon-prompting instead.

The new style uses a pseudo-formal task brief:
- Defines exactly what “done” looks like with clear, measurable success conditions
- Explicitly lists what doesn’t count as a win (stops agents from gaming the result)
- Adds an independent fresh-context reviewer that double-checks everything
- Forces the agent to explore different approaches instead of endlessly tweaking the same idea
- Sets strict rules for when to stop and what to actually deliver

I just released the full prompting skill with references here: https://t.co/WUk35nd5NU

[MessiXtra @MessiXtraHQ]

This is undoubtedly the best picture of the World Cup so far. 📸🐐

[LavaXBT @lava_xbt]

Interesting note here on $BTC ✍️

We've just hit the 1.382 fib extension. The previous cycle made a double top at the 1.618, now we have multiple bearish divergences on HTFs as we hit the 1.382

This is the first time I'm saying it this cycle but, we may be topping out here