AI agents need more than good answers — they need reliable actions.
Plurai's new Simulation plugin tests real-world scenarios, detects failures, and helps build more reliable AI agents.
Build smarter. Test better. Launch with confidence!
Big day for us at @pluraiAI ! Plurai Simulation is live and free for every AI engineer.
AI agents look great in demos. Until real users break them.
So we built a world where your agent can fail, learn, and get fixed before your users ever see it.
→ Digital twin: Your real agent, its tools, and environment recreated from your code
→ Simulated users & tasks: Realistic users, tasks, and workflows that push your agent into the edge cases that matter
→ Auto evals: Check what your agent actually did, not just what it said
→ Verified fixes: Every failure comes with the run that exposed it and a fix you can verify
→ Replays: Turn any production failure into a simulation and replay it against every new version of your agent
All inside the coding agent you already use: @claudeai code, @OpenAICodexCli , or @GitHubCopilot .
Start simulating for free: https://t.co/1PNPQdW29S
AI agents need more than good answers — they need reliable actions.
Plurai's new Simulation plugin tests real-world scenarios, detects failures, and helps build more reliable AI agents.
Build smarter. Test better. Launch with confidence!
Remember:
Don't just listen to her answers. Pay attention to whether her actions reflect them.
Real emotional attachment isn't proven by three questions.
It's built through trust, consistency, mutual respect, and genuine care.
AI agents need more than good answers — they need reliable actions.
Plurai's new Simulation plugin tests real-world scenarios, detects failures, and helps build more reliable AI agents.
Build smarter. Test better. Launch with confidence!
A full song. A cloned voice. A video shot with no camera. A research report with real sources.
Four jobs that used to need four different people. Now they need four tabs.
Here are the 10 tools behind jobs like these, one for each kind of work:
1. Claude - https://t.co/0qzqwOMjIB - The one you think with, writing, coding, hard questions.
2. Perplexity - https://t.co/3T94cukpVx - Research with real sources, not made up answers.
3. https://t.co/4YR2A0MQLP - https://t.co/JozqVxGfih - Clean background removal in one click.
4. Suno - https://t.co/emLYgc93Uh - A full song from one line of text.
5. ElevenLabs - https://t.co/f1U0TYi4ik - Voices so real your ears will argue with you.
6. NotebookLM - https://t.co/ktnKkNRg44 - Turn your own files into notes you can question.
7. Runway - https://t.co/G43Z9LOlHk - Video editing without living on a timeline.
8. HeyGen - https://t.co/3r5uURD7Cg - Avatar videos without a camera or a studio.
9. Leonardo - https://t.co/CpoVYc1S4S - Images and designs that do not look copy pasted.
10. Instinct - https://t.co/AymMQYFXSX - An AI assistant you text on WhatsApp or iMessage, running daily web data workflows with Oxylabs behind it
One tool per job. That is the whole trick.
Save this. Your future self has work to do.
Which of these is already in your daily routine?
Elon Musk says your phone plan could soon come from SpaceX:
"You should be able to have a Starlink, like you have an AT&T or T-Mobile or Verizon or whatever, you could have an account with Starlink that works with your Starlink antenna at home with free Wi-Fi as well as on your phone."
He isn't trying to wipe out the carriers:
"We're not going to put the other carriers out of business. They're still going to be around because they own a lot of spectrum."
The catch is the phone itself:
"It will allow SpaceX to deliver high bandwidth connectivity directly from the satellites to the phones, but there are hardware changes that need to happen in the phone."
The end goal, in one line:
"You should be able to watch videos anywhere on your phone."
One bill. Home Wi-Fi and mobile. Straight from orbit.
Interested in AI?
Follow @irisneural and never fall behind.
I track ChatGPT, Claude, and every tool quietly changing how we work and create, then hand you the tested signals.
I LAUNCHED A GROK BOT TERMINAL OVERNIGHT, GAVE IT $44.82 AND STOPPED ASKING AI WHAT IT WOULD DO. BY MORNING IT HAD $11,643.21 AND SIX AGENTS LOGGING EVERY TRADE
I spent a year asking agents what they'd trade and watching the chat scroll. Last weekend I built the thing that actually trades, in Grok Bot, with no code I touched by hand.
The six agents share one screen, each one job:
> scanner reads new token pairs and volume spikes
> rug check filters suspicious tokens before anything executes
> sizer sets position from account equity, not a fixed ticket
> executor opens and closes with slippage tracking
> logger writes the reason behind every trade
> equity curve updates on every close
I went to bed on $44.82 and left the laptop open on the dashboard. By morning the balance read $11,643.21. Every trade on the activity feed had a reason next to it and a line in the log.
That's the shift I didn't see coming. Not that an agent made money overnight. That I stopped being the one asking "would you long this?" and started being the one reading the log of what already happened.
Starting balance: $44.82
Current balance: $11,643.21
Grok Bot built the terminal, the agent architecture and the dashboard. I described what I wanted and the thing went live.
The full build is in the article below ↓
The whole build is in the post below ↓
Comment " Grok_Bot "
2️⃣ Like and Repost
3️⃣ Follow @Romic_Ai
I'll DM you the complete setup.
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An MIT professor offered his class a coin flip: win $125 or lose $100. Most students said no. Then he proved refusing was the smart move, and it explains why you're bad with money.
The bet is a steal on paper. Flip a coin, win $125 or lose $100. Do the math and you come out $12.50 ahead on average. It's what economists call a more than fair bet. Most of the room still turned it down.
They weren't being dumb. They were being human.
Here's the idea underneath it. You don't actually care about dollars, you care about how much each dollar changes your life. And the dollars you already have are worth more to you than the ones you might win. So losing $100 stings harder than winning $125 feels good.
Then he pushed it further. He told the class he'd force them into that winning bet unless they paid to walk away. How much would they pay? The answer, with their standard math, was $43. People will hand over almost half their money to dodge a bet that's tilted in their favor.
That's not weakness. That's a law of how the mind values risk, and it has a name: risk aversion.
And it's the whole reason insurance exists. Being uninsured is just this coin flip in disguise. You quietly pay to never be the person who gets wiped out, even when the math says the odds are on your side.
Once you see it, you notice it everywhere. Every warranty, every premium, every bet you've refused. You weren't being irrational. You were pricing the fear.
It is becoming f*cking dangerous
A 23-year-old dev from China just ran 300 Claude Code agents in parallel and hooked them to a verification layer so none of them could bullshit him
He opens the live dashboard:
- 300 agents writing and checking at the same time
- Every output verified against the source in ~100 ms
- Three passes over 100 company profiles → zero errors left
- Everything dumped straight into an Obsidian vault
The trick is the split: one model does the work, a cheaper one decides if the claim is actually true. The loop doesn’t stop until everything checks out
An analyst team would bill weeks for this. He got it in one run
Same kind of Second Brain + swarm setup that keeps circulating. Bookmark the full breakdown
Broke? Jobless? Feeling stuck?
Google is paying $1,500 a day — and you don’t need a resume.
All it takes is:
📱 A phone
🌐 Internet
⏱ 5 minutes a day
✅ Like this post
💬 Comment “Google”
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