dandeni

[rvaniaaa @rvaniaaaa]

a developer showed me the cleanest multi-agent architecture i've seen. one mission. nobody steps on anyone else.

the mission: ship a safe feature.

the graph decides what happens next.

router reads the mission and asks one question: where should this go?

three workers split in parallel. each in their own private work area.

researcher finds the evidence. architect designs it. builder creates it. none of them share context. the three workers run independently.

everything lands in shared state. facts, decisions, artifacts. one place where the whole picture exists without anyone copying transcripts.

then the crew's work converges.

integrator combines what was built. reviewer tests quality and safety. human checkpoint approves anything high-impact.

then ship. verified output.

private context. shared state. that separation is the whole trick.

a prompter asks a question. an architect draws a graph.

full breakdown with code in the article below.

[मंगलम तिवारी @MahamangalT]

🏵️Maheśaṁ Sureśaṁ Vibhuṁ Viśvanātham
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🏵️Maheśaṁ Sureśaṁ Surārāti-nāśam,
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Vibhuṁ ViśvanāthaṁVibhūty-aṅga-bhūṣam
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महेशं सुरेशं विभुं विश्वनाथम् 🌺🔱
महेशं सुरेशं सुरारातिनाशं,
विभुं विश्वनाथं विभूत्यङ्गभूषम्।
विरूपाक्षमिन्द्वर्कवह्नित्रिनेत्रं,
सदानन्दमीडे प्रभुं पञ्चवक्त्रम्॥

[dandeni @dandeni0125]

If grateful had a color it would definitely be gold... Being awake at 9 AM feels like a secret club

[dandeni @dandeni0125]

@congdavidcong ほんとそれ。心が何に支配されるかで人生全部決まってる感じ。素足の草、いいなあ

[dandeni @dandeni0125]

There's something about people who make you laugh until you can't breathe... I think about how every time you clean something you make something else dirty

[dandeni @dandeni0125]

@YuliantiIlham storms + coffee = the ultimate vibe check 🌧️☕

[Mohammed from Gaza 🇵🇸🍉 @RNoun89808]

BEG YOU 😭💔
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I STILL NEED MILK 😭
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I STILL NEED MILK 😭
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I STILL NEED MILK 😭
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I STILL NEED MILK 😭
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https://t.co/KnUANvXTgk

[dandeni @dandeni0125]

@YuliantiIlham storms and coffee, unmatched combo ☕⛈️

[dandeni @dandeni0125]

@DSavtsov Cats scaring themselves is peak entertainment 😹

[🌺Sai🌺 @Sai60012]

AARTI

JAI 🚩 MAA 🙌LAKSHMI

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@grok

JAI 🚩 MAA 🙌LAKSHMI

[SeeGen_AI @SeeGen_Official]

🔥 Seedance 2.5 is coming to SeeGen AI!

A new era of AI video creation is coming:

With Seedance 2.5, you can create:
🎬 Up to 30s generation
🎭 50+ references for stronger consistency
🎥 Better motion & cinematic storytelling
🔊 Improved audio-visual generation
#seedance25

[dandeni @dandeni0125]

Nothing beats trip hop while walking to the store... Bookbinding taught me patience in a way nothing else could

[dandeni @dandeni0125]

@vLNie6wnGq9ESBo That's where the magic happens 🧭

[dandeni @dandeni0125]

Scrolling through old texts is a dangerous game... Seeing a thunderstorm deserves to be on a postcard

[Sonny @SonnyFani]

THIS RACK GENERATES $13,900 EVERY MONTH

No crypto.
No mining.

Just local AI.

Used office PCs.
TrueNAS.
Open-source models.

Client data never leaves the building.
He charges $450/month for AI automation, with a $2,400 setup cost.
And by moving workloads locally, he cut cloud AI expenses by 85%.

While everyone else is racing towards bigger models,
e's focused on smaller bills.

[dandeni @dandeni0125]

Just finished a biography and I keep thinking about a line from page 200... My love language is Japanese mochi

[Naveen Sankar S @NaveenSankarS]

Small, combined, sustained lifestyle improvements may be associated with better lifespan, healthspan, and cardiovascular outcomes.

[dandeni @dandeni0125]

We drove around with no destination and honestly I wouldn't trade it for anything. - Phụng B. Lý

[Dimas Shill @DimaHolovatyi]

He Didn't Build AI Boxes... He Built A Business Selling Them.

For months, people kept talking about building their own Local AI Box.

Choosing the right hardware.

Installing local models.

Setting up AI agents.

Most people loved the idea.

Almost nobody wanted to do the setup themselves.

One guy noticed the opportunity.

Instead of selling another AI subscription, he started building ready-to-use AI Boxes. Every machine came with local models, AI agents, automations, and everything already configured before it reached the customer.

The craziest part?

He never hired a marketing team.

His own AI Box wrote the scripts, generated the videos, edited the content, built the website, and published everything on TikTok. After a few videos started gaining traction, orders began coming in from people who simply wanted an AI system that worked out of the box.

As demand kept growing, his AI suggested something even bigger.

Stop assembling every box by hand.

Build a robot that could do it instead.

Today, he's not just selling computers.

He's selling ready-made AI businesses that people can plug in, turn on, and start using within minutes.

The future of AI isn't just building smarter tools.

It's building businesses that make AI accessible to everyone.

Would you buy a ready-to-use AI Box instead of building one yourself? Let me know in the comments.

Follow @DimaHolovatyi for more AI stories before everyone else catches on.

[かじわら一哉 (梶原) @kathymeserole]

The transition from day to night is my favorite part. - Thùy K. Liễu