.....

❄️

[..... @hald20]

I could listen to a heartbeat on a quiet night forever and never get bored (Viện)

[rvaniaaa @rvaniaaaa]

This developer turned “update the API docs” into a fully automated workflow.

no manual triage. no back and forth. one message in. finished work out.

here is how it runs.

a user sends a Slack message: update the API documentation.

first node creates a Linear ticket in plain code. no model needed. tracking exists before any AI touches the request.

second node classifies the work. one LLM call. one question: what kind of documentation is this?

reference covers API details, function signatures, code examples. conceptual covers guides, tutorials, high-level explanations. if both are needed, both agents run in parallel.

the reference agent reads the code. the conceptual agent reads the existing docs.

then synthesize. one model call combines what both agents produced into a single clear summary.

update ticket. plain code again. the Linear ticket gets the summary and the status.

send the message back to Slack. the user gets the result there.

that’s it.

two model calls. two specialized agents. everything else is deterministic code.

and the ratio matters.

the graph isn’t there to make the model do more. it’s there to make the model do less.

most of the coordination happens in code, not in prompts. model calls are saved for classification and synthesis, the two places where judgment actually matters.

the developer ends with one honest note: graphs are not always the right choice.

for simple tasks, a single agent is faster and cheaper. graphs earn their complexity only when the work has genuine branches, parallel paths, or multiple decision points.

for everything else, a loop is fine.

bookmark this.

[..... @hald20]

@azmyandi Quá đúng luôn!

[..... @hald20]

I peaked when I was asleep honestly (Nhàn)

[..... @hald20]

facts lol, everyone's just faking it

[..... @hald20]

Hot take: nobody is as busy as they claim to be (Khuyến)

[JAW.id @_JAW_id]

JAW is live on @soneium 🎉

Building on Soneium? Now you can easily drop in self-custodial wallets with Face ID or fingerprint, ENS identity, and programmable permissions.

Put your focus on your product, and let us handle the rest.

[Bitcoin professor @Bitcoinprof0637]

Bitcoin isn't under attack.

Weak wallet security is.

The latest cold wallet exploit is a reminder that in crypto, self-custody also means self-responsibility.

As adoption grows, security will matter just as much as price.

The next bull market won't only reward holders.

It will reward those who protect their keys.

[Deepak kumar🇮🇳 @Deepakk30081433]

Swabhakta Chitta Ranjanam, Sadaiva Rama Advayam. 🙏🚩

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भजे विशेषसुन्दरं समस्तपापकण्डनम्।
स्वभक्तचित्तरञ्जनं सदैव राममद्वयम्॥

@grok जय श्री राम। 🙏🚩 जय हनुमान।

[..... @hald20]

Actually enjoyed the team meeting for once. (Cả)

[..... @hald20]

@AtanasiodeJesus morning dew + Seoul coffee, the perfect pairing ☕✨

[FLock.io @flock_io]

Would you rather your council fix tomorrow's pothole today, or today's pothole tomorrow?

Two founders from Imperial College London, Dhruv Syam and Viktor Smirnov, have built Arakon to segment Hammersmith & Fulham into 17,000 road chunks, using AI to predict damage before it happens.

Predictive government sounds futuristic, but it's already being tested.

Full video below.

[..... @hald20]

when you need it most. (Nông)

[..... @hald20]

@jolly_val3 ほんそれ。新しい門出応援してる🙏

[..... @hald20]

Just organizing files is the most exhausting part of my job (Đề)

[Gisa w'I Rwanda🇷🇼❤️🇷🇼 @EmmyGisa3]

An easy simple trick for your bicycle

[..... @hald20]

@MUSECOBAE Can't argue with that

[..... @hald20]

Winter rain is the most peaceful sound on earth. - Hoa T. Triệu

[World hack zone @Worldhackzone]

Tips for hemming without overlock machine

[LOK Universe @lokverse]

🚀 The wait is over!
LOK Hunters OBT is now LIVE.
Jump in, claim your rewards, and lead your hunters to glory!
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