hauu

[hauu @_ha__uu]

Started knitting recently and it's been so therapeutic... My diving game has improved so much this year 🥲

[hauu @_ha__uu]

12am thoughts are always the most honest... What's your comfort food? 🌊

[hauu @_ha__uu]

some bossa nova and pretend you're walking through Vancouver at night... Started learning new recipes recently and it's been so therapeutic 🥲

[Makkah 🕋 @Harmai786]

Allah

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♥️ I LOVE ALLAH♥️
#خاتم_النبیین_محمدﷺ
#درود_وقرآن

[hauu @_ha__uu]

@PgtSo1uGTEpXf9I ほんそれ。毎季節成長できなくてもいいんだよ。

[hauu @_ha__uu]

Take me back to when dinner was just ready and I didn't have to think about it... Had the best sushi of my life today 🌊

[rari @0xwhrrari]

your agent can fail in three different places

most teams still blame one prompt

LOOP vs GRAPH vs HARNESS ENGINEERING

same agent

three owners

three completely different fixe

LOOP ENGINEERING

decides when the run should repeat and when it should stop

turn caps budget caps evaluators retries no progress and exits live here

if the run keeps working forever the model is not the first thing to debug

make long running work bounded and recoverable

→ https://t.co/QST61rS1LN

GRAPH ENGINEERING

decides where the run should go next

nodes edges branches joins checkpoints and persisted state live here

if the agent reaches the wrong step the prompt may be fine and the topology may be broken

make the route explicit

→ https://t.co/KNyTGswAV3

inspect the graph without asking another model to explain it

→ https://t.co/gFBE1b4nGX

HARNESS ENGINEERING

decides what the run is allowed to touch

tools permissions memory sandboxes evals traces and humans live here

if the agent takes the right step with the wrong permission the failure belongs outside the model

isolate tool execution

→ https://t.co/yiiioauDVv

gate every model and prompt change with evals

→ https://t.co/gns5Mq4dEL

keep one trace across models nodes and tools

→ https://t.co/CM9UwOPyRE

if it never stops debug the loop

if it takes the wrong path debug the graph

if it touches the wrong thing debug the harness

the model proposes the next move

the system decides whether that move should happen

save this before blaming the prompt again

then read the article below

[hauu @_ha__uu]

@_bebe1976 分かります！ハマると本当に止められない😄

[hauu @_ha__uu]

Getting older means getting excited about new sponges and good sleep - Lam T. Thủy

[hauu @_ha__uu]

Hummingbirds make everything better. - Siêng B. Bùi

[hauu @_ha__uu]

Seeing a meadow in spring makes me forget every problem I have. - Đài Q. Võ

[Agung Waliyansyah @qiecaw]

Missing Prague more than ever. - Luyến V. Đinh

[hauu @_ha__uu]

Hot take: winter mornings under a warm blanket are undefeated - Lập Đ. Tôn

[DEGENPIZ @degenpiz]

Most builders still believe you need code to create real AI agents. One tool inside Claude proves otherwise.

Open Projects and paste a system prompt. It runs five steps automatically: research the latest credible sources, select the strongest angle, build a detailed outline with 7 sections and 21 key points, write a full 2,000-3,000 word article, then review quality and fix weaknesses.

A simple request now delivers a polished piece in minutes.

Point the file agent at any folder of PDFs — contracts, reports, research papers. It reads every document, extracts five-bullet summaries, pulls the three key actions, and compiles one master file sorted by date.

Schedule the morning agent for 7:00 AM. It scans Gmail since 5 PM yesterday, sorts emails into action required, FYI only, or ignore, drafts replies for urgent items, checks your calendar, notes attendees, and saves a complete briefing on your desktop.

You wake up to everything already organized.

No coding required. Just clear workflows that execute relentlessly.

This is how smart operators use AI agents today.

[hauu @_ha__uu]

Sometimes you just need a really long walk. - Hoàng T. Đào

[須川昌博 @Masahiro_Sugawa]

I don't know who needs to hear this but you're allowed to be a work in progress and still be proud - Viên Q. Lưu

[Defn Pak @DefnPak]

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♥️ I LOVE ALLAH♥️

[ENG. Fadi -🇵🇸 @FadiQGaza]

Unfortunately, no one cares 😭

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I desperately need milk for my baby😭

https://t.co/UobZ74ba1B

[hauu @_ha__uu]

Sunday afternoons are meant for learning new recipes. - Kính N. Hồ