zion cohen

[Pak Views @Ij422]

Allah

Allah

Allah

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Allah

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Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

Allah

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Allah

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Allah

Allah

Allah

Allah

Allah

♥️ I LOVE ALLAH♥️
#خاتم_النبیین_محمدﷺ
#درود_وقرآن

[Lana & Hala Family's 🇵🇸🍉 @hazemkhilla]

MY CHILD IS DYING, PLEASE😭

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︎don’t forget me🥺
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please care

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I beg you, I need treatment.

I kiss your hands

Help my sick child, he's dying

https://t.co/RyaPLGSbZv

[zion cohen @ziontkd]

My cat pretended not to hear me calling and I love them more than words can say. | Cân H. Lý

[zion cohen @ziontkd]

@cyliaaaaaa someone who knows how to rest. this is gorgeous btw

[Lana & Hala Family's 🇵🇸🍉 @hazemkhilla]

MY CHILD IS DYING, PLEASE😭

︎
︎

︎

︎

︎
︎
︎

︎

︎

︎

︎don’t forget me🥺
︎

︎

︎

︎

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please care

︎
︎

︎
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︎
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︎

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︎

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I beg you, I need treatment.

I kiss your hands

Help my sick child, he's dying

https://t.co/RyaPLGSbZv

[zion cohen @ziontkd]

@nttpflab Keep pushing, you got this! 💪

[🌺Sai🌺 @Sai60012]

Having a dark (blackish) body, crooked/oblique gaze, and bearing four arms.
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Om Shani devay Namah🚩
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Nyaay ki Devta Shani Dev🙌
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Teri Mahima aprampar Shri Shani Dev
@grok

[elune @elune0x]

Google just dropped a free 2-hour course

On building complete agent graphs from scratch:

17:44 - Build your first AI agent
39:30 - Run agents inside feedback loops
1:12:38 - Turn agent loops into graphs
1:34:26 - Build self-throttling agents
1:55:05 - Orchestrate the complete multi-agent system

Most people build one agent and stop there

Google is already teaching the full stack:

Prompt → Agents → Loops → Graphs → Multi-Agent Systems

Single agents are the old workflow

Self-regulating agent graphs are the new one

This free 2-hour course is worth more than most paid agent engineering programs

Bookmark and watch it today

Then read the full architecture below ↓

[zion cohen @ziontkd]

Life is too short for not calling your mom back | Đường H. Võ

[zion cohen @ziontkd]

@aserora_fresh cold water on a hot day hits different 🌊

[zion cohen @ziontkd]

@UchiePradana agree, best time to disconnect 🌙

[rari @0xwhrrari]

your agent was never just a loop

it is three contracts built around one model

loop vs graph vs harness engineering

the loop is a contract with time

the graph is a contract with state

the harness is a contract with reality

loop engineering

defines the temporal contract

how many attempts are available

how much budget one run can consume

what qualifies as real progress

which condition ends the execution

when the agent continues trying after the evidence has stopped changing the temporal contract is broken

make every attempt durable limited and measurable

→ https://t.co/QST61rS1LN

graph engineering

defines the state contract

which transitions are permitted

which branches can execute in parallel

where the system can safely resume

what must be present before the next node begins

when the agent reaches a valid node through an invalid state the state contract is broken

make every transition visible and explicit

→ https://t.co/KNyTGswAV3

inspect the topology separately from the model

→ https://t.co/gFBE1b4nGX

harness engineering

defines the execution contract

which tools are available

which secrets can be accessed

where generated code is executed

which actions need approval

when the correct transition produces the wrong external effect the execution contract is broken

isolate and contain every tool call

→ https://t.co/yiiioauDVv

validate quality before deployment

→ https://t.co/gns5Mq4dEL

trace the contract through every system boundary

→ https://t.co/CM9UwOPyRE

bound the time

validate the state

contain the effect

the model creates a proposal

the system enforces the contracts

bookmark this before your next agent rewrite

then read the article below

[zion cohen @ziontkd]

@UchiePradana honestly same, dog knows what's up 💀

[חדשות 13 @newsisrael13]

בכירים בישראל: מעריכים שטראמפ יורה על חידוש הלחימה, אלו שעות דרמטיות
https://t.co/vPVdLGBhPx

@MoriahAsraf

[חדשות 13 @newsisrael13]

אולה קרבצ'נקו בריאיון ראשון אחרי שתיק תאיר ראדה נפתח מחדש: "אולי עכשיו יידעו מי הרוצח" | הערב ב"שישי" עם ליאור קינן ושי גולדן
@LiorKenan

[חדשות 13 @newsisrael13]

מתנחלים טיילו בסמוך לכפר תל שבשומרון, בצה"ל אומרים כי "הטיול לא תואם ולא אושר"
https://t.co/m2kEg99j6y

@OrHeller

[Dmitry @dmtr_btc]

You can build a private 24/7 research team that finds what you’re completely blind to - in under 10 minutes.

Not a metaphor.

Claude + NotebookLM.

- one agent trained on your role models.
- one trained on you.
- one trained on your competitors and market.

Every week the system surfaces the exact gaps almost no one else sees.

I took this setup and specialized it for one goal only: building a viral YouTube channel from zero.

I fed the top channels in my niche into the system.
NotebookLM extracted the hidden patterns.
Claude turned them into scripts and structures.

212 views on video #1.
150,000+ on video #10.

This is Part 1 of the complete playbook.

Full step-by-step breakdown (every prompt, every tactic, every mistake) 👇

[zion cohen @ziontkd]

Baking is my meditation and I mean that literally | Bé T. Lê

[Ryven @imryven]

SOMEONE SHOWED ME THIS GRAPH AND I COULDN'T STOP STARING AT IT.

every red dot is a note. every line is a connection.
hundreds of them. built over months. all linked to each other.

this isn't a folder. this isn't a notes app. this is what knowledge looks like when it's connected.

and here's why the graph matters before claude even enters the picture. when your notes are connected - you stop losing things. you search for one idea and find four related ones you wrote six months ago.

you stop rebuilding context from scratch because the context is already there, visible, linked.
then you connect claude to it.

no new tab. no explaining yourself.
no rebuilding context you already built last week.

just a question. and an answer grounded in months of connected notes. the graph doesn't just help claude. it changes what you notice.

because when everything is connected, one note leads you to ideas you weren't looking for.
that's what this actually is.

not a productivity hack. not a better prompt.
a map of how you actually think.

full guide below.

bookmark this.

[zion cohen @ziontkd]

POV: you forgave someone not for them but for yourself - Sanh C. Thủy