Jaffer

Dreamer Achiever

[Alamgir Zeb @AlamgirZeb132]

نیپال میں جون جولائی میں ایک ہزار مسلم کو شہید کیا 86 مسجد شہید کی اور ہماری مقدس کتاب کو آگ لگائی رب نے اپنا بدلہ لے لیا

[The Muslim @TheMuslim786]

Location: Marhara, Etah, Uttar Pradesh
Date: August 30

Extremely shameful incident.

Muslim elder harassed.

During a rally to mark the birth anniversary of Rani Avanti Bai Lodhi, a Hindutva activist harassed a Muslim elder by stealing his cap.

[Gabbar @Gabbar0099]

A short story of Andhbhakt :

31 March 2020,
Wants World without Islam

22 Dec 2024,
Aspires to live in an Muslim Country 🤡

[MAHFOOZURRAHMAN @BHAI_BADRI_313]

📍चलती बस को ही बना डाला बॉक्सिंग रिंग
मुस्लिम यात्री के सामने हवा में घूंसे भांजकर
रील चमकाता दिखा युवक
लोग बोले- मैदान में जाकर दिखाओ दम।

[Veena Jain @Vtxt21]

Hello Kangana, is this an appropriate dress to wear during Raksha Bandhan?

How is it any different from what Kriti Sanon wore in the GIVA advertisement? Hypocrite 🤡

[Tanuj @tanujDE3180]

Do you know the difference between

- MQTT
- HTTP

80% of devs don’t know about MQTT.

[Dhruv Rathee Satire @DhruvRatheNx]

🚨 दिल्ली के सरकारी स्कूलों की ये तस्वीरें सवाल पूछती हैं!

भाटी माइंस और कोटला मुबारक में स्कूलों में कूड़ा, गंदे/बंद शौचालय, टिन की छत, खराब मिड-डे मील, बंद क्लासरूम और कंप्यू���र, बच्चे पढ़ें या व्यवस्था की लापरवाही झेलें?

[Arpit Sharma @iArpitSpeaks]

Is anyone from the so called Hindutva Party getting agitated?

This is the idea of India they want?

[Dr. Om Sudha @dromsudhaa]

तीसरा नेत्र खुल गया है। अब तो प्रलय होकर रहेगा ।

[Avi Chawla @_avichawla]

The four types of agent loops:

Loop engineering keeps getting talked about as one thing, when it’s actually a choice between four structures, each is best suited a different kind of task.

It requires designing the system that steers the agent, instead of steering it by hand, move by move.

That system always answers two questions: what starts a run, and what decides the work is done.

In a hand-run session, the human answers both, every single time. Each loop type moves more of that into the system.

Here’s each type, what triggers it, and when you should consider using each:

1) Turn-based loops, triggered by a user prompt.

The agent gathers context, acts, and checks its work inside a single turn. Then a human reviews the output and writes the next prompt.

Use this when requirements are still forming and every output changes what the next prompt should ask for.

2) Goal-based loops, triggered by a /goal command that carries success criteria and a budget, like “get the homepage Lighthouse score to 90, stop after 5 tries.”

When the agent tries to stop, an evaluator model checks whether the goal is met, and it sends it back to work.

Use this when the outcome is measurable but the path there doesn’t need human attention.

3) Time-based loops, triggered by a clock.

An interval fires, the agent runs a fixed prompt like “check the PR, fix CI,” then waits for the next tick. The /loop command runs on the local machine, and /schedule moves it to the cloud so it survives a closed laptop.

Use this for recurring work where the task is known in advance and only the timing repeats.

4) Proactive loops, triggered by an event or schedule with no human present.

A routine watches a channel and spawns a workflow when something needs handling. That workflow runs a triage agent, a fix agent, and a reviewer who adversarially judges the work before the task closes.

Use this for standing responsibilities where nobody can predict what will come in, only that something will.

Each type hands off one more job than the last.
- Turn-based keeps both jobs with the human
- Goal-based automates the checking
- Time-based automates the trigger
- And proactive automates both while deciding the workflow shape at runtime.

So the mapping question isn’t which loop is most advanced but rather whether the task is exploratory, measurable, recurring, or standing.

The more you hand off, the less you monitor yourself.

To dive deeper, there's an article by my co-founder that covers the full breakdown on loop engineering.

Read it below.

[Lukhi Padnayak @TheHunterSaab]

It’s easy to label it “PR” when their star simply can’t match the level of success SRK has achieved.

[Dan Qayyum @DanQayyum]

A Pakistani content creator offered ordinary Pakistanis a wad of cash to burn the Indian flag.

Every single person refuses.

You can manufacture outrage. You can monetize hatred. But sometimes ordinary people remind you that patriotism does not require dehumanising your neighbour.

That is the Pakistan I recognise.

[Arti🇮🇳 @ImArti45]

BJP ki mentality
Anti nationalist

[UPSC & PCS NOTES @UPSC_EDU]

History Deserves Understanding, Not Selective Memory

[polling plotting shooting poles @polplotting]

Sadhguru being released onto stage every Mahashivratri

[CoffeeBee @Si31258Singh]

Wonder when will India get rid of these clown babas and babagiri 🤷‍♀️

Anpadh Sanctimonious sa*le 💥💥

[Jaffer @JaffarJSP]

@pasupathi000 E roju docker annadu, repu broker antadu.

[JOHNuu Reddy🌶️ @nikyendukuraa]

😭😭🤣

[Marcus | మార్కస్ 🧘 @tfmarcus3]

ఇదే పనా ఇగా

ఎవడు ముస్లిం, ఎవడు కన్వర్ట్ అయ్యిండు, ఎవడు కాలేదు

గదే పంచాయతీ ఆ ఇగ పొద్దున లేస్తే?