Sunil

“Techie | Thala Fan 🎬 | Speak my mind on Politics | Proudly NOT D-Stock 😎”

[Sunil @BaljiS87]

@ThozharAadhi 🙏🏽🙏🏽

[Sunil @BaljiS87]

@sumanthraman What ever you’re predicting all goes wrong. So i believe definitely, he’s doing a right things. And he is successful for last 25 years, no one comes close to him. I would suggest you pls do ur prediction at DMK level..😂

[Akshay 🚀 @akshay_pachaar]

the four types of agent loops.

loop engineering keeps getting talked about as one thing. it's actually a choice between four structures, and each one fits a different kind of task.

it means designing the system that steers the agent, instead of steering it yourself 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 you answer both yourself, every single time. each loop type moves more of that into the system.

here's each type, what triggers it, and when to reach for it.

1) turn-based.

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 you'd ask for next.

2) goal-based.

triggered by a /goal command carrying 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 a no sends it back to work.

use this when the outcome is measurable but the path there isn't worth your attention.

3) time-based.

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. /loop runs on your machine, /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.

triggered by an event or schedule with no human present. a routine watches a channel, and when something needs handling it spawns a workflow with a triage agent, a fix agent, and a reviewer that adversarially judges the work before the task closes.

use this for standing responsibilities where you can't predict what will come in, only that something will.

each type hands off one more job than the last. turn-based keeps both 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. it's whether your task is exploratory, measurable, recurring, or standing.

the more you hand off, the less you babysit.

I wrote the full breakdown on loop engineering. the article is quoted below.

[Sunil @BaljiS87]

@sumanthraman Good, if he disappoints you then he going in a right direction.

[Sunil @BaljiS87]

@DrSharmila15 Same, if u have any guts don’t ever ask for a alliance during election. Be bold don’t beg for alliance..😂🤣

[Sunil @BaljiS87]

@Naveshr @DrSenthil_MDRD @TVKVijayHQ I think, ur talking about Mr A.Raja for the Filthy language, especially about women. His recent tweet (deleted one), as I said earlier @TVKVijayHQ is exposing #DMK real color and their fake Social Justice and Women Empowerment.

[Sunil @BaljiS87]

@arulmozhi_25 For long time you used to call this guy as a Intellectual. Verbal Diarrhea is continuing from DMK. Good, now people see their real faces..

[Sunil @BaljiS87]

#NewProfilePic

[Sunil @BaljiS87]

@itisprashanth Bro, according to those Dravida scientists people migrated and settled in Tamil Nadu for 200 years are tamil natives.According to their useless theories people migrated 2000 years ago are not Tamil Natives..Full of Morons..

[Sunil @BaljiS87]

Fool'sParadise, I'm happy that #DMK and their ecosystem to be in that Paradise.Good for #TamilNadu and the people...😁😆

[Prakash Vijay @PrakazVijay_Of]

தமிழ்நாட்டில் @TVKPartyHQ -வின் வெற்றியை வெறும் இன்ஸ்டாகிராம் வெற்றி என்று கூறி திமுக நிராகரிக்க விரும்பினால், அவர்களுக்காக நான் மகிழ்ச்சியடைகிறேன்; அவர்கள் அந்த முட்டாள்களின் சொர்க்கத்திலேயே இருக்கட்டும் ! 🤣👌

~ பிரவீன் சக்ரவர்த்தி, காங்கிரஸ்

[Sunil @BaljiS87]

@arulmozhi_25 Who the hell gave anyone the authority to decide if Brahmins are native to Tamil Nadu?! People migrated from neighboring states 300–400 yrs ago are so called Tamil, but those who came 2000+ years ago (based on ur fake dravid theory) are NOT?! The hypocrisy is unreal. #Tamil

[Sunil @BaljiS87]

@itisprashanth Bro, when I see this order immediately i was thinking about you. Because ur the one always keep on saying about the importance of this scheme. Looks like this Gov is listening to people’s voice. Pls keep talking and raising ur valuable comments. Keep the good work for people.

[Sunil @BaljiS87]

#Karuppu Review 1st Half is good than 2nd half. 2nd half is total Cringe, mudiyala wasted $15.

[Sunil @BaljiS87]

@robinsondurai Robinson, bro I totally agree with u wasted $15. Especially 2nd half total waste. Mudiyala, sorry ur right..#Karuppu

[Sunil @BaljiS87]

@itisprashanth @Udhaystalin TN people, ignore these statements from both sides. It’s just verbal diarrhea.

[Sunil @BaljiS87]

@saravofcl Thats might be a rule on paper. But we strongly believe that ur 10RS Balaji never ever followed any rules. So this is much needed and need to close all liquor stores near Schools, Temple and Hospitals.. Good work @TVKVijayHQ @CMOTamilnadu

[Sunil @BaljiS87]

‌ I’m a die-hard #AK fan and always will be.But for Tamil Nadu,I’m ready to support a good change.I believe that change can start tomorrow.@TVKVijayHQ this is a once-in-a-lifetime opportunity. Work for the people genuinely,and you’ll earn a place like MGR in TN history.#TVKVijay‌

[Sunil @BaljiS87]

@Deenadh80017046 Sorry, bro next one..🤣😂 Pls give a break

https://t.co/hsZxfhP1YR

[PttvOnlinenews @PttvNewsX]

மன்னார்குடி மக்களுக்கு நன்றி தெரிவித்து உருக்கமான வீடியோ வெளியிட்டார் டி.ஆர்.பி ராஜா

#TRBRajaa | #DMK | #Mannargudi

[Sunil @BaljiS87]

@Deenadh80017046 - Bro when will be the next crying road show like this..😂🤣 Going to miss this for next 5 years… So sad