Manan

Cloud Infra + DevOps + AI

Kubernetes | Terraform | Azure | Linux
building, shipping, breaking, learning :D

Always cooking something 🛠️

[Manan @lazydeploy]

Won Best Overall Project in the Zerops Challenge by @WeMakeDevs .

My first-ever hackathon, and I’m incredibly grateful.

Thanks @zeropsio , @kunalstwt , @BatsouElef Batsou, and @FrancescoCiull4 Ciulla for making this possible.

Built Deplot AI. 🚀

[WeMakeDevs @WeMakeDevs]

🏆 The Zerops Challenge: Winners Announcement!

Over 250 projects were built and deployed during the challenge, taking ideas from code to live applications with @zeropsio.

The winners are here 🎉

🥇 Best Overall Project - Manan Paliwal
Deplot AI: An AI platform engineer for Zerops that takes a GitHub repo from architecture and deployment to live monitoring and self-healing.

🏆 Top Social Post - Raj Tiwari

💰 $1,000 Zerops Credits Winners:
1. Hardik Khanduja
2. Prince Panchani
3. Gautam Khosla
4. Abdul Talha
5. Danish Ali Siddiqui

Congratulations to all the winners! 🎉

A huge thank you to everyone who participated and built amazing projects throughout the challenge.

Ready for the next one? 👀
Join the Into the Scrape-Verse Hackathon and compete for $15,000 in prizes!
👉 https://t.co/mlyABACa7b

[Manan @lazydeploy]

Finally out in the wild. 👀

What started as a hackathon idea became a deep rabbit hole.

Proud of what we built with everyone involved. Lots of late nights, broken things & “one more try” moments :DDD

Continuum is live. 👀

@abhirupvg @iHarnoorSingh @contextkingceo

[hari @lazyclaude]

finallly we are done

Continuum — company memory that connects Slack + Gmail, understands change over time, and exposes one canonical state across Web, Slack & MCP 👀

512K docs • 17.8s p50 dev run :DDD

→ https://t.co/LnJ9d9kMxn

@abhirupvg @iHarnoorSingh @contextkingceo

[Manan @lazydeploy]

@harshit_09_Sage @hydra_db @lazyclaude @iHarnoorSingh @debojyotidm @abhirupvg @contextkingceo You’ve only seen the surface 👀

More coming soon. 🚀

[Manan @lazydeploy]

We’ve been cooking something. 👀

Building Continuum for @hydra_db — company memory that connects the context scattered across your tools.

Building this with @lazyclaude 🤝

@iHarnoorSingh @debojyotidm @abhirupvg @contextkingceo

#HackHydra #BuildInPublic

[Manan @lazydeploy]

@varun23twt @hydra_db @lazyclaude @iHarnoorSingh @debojyotidm @abhirupvg @contextkingceo Haha, appreciate it! 👀

There’s a lot more behind that logo. Can’t reveal too much yet 😶‍🌫️

[Manan @lazydeploy]

@lazyclaude @hydra_db @iHarnoorSingh @debojyotidm @abhirupvg Really excited to be building this.

The “what’s actually true?” problem gets way more interesting once you start connecting signals across different systems.

More to come.

[Manan @lazydeploy]

The hard part isn’t retrieval.

It’s knowing what’s actually true.

Excited to be building Continuum with Hari — more soon 👀

[hari @lazyclaude]

Enterprise AI has a retrieval problem

We think the harder problem is knowing what’s actually true

Building Continuum for @hydra_db turning fragmented company signals into trusted state

Building this with @crooderXgojira :D

More soon🫡

@iHarnoorSingh @debojyotidm @abhirupvg

[hari @lazyclaude]

Enterprise AI has a retrieval problem

We think the harder problem is knowing what’s actually true

Building Continuum for @hydra_db turning fragmented company signals into trusted state

Building this with @crooderXgojira :D

More soon🫡

@iHarnoorSingh @debojyotidm @abhirupvg

[Manan @lazydeploy]

@zeropsio @WeMakeDevs @kunalstwt @BatsouElef @FrancescoCiull4 Thank you ❤️

[Manan @lazydeploy]

Won Best Overall Project in the Zerops Challenge by @WeMakeDevs .

My first-ever hackathon, and I’m incredibly grateful.

Thanks @zeropsio , @kunalstwt , @BatsouElef Batsou, and @FrancescoCiull4 Ciulla for making this possible.

Built Deplot AI. 🚀

[WeMakeDevs @WeMakeDevs]

🏆 The Zerops Challenge: Winners Announcement!

Over 250 projects were built and deployed during the challenge, taking ideas from code to live applications with @zeropsio.

The winners are here 🎉

🥇 Best Overall Project - Manan Paliwal
Deplot AI: An AI platform engineer for Zerops that takes a GitHub repo from architecture and deployment to live monitoring and self-healing.

🏆 Top Social Post - Raj Tiwari

💰 $1,000 Zerops Credits Winners:
1. Hardik Khanduja
2. Prince Panchani
3. Gautam Khosla
4. Abdul Talha
5. Danish Ali Siddiqui

Congratulations to all the winners! 🎉

A huge thank you to everyone who participated and built amazing projects throughout the challenge.

Ready for the next one? 👀
Join the Into the Scrape-Verse Hackathon and compete for $15,000 in prizes!
👉 https://t.co/mlyABACa7b

[Manan @lazydeploy]

@WeMakeDevs @zeropsio @kunalstwt @BatsouElef @FrancescoCiull4 Thank you ❤️

[Shann³ @shannholmberg]

what is agent looping

for the last two years we prompted agents one task at a time. that is starting to change

instead of asking an agent to build the landing page and then driving every step yourself, you set up a loop that handles discovery, planning, the work, checking, and iterating until the goal is met

looping is a setup you build. almost any agent harness can run it, it just depends on how you wire it up

at its simplest, looping is one agent working on itself:

> researches
> drafts
> checks the draft against a goal
> fixes what is weak
> runs that cycle again until the work clears the requirements

you are not prompting each step anymore. the agent repeats the cycle for you

the bigger version is a fleet looping. you give an orchestrator agent a goal, it breaks the goal into pieces, hands each piece to a specialist agent, and those specialists hand smaller jobs to their own subagents

the whole tree keeps looping through discovery, planning, execution, and verification until the goal is met

one agent looping is like a person redoing their own draft. a fleet looping is a whole team running a project end-to-end

you create a goal, and the system runs the loop until it finishes within the reqs you set

open and closed looping:

OPEN LOOPING is exploratory. it still has conditions and a goal, but you give the agent or the fleet a wide space to move in. it can try different paths, discover things, build something you did not fully spec out

this is the exciting end, it is what Peter and others are doing, and tbh it is where I want to spend more time

the catch is cost, an open loop with real room to explore burns an insane amount of tokens. for the 90 percent of people without an unlimited budget it is not runnable yet, and pointed at projects with a loose standard it turns into a slop machine

CLOSED LOOPING is bounded. a human designs the end-to-end path first:

> clear goal
> defined steps
> an eval at each step
> a point where it stops or hands back to you (and feeds back performance data)

the agents still loop, but inside framework you built. it gets better every run because each pass feeds the next, and it runs on a normal budget because the path is tight.

for most marketing work, closed is the one that pays off today.

> the orchestrator owns the goal
> the specialists own the steps
> the subagents do the narrow work
> an eval gate make sure its not slop

[Prasenjit @prasenx]

CLAUDE OPUS 4.7 USING 500K TOKENS TO RENAME A VARIABLE

[Harsh 17  @harsh03443]

Me realizing I don’t want a love story anymore I just want a comeback story and a great physique

[Prasenjit @prasenx]

figma CEO right now

[Aristo @aristomarinetti]

Life on 500 mg of Testosterone + Creatine 20 g + Cialis 5mg

[The Better India @thebetterindia]

We Have Won! No one can use ‘ORS’ on their label unless it’s a WHO-recommended formula.

This is the story of Dr. Sivaranjani Santosh, a braveheart paediatrician from Hyderabad, who fought for 8 years against sugar-rich drinks falsely marketed as ORS.

Her persistence led to FSSAI’s landmark order, protecting children and patients from misleading claims.

“These drinks had 10x the sugar WHO recommends, worsening diarrhoea and complications in millions of kids,” she explains.

This victory is not just hers, but belongs to everyone who stood with her — doctors, advocates, parents, and citizens demanding truth in labeling.

Scroll down to see how her 8-year battle changed the game for public health and children across India.

Credits : drsivaranjanionline on IG

#HealthVictory #PublicHealthIndia #ChildSafety #TruthInLabelling #FSSAI #DoctorsForChange #IndiaFightsBack

[ORS Ban India, Dr Sivaranjani Santosh, FSSAI Order, Public Health Victory, Sugar Drinks Misleading Labels]

[Manan @lazydeploy]

@HarunRRayhan @connorpaton Yes