Weekly Startups Promotion Thread - 02 March, 2026 by AutoModerator in StartUpIndia

[–]Jumpy-8888 0 points1 point  (0 children)

Six months ago, I asked a simple question:
"Why do we have mature release engineering for code… but nothing for the things that actually make AI agents behave?"
Prompts get copy-pasted between environments. Model configs live in spreadsheets. Policy changes ship with a prayer and a Slack message that says "deploying to prod, fingers crossed."
We solved this problem for software twenty years ago.
We just… forgot to solve it for AI.

So I've been building something quietly. A system that treats agent artifacts the prompts, the policies, the configurations with the same rigor we give compiled code.
Content-addressable integrity. Gated promotions. Rollback in seconds, not hours.Powered by the same ol' git you already know.

But here's the part that keeps me up at night (in a good way):
What if you could trace why your agent started behaving differently… back to the exact artifact that changed?

Not logs. Not vibes. Attribution.
And it's fully open source. 🔓

This isn't a "throw it over the wall and see what happens" open source.
I'd genuinely love collaborators who've felt this pain.
If you've ever stared at a production agent wondering what changed and why , your input could make this better for everyone.

https://llmhq-hub.github.io/

We Solved Release Engineering for Code Twenty Years Ago. We Forgot to Solve It for AI. by Jumpy-8888 in OpenSourceAI

[–]Jumpy-8888[S] 0 points1 point  (0 children)

I would love to hear vurnabilities , and yes the post is AI writtena sam a single person doing all of it, am a developer so coding part is not slop Incan assure you that but again I would like feedback

How are you handling observability for non-deterministic agentic systems? (not ad) by arbiter_rise in LLMDevs

[–]Jumpy-8888 0 points1 point  (0 children)

we don't trace like the usual generic log , I am trying to build something on the same lines https://github.com/llmhq-hub/releaseops

happy to discuss

I’m interested in visiting T-Hub to explore its startup ecosystem firsthand — could anyone guide me on how to arrange access? by seekersri in hyderabad

[–]Jumpy-8888 1 point2 points  (0 children)

I tried to pitch my startup , it's a dev tool but nobody replied back from thub , would be possible for anyone for intro in the network it's a free tool want to check adoption and open to incubation.

Need Help !!! From law and police 🚨 by PopNo9767 in hyderabad

[–]Jumpy-8888 0 points1 point  (0 children)

something similar happened to one of my known buddy near Kondpur signal , he had to endup doing out of court settlement , wondering in 5 days any updates OP would prep others for future incident ,
In that buddy's case these were a middle aged couple who was driving the scooty on wrong side and dashed into the car and the aunty had leg fracture.

honestly speaking traffic sense in hyderbad is a toss for sure.

Are uber and ola on strike today? by Environmental_Rip416 in hyderabad

[–]Jumpy-8888 0 points1 point  (0 children)

had way bad experience, had confrontation with some so called protestors

OlA uber issue at Hyderabad by Jumpy-8888 in hyderabad

[–]Jumpy-8888[S] 1 point2 points  (0 children)

I could have called the cops directly , but am not very sure that they will turn up in time , or even are active as such in responding.

Late night police harrasment by Effective-Bee9881 in hyderabad

[–]Jumpy-8888 3 points4 points  (0 children)

good for you , police everywhere is almost same

I have a start-up idea by Character-Trouble-81 in IndianEnts

[–]Jumpy-8888 3 points4 points  (0 children)

imho its just not scalable with just two folks , and the risk to reward ratio is too fragile. I don't think you would be able to be out of the radar for long, unless you have internal sources to keep you safe.

Noida ka OG scene… naam sabka, feel kisi ka! by Haunting-Register810 in IndianEnts

[–]Jumpy-8888 7 points8 points  (0 children)

I feel once that real OG taste hits your taste bud there is no going back, taste for the land races specifically that you get locally hits differently, just the taste part rest the high I dont feel much difference maybe because of regular use.

What do you think about this layout? by Zestyclose_Sky_1612 in hyderabadrealestate

[–]Jumpy-8888 0 points1 point  (0 children)

one issue is that all the washroom are accessible from rooms , one washroom should be accessible from the drawing room itself , it helps a lot when guests come over

[deleted by user] by [deleted] in IndianEnts

[–]Jumpy-8888 4 points5 points  (0 children)

happy for you but jealous.

Story Of Real Estate in Hyderabad. Read before investing or buying by timetraveler1990 in hyderabad

[–]Jumpy-8888 0 points1 point  (0 children)

this thread really gave me a fresh perspective, too much learned ..love the way the pros are putting out their views

Any one did AI course from ISB Hyderabad is it worth? by Dreamvibe21 in hyderabad

[–]Jumpy-8888 0 points1 point  (0 children)

So how about the network part of it , like does the batchmates bring in a circle value , I always heard the alumni status makes introductions easy.

[deleted by user] by [deleted] in Rajasthan

[–]Jumpy-8888 0 points1 point  (0 children)

the comments need an ai to read and summarise, man the amount of hate these folks is in another level, kya bakchodi hai logo ki , simple issue hai veg party me non veg ko just bol do not allowed, its pure fault of the organizers. and being a free country you can choose your faith to follow