iiinova — where your digital self keeps evolving

Jairaj Sahgal @iamjairaj.bsky.social · 01/06/2026

Using Claude voice to practice for tomorrow's interview

Jairaj Sahgal @iamjairaj.bsky.social · 30/05/2026

Recently started learning about Terraform after I used to spend around 2 hours creating services in azure. Finding it nice Not learning through LLM but with yt videos.

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Jairaj Sahgal @iamjairaj.bsky.social · 09/05/2026

The problem with moving too fast in development is that sometimes the requirements are not clear and the features get ready in such a way that if you make changes, then things would break

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Jairaj Sahgal @iamjairaj.bsky.social · 07/05/2026

Got rejected from a company It was a competitor of my current company Hits hard and to be honest, scary too

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Jairaj Sahgal @iamjairaj.bsky.social · 07/05/2026

Today I worked on credit system for ai agents for the company Basically one client will have a certain amount of credits and he can use that to converse with the agent Credits will be consumed when agents are given a request or they respond Do exa search and research Uploads file for embedding

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Jairaj Sahgal @iamjairaj.bsky.social · 03/05/2026

I just got mail from ceo because they don't have money for product, they have to let go of the senior team, which will include me sadly I'm still trying to process things. And will share my thoughts. I have to serve a notice period that will be shared by my manager tomorrow.

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Jairaj Sahgal @iamjairaj.bsky.social · 03/05/2026

Today I created a lot of features Since, this was quite urgent I was in prompt and review mode I thought about the architecture and then gave it to claude code, and reviewed it's output And I have to give a lot of inputs sometimes

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Jairaj Sahgal @iamjairaj.bsky.social · 01/05/2026

Today I worked on PCAF new asset class And I realised I don't have a particular way of writing APIs Like in supplier assessment I used #django viewsets But in PCAF I used viewsets for delete, update and retrieve details But use another api, for creating asset classes information in bulk

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Jairaj Sahgal @iamjairaj.bsky.social · 30/04/2026

After almost completing the supplier assessment part I was pulled away from that development feature To PCAF and Agent chat In one week, I have to add more features in PCAF framework and Agent chat Hence will be working through the weekend for this

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Jairaj Sahgal @iamjairaj.bsky.social · 23/04/2026

Today I finally completed the most complex feature of supplier assessment Getting answers to questions from the supplier users Imagine 100s of questions sent to 100s of suppliers And this can be done to multiple clients. The hard part is how do you store this amount of data?

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Jairaj Sahgal @iamjairaj.bsky.social · 21/04/2026

Recently I have been working on a supplier assessment feature that allows clients to get data from their value chain partners Have been creating the whole question and question bank tables

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Jairaj Sahgal @iamjairaj.bsky.social · 20/04/2026

After deploying RBAC, I'm working on supplier assessment It's fun I thought I would design it like a URL Shortener, however because of different requirements, design would be a little bit different

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Jairaj Sahgal @iamjairaj.bsky.social · 20/04/2026

Today There were many deployments to dev, testing and production clients. This resulted in docker giving us rate limiting error To solve this, I will try to shift that container to an azure repo Let's see

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Jairaj Sahgal @iamjairaj.bsky.social · 18/04/2026

Going to finish this chapter today in DDIA, Designing Data Intensive Applications

Image shows replication chapter starting page of DDIA, Designing data intensive applications

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Reposted by Jairaj Sahgal

Eric Bailey @ericwbailey.website · 14/04/2026

there is nothing as permanent as a temporary solution, and other lessons learned the hard way

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Jairaj Sahgal @iamjairaj.bsky.social · 13/04/2026

So proud to work on this feature, allows users to ask questions about their ESG data, can create graphs, and has support for multiple files. Backend : Django and Postgres

An ESG agent who they are and what they can help with

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Jairaj Sahgal @iamjairaj.bsky.social · 11/04/2026

It's a wrap for Build with AI at Ghaziabad today Connected with a lot of students today Guided them as best as I could Ask questions Met awesome community people Learned about skills, secops, and security framework SAIF from @developers.google.com

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Jairaj Sahgal @iamjairaj.bsky.social · 11/04/2026

Going to Build with AI event in Ghaziabad to connect and learn more about agents

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Jairaj Sahgal @iamjairaj.bsky.social · 10/04/2026

Yesterday One of the weirdest bugs came in Production VM Imagine this, suddenly your vm disk consumed increases, your email is getting mail of memory increasing threshold by 80%, and the data analyst guy says the dashboard is breaking.

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Jairaj Sahgal @iamjairaj.bsky.social · 10/04/2026

My company wanted prompts / $ which I found was difficult to get. So here is what I did, I had around 35 evals with me for demo purposes on code, I was waiting for other consultants to add more evals, but that didn't happened. So I asked Claude to add more evals. It did, eventually 500 evals...

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Reposted by Jairaj Sahgal

ewan @ewancroft.uk · 09/04/2026

just a little reminder that you can always support me financially by either sponsoring me on GitHub or on Ko-fi ko-fi.com/ewancroft github.com/sponsors/ewa...

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Jairaj Sahgal @iamjairaj.bsky.social · 09/04/2026

Yesterday A really weird thing happened with our production instance. The disk space was showing 94% usage, then we deleted some things, some old db backups, and immediately it was 87% usage, then after sometime (1 min) without deleting anything, it was 57% usage, after running some queries, 80%

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