Sanjana Jaiswal

[Sanjana Jaiswal @Taevrs07]

A fascinating AI paper I started reading today.

Energy-Based Transformers rethink how LLMs generate answers—not by predicting once, but by iteratively refining candidate solutions to find the best one.

Definitely an exciting direction for AI reasoning.
@smartDataIncLtd

[Sanjana Jaiswal @Taevrs07]

🚀 New HTTP method: QUERY.

A cleaner way to handle complex read-only requests with a request body—without relying on POST.

Early days, but definitely an interesting evolution for API design.

What are your thoughts? 👀
@smartDataIncLtd
#HTTP #API #WebDevelopment

[Sanjana Jaiswal @Taevrs07]

AI agents get the hype. Harness engineering delivers the reliability.

Without input validation, monitoring, evaluation, and feedback loops, even the smartest agent will fail in production.

The agent is the brain. The harness is the nervous system.
@smartDataIncLtd
#AIAgents

[Sanjana Jaiswal @Taevrs07]

Patient trust starts with data protection. 🔒

HIPAA helps healthcare organizations safeguard sensitive health information, ensuring privacy, security, and compliance in an increasingly digital world.
@smartDataIncLtd
#HIPAA #Healthcare #CyberSecurity #DataPrivacy

[Sanjana Jaiswal @Taevrs07]

DevSecOps = security built into every step of development, not added at the end.

Code, build, test, deploy — all with security in the loop.

Shift left. Automate security. Ship safer software.
@smartDataIncLtd
#DevSecOps #CyberSecurity #DevOps

[Sanjana Jaiswal @Taevrs07]

Building with AI today, shaping the future tomorrow. 🚀

Exploring automation, intelligent assistants, and AI-powered solutions that make work smarter and more efficient.

@smartDataIncLtd
#AI #Automation #Innovation #Tech

[Sanjana Jaiswal @Taevrs07]

Corporate life is a mix of deadlines, learning, teamwork, pressure, growth, and coffee ☕

You don’t just build projects — you build patience, communication skills, and resilience along the way.

Every small win matters. 🚀
@smartDataIncLtd
#CorporateLife #WorkCulture

[AjayTewari @tavarejay]

That which u cannot renounce is happiness 🥳🎁🎂

[Sanjana Jaiswal @Taevrs07]

@smartDataIncLtd

[smartData Enterprises @smartDataIncLtd]

The most useful question a buyer asks is no longer "how fast can you build it." It is "what changes in our operation after you ship it."

The second question is harder. It is the one worth answering.

[Sanjana Jaiswal @Taevrs07]

Serverless clusters on @ZillizCloud don't support suspend/resume — learned that after 2 hours of our cluster stuck in RESUMING with live data inside 😅

It self-healed eventually. But contact support immediately, don't wait.

#VectorDatabase #Zilliz

[Sanjana Jaiswal @Taevrs07]

@smartDataIncLtd

[smartData Enterprises @smartDataIncLtd]

Everyone wants “agentic AI” until procurement asks where the audit trail lives.

Funny how fast the conversation shifts from autonomy to traceability once legal & compliance enter the room.

Winners won’t be the smartest models. They’ll be the vendors who can explain decisions.

[Sanjana Jaiswal @Taevrs07]

@smartDataIncLtd

[smartData Enterprises @smartDataIncLtd]

Automation used to be about saving time.

Now it’s about making better decisions, faster.

The shift?
From rule-based workflows → to intelligent, adaptive systems.

That’s where agentic AI starts to matter.

[AjayTewari @tavarejay]

If your business depends heavily on a few customers, you learn quickly:

You don’t win by selling better.
You win by delivering better, consistently.

Trust is built in the work, not the pitch.

[Sanjana Jaiswal @Taevrs07]

AI isn’t just answering anymore… it’s starting to act 👀

We’re moving from “ask AI” → to “AI handles it.”

AI agents can plan, decide, and execute tasks — from coding to workflows.

The real question: what are you delegating first?
@smartDataIncLtd
#AI #AIAgents #Tech

[AjayTewari @tavarejay]

To make the right decisions, you need to understand something at a detailed level @smartDataIncLtd

[smartData Enterprises @smartDataIncLtd]

Healthcare doesn’t have a technology problem.
It has a systems problem.

Disconnected EMRs.
Siloed data.
Workflows built for compliance, not care.

AI is powerful — but only if the foundation works.

Here’s how we’re thinking about it → https://t.co/qLCiU8vebP

[Sanjana Jaiswal @Taevrs07]

Not everything needs AI.

Sometimes simple logic > complex models.

The real skill? Knowing the difference.
@smartDataIncLtd
#AI #SoftwareEngineering #Tech

[AjayTewari @tavarejay]

Not every company needs to grow at breakneck speed.

There’s value in building something that is:

•⁠ ⁠consistent
•⁠ ⁠profitable
•⁠ ⁠quietly compounding

Growth is exciting.
Stability is underrated.

[Sanjana Jaiswal @Taevrs07]

Serializers in Django REST Framework are more than just data converters.
They validate input, enforce structure, and act as a gatekeeper between your API and database.
Bad data doesn’t go in. Clean data comes out.
That’s powerful.

@smartDataIncLtd
#Django #DRF #BackendDev

[AjayTewari @tavarejay]

There’s a lot of conversation around AI, platforms, transformation.

Very little around execution.

Most businesses don’t fail because they chose the wrong idea.

They fail because they couldn’t translate it into something that actually works.

That gap is where the real work is.