Bits & Bytes

Does "Thinking" Always Help an LLM?

High reasoning wins more often, especially on structured, instruction-heavy tasks, but it can stumble on exact code/SQL/schema work.

Dec 1 • 

Aravind

October 2025

H1B Rumble

Some thoughts on how working in the USA going to change

Oct 5 • 

Aravind

August 2025

Learnings from implementing Multi-Agent Systems & Sequential Workflows

Part of my learning experience to understand agentic systems and how Deep-Research works

Aug 29 • 

Aravind

Questions I Asked Before Joining an Early-Stage Startup

5 Things to understand before joining an early stage role

Aug 12 • 

Aravind

1

Learnings as a Consultant

I worked as a Data Science Consultant at Big4 firm in 2022, working on Pricing models. Sharing my main learnings from that period

Aug 12 • 

Aravind

1

My Journey in the Data Science World: Learnings from my 1st year as a data scientist at GDNA

Note: Article from 2020, which I never posted earlier, just sharing my thoughts now

Aug 12 • 

Aravind

1

March 2024

Speech Unleashed: Talk to AI in any language

How to build a voice-based custom LLM pipeline that works for any language and gives more accurate responses with fewer hallucinations

Mar 26, 2024 • 

Aravind

1