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Articles by Pranav Raj
MCP retrieval cost 4x more tokens than grep, until repo size flipped it
TL;DR: Swapping grep for MCP retrieval tools cost my coding agent 4.1x more tokens on a 33-file repo, and saved 86% on a 249-file one. Same model, same tasks, opposite sign. I spent a weekend replicating the agent experiment from a paper called CodeNib, on a Windows laptop with no GPU, against two repositories I wrote myself. Eight behavioral questions, four arms, 32 agent runs, every token read straight off the provider's response. Two rules before I wrote any code. Measure, never estimate.
I'm Starting a YouTube Series Where I Code With Zero AI. Here's Why That Feels Radical in 2026.
A few months ago I caught myself staring at a merge conflict for a solid two minutes, completely stuck, before I remembered that resolving merge conflicts is not actually hard. I had just forgotten how to do it without a suggestion popping up first. That moment stuck with me. I've been a full-stack developer for years, running my own company, shipping products, writing code every single day.
Dongyue’s Nandiki Gangadhar Reddy Honoured with India 5000 Best CEO Award.
Dongyue’s Nandiki Gangadhar Reddy Honoured with India 5000 Best CEO Award. In a quiet but meaningful recognition for the Indian manufacturing sector, Nandiki Gangadhar Reddy the CEO of Dongyue Engineering & Fabricators has been named a recipient of the India 5000 Best CEO Award. The award, facilitated by Benchmark Trust, is given to business leaders who demonstrate purposeful leadership and a commitment to innovation.
ROCK PAINTING: It’s significance and history.
Pranav raj · Follow 2 min read · -- Google Rock paintings in india have a good history although it is a source of history especially of prehistoric India when people don’t know the art of writing. Rock art consist of paintings, drawings, prints, cravings and figures in rock shelter and caves. There were three forms of Rock painting: Petroglyphs — paintings are carved into the rock surface. Pictographs — these are painted on to the rocks. Earth figures — these are formed on the ground.
Answer to some uncertain questions.
Pranav raj · Follow 2 min read · -- Meta AI 1st question…. Questioner— What is knowledge? And how many types are there? My answer— Knowledge is not for earning money or fame but is the path to know Brahma, to know oneself, and to reach the ultimate truth. Only the Guru and the disciple walk on this path. There are two types of knowledge:--- 1. Spiritual knowledge— Takes us to Brahma/ultimate truth. With this knowledge the soul understands itself. This is also the path to salvation.
Why was Manusmriti burnt?
Pranav raj · Follow 2 min read · -- Google Manusmriti is a very important Hindu text. It is the code of conduct of Hindus .It is one of the Vedic literature. It was written by Maharishi Manu. Manusmriti has 12 chapters and 2695 verses. Manusmriti is related to the entire field of human life. Manusmriti discusses social, political, economic, cultural etc. topics related to human life. Why was it burnt? (This is my opinion) There is no doubt that Manusmriti is a very important text.
How to understand Religion ?
Pranav raj · Follow 2 min read · -- Google Understanding religion can prove to be quite complex and difficult and it is so. To understand religion, we have to understand the religious scriptures. No person can understand that religion without reading the religious scriptures. You do not just believe in the gods and goddesses and become a follower of that religion. Rather, you will have to read and understand the religious scriptures given in that religion.
हम जैसा सोचते हैं, वैसे ही बन जाते हैं: आलोचना एवं तुष्टिकरण ।
Pranav raj · Follow 3 min read · -- गूगल ऊपर लिखा हुआ वाक्य ‘हम जैसा सोचते हैं, वैसे ही बन जाते हैं’ बिल्कुल सटीक है । और इसे विज्ञान एवं मनोविज्ञान ने भी साबित कर दिया है । यह दिमाग की एक विशेष बात है । जो कि हमें अचेतन मन और चेतन मन के बीच का अंतर समझने में मदद करती है जैसा कि हम जानते हैं मां तीन प्रकार के होते हैं । चेतन(कॉन्शियस), प्रिकॉन्शियस और और सबसे ज्यादा जटिल और कठिन समझने के लिए अचेतन मन(सबकॉन्शियस माइंड) । हम जो भी अपने बारे में सोचते हैं वैसा ही बनने में यह अचेतन मन ही उपयोगी...
Suicide is not psychological but Sociological.
Pranav raj · Follow 2 min read · -- Google Emile Durkhime a french sociologist in his book Le’ suicide talk about the different perspectives about suicide in that very book he Also talk about the sociological perspective of Suicide. In this Article I am proving this above statement…. Note: I am not taking any source just the statement. This is my thought about the statement. My original… SUICIDE IS A SOCIOLOGICAL PHENOMENON, how?
Thought about Religion.
Pranav raj · Follow 2 min read · -- Google There are two types of people one who believe Religion is all about superstition. And one who believe Religion is everything. I am both maybe…. Religion is very dynamic subject to understand it can variate from one to another person. “Religion is a trap” This is a statement by me. Many of you will definitely against me after reading this. But listen carefully and think about it.
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Dynamics of Economic Growth in India : An Application of Stojanovic’s Matrix of Growth
Using a model based on the Stojanovic’s matrix of growth to understand India’s economic progress shows that the service sector has been the dominant mover of the economy after the start of the reforms in 1990–91. The growth pattern, according to the matrix of growth, can be interpreted as maximising long-run efficiency, and hence, it might be an appropriate investment policy to approximate the output proportions generated using the matrix of growth.
Can The Trade Union Stand Up To Corporate Evil?
YOUTH KI AWAAZ POLL Created by Pranav Raj Will the Indian labour & communist movement be able to use this opportunity to rejuvenate themselves? Last year I watched a lot of political interviews. This was possible because of the scheduled assembly elections in my state & the luxury of time that I have because of prolonged lockdown.
A Step in the Right Direction: OnePlus Nord 5- month review
It was hard to do justice to the beautiful blue colour in a photograph (P.C: Pranav Rajasekar) Can you believe that it’s already 2021? Neither can I. One of the few good things we saw last year, were the release of many new devices, particularly in the smartphone market. More specifically, lots of manufacturers put out budget options for those unwilling to shell out £1000 for their beefy, flagship models.
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