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Writing

Technical deep-dives on GenAI, multi-agent systems, and production infrastructure. Original essays, platform articles, and talks.

13 articles3 platforms464 claps on the top post

Essays

Original long-form pieces. Definitions written to be cited, not skimmed.

Capability Lease · 1/3

2026-05-2311 min read

The Capability Lease

Long-lived credentials are the SQL injection of the agent era.

Part 1 of 3 in the Capability Lease series.

Read the essay

Latest

Pulled from Medium and Substack in the last 30 days. Auto-synced on each build.

All on Medium

Substack

The budget gate is the seatbelt: what running 15 agents taught me about cost before dashboards

Cap spend before the call, not after. Everything else is a postmortem.

Jul 24, 2026

Medium

We Gave Our Agents Fewer Tools. They Got Better.

The 2026 reflex is to connect every MCP server you can find. Here’s what happened when we did the opposite.We deleted 31 of our agent’s 40 tools last quarter. Task success went up 14 points. I did not expect that, and it

Jul 14, 2026

Medium

I jailbroke a robot’s brain with one sentence. Then I open-sourced the tool.

Last week I gave a robot policy one extra sentence. It dropped its real task and did what I told it instead. Same setup without the sentence, it behaved. With the sentence, it flipped 10 out of 10 times.That is the whole

Jun 27, 2026

Substack

I jailbroke a robot's brain with one sentence. Then I open-sourced the tool.

Robots are starting to run on vision-language-action models. That layer is barely security-tested. Here is what I found, the tool I built, and the top 10 risks I think we should all be looking at.

Jun 27, 2026

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AI Development & Productivity

My viral article on building the ultimate Claude Code setup. 464 claps, real insights from daily usage.

Read: Ultimate Claude Code Setup

Technical Deep-Dive

LLM Optimization

Technical exploration of model compression, quantization, and performance optimization techniques.

Read: AWQ Quantization

Career Guide

AI Career Strategy

A roadmap for building a career in AI, especially for young professionals in India.

Read: AI Career Roadmap

All articles

In-depth explorations of GenAI systems, infrastructure design, and engineering best practices.

Medium

Featured

464

I Spent Months Building the Ultimate Claude Code Setup. Here's What Actually Works.

6 MCP servers, 130+ agents, 64 skills, and the truth about what's worth your time. No marketing fluff, just an honest assessment from real daily usage.

(dtwdistance) Dynamic Time Warping Distance

Deep dive into Dynamic Time Warping distance concepts and practical use cases. Covers algorithm fundamentals, implementation patterns, and real-world applications in time series analysis.

AWQ: Revolutionary Approach to Quantization for LLM Compression

Exploring Activation-aware Weight Quantization for efficient large language model compression and acceleration. A deep dive into cutting-edge optimization techniques.

Unleash the Power of Video-LLaMA: Revolutionizing Language Models

Video-LLaMA brings video and audio understanding to large language models. Exploring how this breakthrough enables multimodal AI capabilities.

Perfscope: Measure-First Python Performance in the Age of Vibe Coding

A lightweight, decorator-based profiler/APM that shows you exactly where time and memory go, on your laptop or in production.

Highlights of AI Index Report 2023

Stanford University Human-centered AI (HAI) published the AI Index Report 2023. A comprehensive breakdown of key findings and industry trends.

Exploring TermGPT: Terminal-based Interactions with GPT

A powerful tool for bringing GPT capabilities directly to your terminal. Command-line AI interactions made simple and efficient.

The Python Interview Almanac

Comprehensive guide covering essential Python concepts, patterns, and best practices for technical interviews.

Introducing Shell-AI: Elevate Your Command Line with Natural Language

Natural language interface for your command line. Execute complex commands using plain English instructions.

Jailbreaking GPT-4's Code Interpreter: Unleashing Untamed AI

Exploring the boundaries and capabilities of GPT-4's Code Interpreter. A deep dive into its potential and limitations.

AutoDev vs Devin: The Pioneers of AI-Driven Software Engineering

In-depth comparison of AutoDev and Devin, marking a new era where AI agents autonomously write, test, and deploy code.

AI Is an Elephant: A Simple Map of How We Got Here, and What Comes Next

If you're a 20-25-year-old in India trying to build a career or business in AI, the hardest part isn't learning one more framework. A roadmap for understanding the AI landscape.

World Mental Health Day 2025: Small, Trustworthy Steps for Everyday Calm. Introducing MannSetu

Today, Oct 10, the world spotlights mental health. Here's a simple way India can make it doable, one minute at a time. Introducing MannSetu AI wellness platform.

Footnote: llms.txt adoption sits at 10.13% with no measured ranking lift (SE Ranking, April 2026). I still ship one because well-formed agent-readable surfaces compound. See /AGENTS.md.

Writing topics

Areas I write about regularly, organized by category.

AI & Machine Learning

5 articles

AI Agents

AutoDev vs Devin

Stanford AI Index

DTW Algorithms

Career in AI

Python & Performance

2 articles

Perfscope APM

Profiling

Memory optimization

Decorator patterns

India & Social Impact

3 articles

India Stack

Protocol thinking

Climate AI

Philanthropy

Mental Health & Wellness

2 articles

MannSetu

AI wellness

Mental health awareness

Accessible care

Events and community

Conferences and summits I've attended. Currently building toward speaking at events in 2026.

Participant

2024

The Makers Summit by Inc42

India's largest product conference. Explored product management, growth strategies, and user-centric design with founders, PMs, and builders from across India.

Product

Growth

Startups

Participant

November 2020

RAISE2020, IIT Madras

Robotics and AI summit focused on cutting-edge research in autonomous systems, computer vision, and reinforcement learning.

Robotics

Research

Participant

October 2020

IIT Madras AI Summit

Discussions on production ML systems, model deployment strategies, and AI ethics. Networked with ML engineers from leading tech companies.

Machine Learning

Production AI

Ethics

The Production Agent

Weekly lessons from running 15+ AI agents in production

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