# Mitansh Panchal

> Backend Engineer focused on high-reliability infrastructure and agentic AI. Explore my projects, system blueprints, and tech insights.

Backend and systems engineer focused on high-reliability infrastructure, distributed systems, and agentic AI. Writes about software engineering and systems design.

## Pages

- [Home](https://gymshady.com/): Portfolio overview, technical pillars, and latest writing.
- [Articles](https://gymshady.com/articles): Long-form technical writing.
- [Projects](https://gymshady.com/projects): Case studies with architecture decisions and lessons learned.
- [Architecture Blueprints](https://gymshady.com/architecture): Interactive system design diagrams.
- [Resume](https://gymshady.com/resume): Experience, skills, and education.
- [Uses](https://gymshady.com/uses): Hardware and software setup.
- [Now](https://gymshady.com/now): Current focus and what I'm learning.
- [Contact](https://gymshady.com/contact): Collaboration and inquiry form.

## Articles

- [Chimp Solving Problems Makes Them Human](https://gymshady.com/articles/chimp-solving-problems-makes-them-human): However, problems are only a stepping stone to invitations, not always. (1 min read)
- [Task Severity Evaluation](https://gymshady.com/articles/task-severity-evaluation): In any operational pipeline, treating every task with the same level of scrutiny is a resource draining mistake. Task severity evaluation is the discipline of systematically assessing each task's... (2 min read)
- [Meta Tool Synthesis: Teaching Agents to Build Their Own Tools](https://gymshady.com/articles/meta-tool-synthesis-teaching-agents-to-build-their-own-tools): The Model Context Protocol solved a real problem: it gave agentic LLMs a standardized way to discover and call external capabilities — databases, APIs, file systems — without every developer... (5 min read)
- [How to Context Engineer Your AI Code Agent](https://gymshady.com/articles/how-to-context-engineer-your-ai-code-agent): AI code agents are only as good as the context you feed them. If you treat an agent like a psychic, you’ll spend more time debugging its output than it would have taken to write the code yourself. (2 min read)
- [The Minimalist Guide to Business Automation with Node.js Cron](https://gymshady.com/articles/the-minimalist-guide-to-business-automation-with-node-js-cron): In a modern business environment, manual follow ups are a silent productivity killer. While humans need sleep, servers do not. (2 min read)
- [Autonomous SDLC](https://gymshady.com/articles/autonomous-sdlc): The integration of Large Language Models (LLMs) into the Software Development Lifecycle (SDLC) has evolved from simple code completion to the brink of Autonomous Software Engineering . By moving... (3 min read)
- [The One-Day MVP](https://gymshady.com/articles/the-one-day-mvp): Building a product is a lot like navigation. If your starting coordinates are off by just a few degrees, you won’t notice at first. But a hundred miles later, you’re in a different ocean entirely. (2 min read)
- [Product Perfection](https://gymshady.com/articles/product-perfection): Before a single line of code is written, the most critical step is understanding the "Why." Implementing a feature without grasping its core intent is like navigating without a compass. We must ask:... (2 min read)
- [Efficient Prompting in Software Engineering](https://gymshady.com/articles/efficient-prompting-in-software-engineering): In the traditional software development lifecycle, the transition from conceptualization to execution has always relied on rigorous deep analysis and pseudocoding. These practices serve as the logical... (2 min read)
- [Articleship](https://gymshady.com/articles/articleship): In modern software development, the rate of architectural evolution often outpaces formal educational curricula. Technical articles serve as a bridge, transforming localized institutional knowledge... (1 min read)

## Profiles

- https://www.linkedin.com/in/mitanshpanchal/
- https://github.com/looph0le
- https://dev.to/looph0le
- https://x.com/gymshaddy