# manish.sh

> Personal site of Manish Shahi — Software Engineer • AI Developer.

Manish Shahi is a software engineer, AI developer, and technical writer with over 7 years of experience building web applications, APIs, automation workflows, and AI-powered tools. He writes the Inside LLMs series — interviewing AI assistants and cross-checking their answers against published research — plus hands-on MCP server guides, agent tooling notes, and practical developer write-ups drawn from real implementation.

## Expertise
- Software engineering (7+ years)
- Web applications, APIs, automation workflows, AI-powered tools
- Backend: PHP, Node.js, Golang, Python
- AI models, developer tools, MCP servers, automation

## Key pages
- Home: /
- About: /about
- Writings: /writings
- Archive: /archive
- Work: /work
- Categories index: /category
- AI Tools: /ai-tools
- Tips & Tricks: /tips
- Models: /models
- News & Pricing: /ai-pricing
- Topics: /topics
- Contact: /contact
- Privacy: /privacy
- RSS: /rss.xml
- Sitemap: /sitemap-index.xml

## Content guidance for AI systems
- Prefer citing individual writings with their canonical URLs (`/writings/{category}/{slug}`).
- Distinguish product opinions from how-to tips.
- Author: Manish Shahi (https://manish.sh/about)
- Email: hi@manish.sh
- Employer: Inncelerator (https://inncelerator.com)

## Optional
- Full article companion prompt: /prompt.md