I don't just ship projects.
I document decisions, trade-offs, and outcomes.

A portfolio built around case studies.

Soham Pirale · Product Developer & AI Systems Engineer

Explore Case Studies How I Make Decisions
Case · Co-Founder & Lead Product Developer RopMitra — Nursery Operations & Automation Platform Co-founded and built RopMitra (ropmitra.com) for nursery operations, taking the product to market and raising ₹2 Lakh in funding while optimizing the system for <80MB RAM VMs. Case · Creator & Lead Architect n8n Clone — Visual Workflow Automation & AI Agent Engine Architected a full-stack drag-and-drop workflow automation engine with Node.js, TypeScript, custom nodes, and AI Agent nodes supporting OpenAI, Anthropic, and local LLMs.

I'm Soham Pirale, product developer & ai systems engineer focused on building systems that move real business metrics.

Every major decision is documented—because great engineers don't just build things, they explain why.

Read my journey

Recent Decisions

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Jul 2026

Choosing Embedded SQLite (better-sqlite3) Over Redis for Low-RAM Queueing

While developing RopMitra's WhatsApp campaign engine, we needed a robust background job queue. However, the deployment target was an Oracle Always Free VM constrained to <80MB of allocated RAM.

Jun 2026

Avoiding Over-Engineering in Autonomous AI Systems: Shadow Mode & Core Loop Validation

While developing autonomous research agents (Exa AI + LinkedIn research), we built elaborate multi-stage agent pipelines (memory, historical snapshot diffing, automated Buffer posting) before fully validating the basic retrieval loop.

What People Say

"Soham is a very good teacher and engineering lead. His ability to explain complex technical concepts, break down backend logic, and guide team members is exceptional."

Rohan Waghmare, eYantra Robotics Club Mentor at ADCET AshtaMentored Soham during eYantra Club Workshops & ADCET Hackathon S3

Problems I Enjoy Solving

How to scale systems without scaling complexity · When to choose consistency over availability · Making legacy codebases maintainable · Designing APIs that last · Building teams that ship · Turning technical debt into technical investment · Documenting decisions so future-you understands past-you

Let's Work Together

Looking for technical leadership, architectural guidance, or someone who documents their thinking? Let's talk.

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