Product Engineering
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Offshore Development Teams: Models, Costs, and How to Choose in 2026
Offshore is a spectrum of models, not one thing. Dedicated teams vs staff augmentation vs outsourcing, what each really costs, and how to not get burned.
Gaurang Ghinaiya
August 4, 2026
Legacy System Modernization: The Strangler Pattern in Practice
Big-bang rewrites fail on contact with reality. Strangler pattern mechanics, finding seams in a monolith, and migrating data without a weekend outage.
Gaurang Ghinaiya
August 3, 2026
SaaS MVP Development: The Scope, Stack, and Timeline That Actually Ship
Most MVP failures are scope failures. How to cut to one core workflow, pick a stack you will not regret, and ship in 12 weeks instead of 12 months.
Gaurang Ghinaiya
August 1, 2026
How to Manage a Remote Development Team Without Micromanaging
Most founders who struggle with remote development teams do not have a trust problem. They have a visibility problem. When you cannot see someone work, you need structures that make output visible without turning every Slack message into a status check. Here is what those structures look like.
Gaurang Ghinaiya
June 17, 2026
RAG Pipeline Design for Non-Hallucinating AI: What We Learned Shipping to Production
Most RAG implementations that work in demos fail in production. Here's the architecture, including the chunking strategy, embedding model choice, hybrid retrieval, and confidence thresholding, behind a pipeline that achieves over 80% retrieval accuracy at scale.
Gaurang Ghinaiya
June 6, 2026
The 7 Things Your Software Contract Must Answer Before You Sign Anything
Most software contracts protect the agency, not the client. The payment terms are airtight, the liability caps are low, and the scope is vague enough to justify billing you for anything. Here are the 7 questions your contract must answer before you hand over a deposit.
Gaurang Ghinaiya
May 24, 2026
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How We Built Bidirectional HCHB Integration: Technical Lessons from a Production Platform
HCHB is the largest home health EMR in the US. Integrating with it bidirectionally, with ADT feeds in and MDM documents out, is harder than the documentation suggests. Here's what we learned from shipping it in production.
Gaurang Ghinaiya
May 1, 2026
The HIPAA Audit Log Schema We Use in Every Healthcare Project
Audit logging is the single most under-engineered part of HIPAA-compliant systems. Here is the exact schema we use in production — and the access patterns it needs to support
Gaurang Ghinaiya
April 22, 2026
Multi-Tenant SaaS Architecture: The Design Decisions That Come Back to Haunt You
Multi-tenancy sounds simple until you are three years in and trying to isolate a security incident, debug a performance problem affecting one tenant, or give an enterprise client the dedicated infrastructure they require. Here is how to design it right from the start.
Gaurang Ghinaiya
April 8, 2026
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