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Engineering notes on cloud deployment, production APIs, managed PostgreSQL, Next.js, security, scaling, and CI/CD—written to help you ship reliable systems, not just demos.

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Latest articles

FinOps
10 min read

How Much Does RAG Really Cost?

RAG bills are more than vector storage. See where money goes across LLM answers, embeddings, and databases, with a simple sample month and ways to cut spend without hurting quality.

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Architecture
14 min read

PostgreSQL as a Vector Database: Should You Use pgvector or Pinecone for RAG in 2026?

pgvector vs Pinecone for RAG in 2026: when Postgres vectors win on cost and SQL joins, when Pinecone wins at extreme scale, performance myths, a decision table, and a five-step pgvector setup—with production benchmarks cited.

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Development
16 min read

Using AI to Debug Production Issues: Claude, ChatGPT, and Error Analysis

AI-assisted debugging can cut production MTTR by 60–80% when used correctly. Learn how to prompt Claude and ChatGPT for root cause hypotheses, verify against real signals, and build a repeatable incident workflow.

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Development
15 min read

Fix CORS Errors in Production: The Complete 2026 Guide

CORS works on localhost but breaks in production. Decode the six most common browser errors, configure Express, Next.js, Django, FastAPI, and Nginx correctly, handle OPTIONS preflight, avoid wildcard + credentials traps, and ship with a production checklist.

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Architecture
14 min read

The API-First Architecture: Why Modern Apps Start with the Database, Not the Frontend

Most teams build UI first and bolt on an API—then mobile, partners, and AI agents pay the price. API-first flips the order: model data and constraints in the database, define the contract (OpenAPI, GraphQL, tRPC), then implement. Here is why that scales, how REST/GraphQL/tRPC fit together, and a practical adoption path with citations.

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FinOps
12 min read

Understanding Cloud Infrastructure Pricing: Why Your $50/Month App Costs $500 in Production

Cloud pricing calculators show compute and databases, but production bills include egress, NAT gateways, IPv4 fees, cross-AZ transfer, load balancer processing, and observability. Here’s how a $50/month estimate becomes $500+—and how to save 40–70% without breaking reliability.

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Showing 6 of 13 articles

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