Blog - Page 3 | CODERCOPS

AI Integration/EngineeringFeb 21, 202620 min read

Building AI Agents That Actually Work — Patterns, Pitfalls, and Production Lessons

Most AI agents fail in production. Here are the architecture patterns, error handling strategies, and guardrails we use to build agents that actually ship.

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AI Integration/GuideFeb 21, 202621 min read

Fine-Tuning vs Prompting vs RAG — A Decision Framework That Actually Works

Stop guessing which AI approach to use. This decision framework with real cost, latency, and accuracy comparisons helps you pick the right one every time.

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AI Integration/EngineeringFeb 21, 202623 min read

We Replaced Our Entire QA Pipeline with AI. Here Is What Happened.

We automated visual regression testing, test generation, and bug triage with AI. Here are the real results after 6 months — including what still needs humans.

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Web Development/EngineeringFeb 21, 202626 min read

Building a Content Pipeline with Supabase, Git, and Edge Functions — Our Exact Setup

How we built a Git-to-Supabase content pipeline with SHA-256 delta sync, Edge Functions, and GitHub Actions. Full architecture and code walkthrough.

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Web Development/EngineeringFeb 21, 202621 min read

Git Workflows for Small Teams — Keep It Simple, Ship Faster

Trunk-based, Git Flow, GitHub Flow — we have tried them all. Here is the simple Git workflow that works for teams under 10 and the mistakes to avoid.

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Technology/EngineeringFeb 21, 202619 min read

WebAssembly Is Quietly Taking Over — 5 Production Use Cases Beyond the Browser

WebAssembly is not just for browser apps anymore. From edge computing to plugin systems, here are 5 production use cases reshaping how we build software.

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AI Integration/Developer ToolsFeb 21, 202618 min read

Claude Code Changed How We Ship Software — Our First 90 Days

After 90 days of using Claude Code across our entire engineering team, here is what actually changed — the good, the bad, and the productivity numbers.

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Web Development/GuideFeb 21, 202620 min read

Next.js 15 vs Astro 5 vs Remix — Choosing the Right Framework in 2026

We have built production apps with all three. Here is an honest comparison of Next.js 15, Astro 5, and Remix covering performance, DX, and when to use each.

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AI Integration/TutorialFeb 21, 202623 min read

Deploy a Production AI Chatbot in 30 Minutes with Claude API and Vercel

A step-by-step guide to deploying a production-ready AI chatbot with streaming responses, conversation memory, and rate limiting using Claude API and Vercel.

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Web Development/EngineeringFeb 21, 202620 min read

Server Components Are Everywhere Now — React, Vue, Astro, and What It Means for Data Fetching

Server components have gone from React experiment to cross-framework standard. Here is how they work in React, Vue, Astro, and Svelte — and what changes for your apps.

ReactVue.jsAstroServer Components

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Cybersecurity/GuideFeb 21, 202620 min read

A Developer's Guide to SOC 2 Compliance — What Actually Matters and What Does Not

SOC 2 is not as scary as it sounds. Here is what engineering teams actually need to implement, the tools that automate 80% of it, and what to skip.

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Career/StrategyFeb 21, 202624 min read

From Freelancer to Agency Owner — The Uncomfortable Truths After Year One

The real story of going from solo freelancer to running a tech agency. Revenue, hiring mistakes, client nightmares, and the systems that finally made it work.

AgencyFreelancingBusinessFounder

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All Articles

Building AI Agents That Actually Work — Patterns, Pitfalls, and Production Lessons

Fine-Tuning vs Prompting vs RAG — A Decision Framework That Actually Works

We Replaced Our Entire QA Pipeline with AI. Here Is What Happened.

Building a Content Pipeline with Supabase, Git, and Edge Functions — Our Exact Setup

Git Workflows for Small Teams — Keep It Simple, Ship Faster

WebAssembly Is Quietly Taking Over — 5 Production Use Cases Beyond the Browser

Claude Code Changed How We Ship Software — Our First 90 Days

Next.js 15 vs Astro 5 vs Remix — Choosing the Right Framework in 2026

Deploy a Production AI Chatbot in 30 Minutes with Claude API and Vercel

Server Components Are Everywhere Now — React, Vue, Astro, and What It Means for Data Fetching

A Developer's Guide to SOC 2 Compliance — What Actually Matters and What Does Not

From Freelancer to Agency Owner — The Uncomfortable Truths After Year One