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GitHub Action: Auto-Post Architecture Diagrams on IaC PRs

Every time your team opens a pull request that changes Terraform, Kubernetes, Bicep, or any other IaC file, reviewers face the same problem: they have to mentally simulate what the code change does to

dev.to May 12, 2026 Read more →

Visualize Checkov Results on Your Architecture Diagram

Checkov finds hundreds of misconfigurations in your Terraform, Kubernetes, and CloudFormation code — but its output is a wall of terminal text. Resource names like aws_s3_bucket.data_lake and check ID

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Three small models for healthcare intake — and what shipping all three taught me

Two months ago I started a portfolio project: build three small specialized language models for healthcare practice intake, benchmark each one honestly against frontier APIs, and write about what I le

dev.to May 12, 2026 Read more →

RCS Business Messaging: 5 Templates You Can Use Today (JSON + Validation Checklist)

RCS Business Messaging: 5 Templates You Can Use Today Building for RCS? The GSMA Universal Profile is 200+ pages. Most developers just need working templates and a validation checklist. Af

dev.to May 12, 2026 Read more →

Cómo conecté Telegram con una base de datos usando n8n, Express y un agente de IA

Quería resolver un problema concreto: consultar y actualizar expedientes desde el móvil sin abrir un CRM o una interfaz pesada. Muchas tareas administrativas son simples, pero obligan a entrar en una

dev.to May 11, 2026 Read more →

Technical debt handling

Over the years, my opinion on technical debt has changed a lot. Earlier, I used to think technical debt meant bad engineering decisions. Now I think differently. In product companies, especially fas

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1.10.1 through 1.10.6: the shipped things

The v1.10.0 post covered the regulated-deployment work. The five point releases since are not headline-shaped. They are the things people kept asking for in issues and the things that were quietly bro

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Python in Data Analytics

In today's fast digital world, data is shared, generated and updated at a very high rate due to the improved technology across the world. Organizations, businesses, persons all now becoming dependen

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Building a Dockerized Cryptocurrency ETL Pipeline with Apache Airflow

Modern data engineering is built around automation, orchestration, and scalable infrastructure. In this project, I built a Dockerized ETL pipeline that collects crypto data from the CoinPaprika API, p

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I Charged $80/Month for AI Agent Work. A $5,000/Month Guide Said I Should Be Charging $5,000.

I Charged $80/Month for AI Agent Work. A $5,000/Month Guide Said I Should Be Charging $5,000. A field guide to AI agent pricing — and why everyone is leaving money on the table. Last mo

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The Gap Nobody Talks About :Students, Companies & The Technology Pressure

TBH Being a CS student in India right now feels like running a race where the finish line keeps moving. Companies want updated skills. College teaches outdated ones. YouTube tutorials are

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The Game Feature I Keep Redesigning (And Why I Keep Getting It Wrong)

I have a love-hate relationship with inventory systems. Not with games' inventory systems — with my own. Every time I start a new project, I swear I'll build something elegant. Clean. Intuitive. And

dev.to May 11, 2026 Read more →

Building EDIFlow - Presentation Layer: CLI, DI Container & Wiring (Part 5)

Series: Building EDIFlow - A Clean Architecture Journey in TypeScript (Part 5/6) Reading Time: ~8 minutes Recap — Where We Left Off In Part 4, we implemented the Infrastructure Layer — ED

dev.to May 11, 2026 Read more →

CLAUDE.md for PHP: 13 Rules That Make AI Write Modern, Secure, Idiomatic PHP

If you're using Claude or another AI assistant for PHP development without a CLAUDE.md, you've seen this pattern: the AI generates working code, but it's PHP 5-era style — no type hints, mysql_* funct

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Beyond the Limit: Mastering GitHub Codespaces for Uninterrupted Productivity

The Frustration: When Cloud IDE Limits Hit Hard Imagine you're deep in the zone, coding away on a critical project, when suddenly a jarring message pops up: "You've reached your Codespace h

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Boosting GitHub Productivity: Solving Docker Pull Permissions in CI/CD

In the fast-paced world of software development, a smooth and reliable CI/CD pipeline is the backbone of exceptional engineering performance. Yet, even the most meticulously crafted workflows can stum

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Why I’m Still Learning to Code Even With AI

A while ago, I caught myself wondering: "Am I too late?" Not because I started coding late. But because every week there seems to be a new AI demo building apps, writing features, fixing bugs, and

dev.to May 11, 2026 Read more →

The iam: PassRole Nightmare - 3 Weeks of My Life I Will Never Get Back

Let me tell you the story of three weeks of my life I will never get back. We were building an AI agent on AMAZON Bedrock — an autonomous system that manages infrastructure lifecycle operations. The

dev.to May 11, 2026 Read more →

Building a Universal Binary with Tauri v2 — It's Easier Than You Think

All tests run on an 8-year-old MacBook Air. All results from shipping 7 Mac apps as a solo developer. No sponsored opinion. Intel Mac users still exist. Apple Silicon is the future. A universal binar

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Introducing a OWASP Game for threat modeling Agentic AI, Cloud, Devops, Frontend, LLM, Automation, and Web

Shift-left doesn't start with scanning the code for security vulnerabilities; it begins with designing for security. Too often, the shift-left mantra consists of implementing (AI-powered) code scanni

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