# Full-Stack

Full-stack development is the process of developing both the frontend and backend of software applications.

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## What Practical Skills Do AI Engineers Need?

DevFeed: [What Practical Skills Do AI Engineers Need?](<https://devfeed.tech/articles/i-designed-an-ai-engineer-interview-most-developers-failed-32367.md>)

Original publisher: [Read original article](<https://brianjenney.substack.com/p/i-designed-an-ai-engineer-interview>)

Author: Brian Jenney

Published: 2026-03-14T15:44:42Z

Content type: opinion

Language: en

Sources: [Brian Jenney](<https://devfeed.tech/sources/brian-jenney.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Building AI Systems](<https://devfeed.tech/topics/building-ai-systems.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Full-Stack](<https://devfeed.tech/topics/full-stack.md>), [Web app](<https://devfeed.tech/topics/webapp.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-engineer](<https://devfeed.tech/tags/ai-engineer.md>), [building-ai-systems](<https://devfeed.tech/tags/building-ai-systems.md>), [full-stack](<https://devfeed.tech/tags/full-stack.md>), [rag](<https://devfeed.tech/tags/rag.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

The author reflects on designing interviews for an AI engineering replacement role and argues that the job is mainly about integrating AI into practical software. The article emphasizes full-stack development, agents, workflows, RAG pipelines, vector databases, and evaluation systems rather than model training or research.

### Source excerpt

Last year I quit an AI startup.

## Five AI Engineering Skills for Full-Stack Developers

DevFeed: [Five AI Engineering Skills for Full-Stack Developers](<https://devfeed.tech/articles/the-new-ai-engineering-stack-32384.md>)

Original publisher: [Read original article](<https://brianjenney.substack.com/p/the-new-ai-engineering-stack>)

Author: Brian Jenney

Published: 2026-02-19T17:03:06Z

Content type: article

Language: en

Sources: [Brian Jenney](<https://devfeed.tech/sources/brian-jenney.md>)

Topics: [AI Engineering](<https://devfeed.tech/topics/ai-engineering.md>), [Full-Stack](<https://devfeed.tech/topics/full-stack.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Back end](<https://devfeed.tech/topics/backend.md>)

Tags: [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [backend](<https://devfeed.tech/tags/backend.md>), [cost](<https://devfeed.tech/tags/cost.md>), [developers](<https://devfeed.tech/tags/developers.md>), [full-stack](<https://devfeed.tech/tags/full-stack.md>), [latency](<https://devfeed.tech/tags/latency.md>), [llm](<https://devfeed.tech/tags/llm.md>), [rag](<https://devfeed.tech/tags/rag.md>)

### AI overview

This article argues that AI application development is primarily product engineering around models rather than model research or training. It introduces skills including choosing models intentionally, managing token costs and latency, and using retrieval to ground LLM applications in company data.

### Source excerpt

5 Skills That Give Developers an Unfair Advantage

## Building a Full-Stack Sales Forecasting Web App from a Legacy Excel Tool

DevFeed: [Building a Full-Stack Sales Forecasting Web App from a Legacy Excel Tool](<https://devfeed.tech/articles/reinventing-a-full-stack-web-app-here-s-how-40849.md>)

Original publisher: [Read original article](<https://mutto.fyi/posts/2024/11/my-journey-with-webapp/>)

Published: 2024-11-13T00:00:00Z

Content type: tutorial

Language: en

Sources: [Mutt0-ds Notes](<https://devfeed.tech/sources/mutt0-ds-notes.md>)

Topics: [Full-Stack](<https://devfeed.tech/topics/full-stack.md>), [Full Stack Development](<https://devfeed.tech/topics/full-stack-development.md>), [Web app](<https://devfeed.tech/topics/webapp.md>), [Development](<https://devfeed.tech/topics/development.md>), [data-engineering](<https://devfeed.tech/topics/data-engineering.md>), [Data Science](<https://devfeed.tech/topics/data-science.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [Front end](<https://devfeed.tech/topics/frontend.md>), [Database](<https://devfeed.tech/topics/database.md>), [legacy](<https://devfeed.tech/topics/legacy.md>)

Tags: [backend](<https://devfeed.tech/tags/backend.md>), [data-engineering](<https://devfeed.tech/tags/data-engineering.md>), [data-science](<https://devfeed.tech/tags/data-science.md>), [database](<https://devfeed.tech/tags/database.md>), [development](<https://devfeed.tech/tags/development.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [full-stack](<https://devfeed.tech/tags/full-stack.md>), [full-stack-development](<https://devfeed.tech/tags/full-stack-development.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [web-app](<https://devfeed.tech/tags/web-app.md>)

### AI overview

This article describes the author's experience building a prototype full-stack sales forecasting web app to replace a legacy Excel tool powered by VBA macros. It explains the application's frontend, backend, database, calculations, data movement, and security components while acknowledging that some project details remain vague.

### Source excerpt

🧠 Breaking Down Full Stack Development This post has been sitting in my drafts for over 7 months for two reasons: First, since the project...

## What Is a Full-Stack Framework? Backend-First and Frontend-First Approaches

DevFeed: [What Is a Full-Stack Framework? Backend-First and Frontend-First Approaches](<https://devfeed.tech/articles/what-is-a-full-stack-framework-34914.md>)

Original publisher: [Read original article](<https://frontendfocus.substack.com/p/what-is-a-full-stack-framework>)

Author: Mads Brodt

Published: 2024-05-30T15:01:38Z

Content type: opinion

Language: en

Sources: [Front-End Focus](<https://devfeed.tech/sources/front-end-focus.md>)

Topics: [Full-Stack](<https://devfeed.tech/topics/full-stack.md>), [Frameworks](<https://devfeed.tech/topics/frameworks.md>), [Server-side rendering](<https://devfeed.tech/topics/server-side-rendering.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [Front end](<https://devfeed.tech/topics/frontend.md>), [Laravel](<https://devfeed.tech/topics/laravel.md>), [Rails](<https://devfeed.tech/topics/rails.md>), [Django](<https://devfeed.tech/topics/django.md>), [Nuxt.js](<https://devfeed.tech/topics/nuxt.md>), [Remix](<https://devfeed.tech/topics/remix.md>)

Tags: [backend](<https://devfeed.tech/tags/backend.md>), [django](<https://devfeed.tech/tags/django.md>), [framework](<https://devfeed.tech/tags/framework.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [full-stack](<https://devfeed.tech/tags/full-stack.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [nuxt](<https://devfeed.tech/tags/nuxt.md>), [rails](<https://devfeed.tech/tags/rails.md>), [remix](<https://devfeed.tech/tags/remix.md>), [ssr](<https://devfeed.tech/tags/ssr.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

The article compares traditional backend-first full-stack frameworks such as Laravel, Ruby on Rails, and Django with frontend-first JavaScript frameworks such as NextJS, NuxtJS, and Remix. It explains their differing approaches to server-side work, databases, authentication, templating, and client-side interactivity, noting that each has advantages and disadvantages.

### Source excerpt

There's been a lot of discussion in the web space lately on what a full-stack framework actually is.

## My Personal Airflow - How I'm monitoring my scripts with Python, Appsmith and SQL Server

DevFeed: [My Personal Airflow - How I'm monitoring my scripts with Python, Appsmith and SQL Server](<https://devfeed.tech/articles/my-personal-airflow-how-i-m-monitoring-my-scripts-with-python-appsmith-and-sql-server-40827.md>)

Original publisher: [Read original article](<https://mutto.fyi/posts/2022/03/personal-airflow/>)

Published: 2022-04-21T00:00:00Z

Content type: tutorial

Language: en

Sources: [Mutt0-ds Notes](<https://devfeed.tech/sources/mutt0-ds-notes.md>)

Topics: [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Python](<https://devfeed.tech/topics/python.md>), [sql-server](<https://devfeed.tech/topics/sql-server.md>), [Full-Stack](<https://devfeed.tech/topics/full-stack.md>), [airflow](<https://devfeed.tech/topics/airflow.md>), [Back end](<https://devfeed.tech/topics/backend.md>)

Tags: [backend](<https://devfeed.tech/tags/backend.md>), [dashboard](<https://devfeed.tech/tags/dashboard.md>), [database](<https://devfeed.tech/tags/database.md>), [full-stack](<https://devfeed.tech/tags/full-stack.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [python](<https://devfeed.tech/tags/python.md>), [scripts](<https://devfeed.tech/tags/scripts.md>), [sql-server](<https://devfeed.tech/tags/sql-server.md>)

### AI overview

A personal project uses Python, SQL Server, and Appsmith to monitor locally run scripts. The author describes the monitoring problem, the proposed backend, database, and frontend, and a Python logging module built around a decorator.

### Source excerpt

Here's the story of how I created my first full-stack project for monitoring my daily activities, using Python and SQL Server in backend...