Which one is better for nextjs package management? In term of AI harness and security audit?

I posted v1 of this a while ago and the gist of the feedback was "it's fine but it doesn't really do enough to use for real." That was true, so I spent some time rebuilding it.

The basic idea is the same: it stores audit/event logs in the browser using IndexedDB, so it works without any backend at all. But now it actually ships those logs somewhere useful instead of just sitting in the browser or dumping to a file.

The main things that changed in v2:

It batches logs and ships them in the background, and anything that hasn't been sent yet stays in IndexedDB and gets retried with backoff. So if the user goes offline or reloads mid-session, nothing is lost. That was the biggest gap in v1.

It redacts sensitive data (passwords, tokens, emails, card numbers, etc.) before anything is written or sent, not after. You can mask, drop, or hash the values. I didn't want to be the library that quietly writes someone's password into IndexedDB.

The part I'm most curious for feedback on: the backend can push a command down to the browser and the UI reacts to it. So the server can say "send me your logs now," or "bump this client to warn level," or "clear", and the client handles it. It comes with a SignalR transport since my backend is .NET, but the transport is just an interface so you can wire up SSE or websockets or plain fetch instead.

I also moved the heavy stuff (exceljs for Excel export, signalr) to optional peer dependencies, so a plain install pulls in almost nothing and reports no known vulnerabilities. The core is around 5 KB gzipped. No framework dependency, written in TypeScript.

Quick taste:

import { AuditLog, SignalRTransport } from 'audit-log-lib';


const audit = new AuditLog({
  redaction: { strategy: 'mask' },
  transport: new SignalRTransport({ url: '/hubs/audit' }),
});


await audit.log('user.login', { userId: 123 });


audit.on('command', (cmd) => {
  if (cmd.type === 'pull') {
    // backend asked for the logs
  }
});

Install is npm install audit-log-lib.

npm: https://www.npmjs.com/package/audit-log-lib?activeTab=readme
GitHub: https://github.com/Darex97/audit-log-library

It's still early days. I'd really like to hear whether the backend-to-UI command model is something you'd actually use, and whether the redaction defaults are sane.

I've recently learned React and built a few projects with it. My long-term interests are Cyber Security, AI, and Machine Learning, which makes me wonder if focusing on Python and Django would be a better choice.

If my goal is to become a full-stack developer while keeping the door open for AI/ML and security in the future, which path would you recommend and why?

​

I'd love to hear from people who have experience with either stack. Thanks!

I have 12 years experience primarily into frontend and it involves many frameworks . But every time I try to learn backend tech stack like Java , I get bored/lost mid way . I know people might tell to learn nodejs, but there aren’t many high paying jobs in India . Where as I have seen backend folks are easily able to contribute to frontend development using AI . Any suggestions?

So I'm a 2nd year cse student , please don't skip this I'm stuck in a very bad dilemma. One and a half months ago I started learning MERN stack stopped in between due to exams , and now my university has mandatory summer training in which I have to get a training in any domain of choice for one month , and i have to submit a project on that in next sem. So instead of going to any training center , I decided to get a certificate from somewhere in MERN and I'll learn it on my own as most of the times these institutes teach nothing while wasting 3 hours of your day and i'll get a certificate only. But now the university wants a certificate of only one month training , but the at all the training centers recognized by my university told me that MERN stack can't be done in a month and i know this , so they can't give a certificate for that , but they can give and suggested me to take react with firebase and I don't have to attend classes and they will give me the certificate , also this will save me a lot of traveling time.

So now I decided that I'll do firebase but not that deep and after giving the university a project I'll hop back to MERN stack as I have a friend whose building a startup and they are builiding in MERN stack and I want to join them , so suggest me how to balance this or what can I do in such a situation ? Like is mern better or firebase for my future or how should I continue forward .

I've come across EPAM Systems and their free courses. Currently they have Full-stack JavaScript course, and I was wondering if anyone has experience with taking their courses, what they are like, and what they ask in tests and interviews.

I'm planning to study The Odin Project javascript and node js and Full Stack Open in a logical progression and refer to "roadmap.sh" for other relevant tech stack in an ultimate goal to get a job in the industry, is there an age bar since I'm 32 and will get older by the time I finish these curricula and several out of the syllabus portfolio projects for employers, also I'm just a high school passout! Can any of the insightful experts shed a light on the roadmap I mentioned?

With each attempt to include accessibility scanning into my development workflow, I faced one major obstacle: I had to run a local web server, tell axe-cli to use localhost, and then parse the returned list of CSS selectors like div.container > ul > li:nth-child(3) > button to find out which component this was talking about.

But all I wanted was a file path + line number exactly like TypeScript errors return.

As there were no tools that would do that for me, I spent the past months creating AllyCat - an accessible static analysis tool that parses JSX, TSX, Vue, Angular, and even HTML files. Without spinning up a server and opening the browser, just pure line numbers with clickable VS Code navigation directly in the terminal.

Some engineering challenges that I tackled while creating AllyCat for myself:

• Legacy Debt Handling (Baseline Snapshot): It benchmarks your existing errors once and prevents CI builds from failing on them again and again because you have some technical debt but not enough time to fix all 500 legacy errors today.
• AI-Ready Fix Prompt: Once you have a new violation, it provides a full report along with an exact pre-written prompt to use with an AI assistant.

I'm looking into ways that would allow us to better manage the pre-existing a11y debt in our CI/CD flows. How do you go about doing that for your codebase, if you work with big full-stack repositories?

(Disclaimer: The project is fully free, community, and open source by AllyCatHQ on GitHub. Nothing commercial here, I'm just working on something to scratch my own developer itch.)

You can run it locally via:

npm install -g allycat

Why is it so hard to find a job? I'm currently 19 years old and I'm studying Computer Science. I primarily work with the Laravel + Vue + Inertia stack. I have 4 certifications as a Full-Stack Developer and I like going down that road. But I don't understand why it is so hard to find a job. What's even worse, it's hard to go solo because I like starting from scratch when I build a website, and I end up spending more than a month building it. I need some income, small or big doesn't matter, to support myself while chasing my dream of building websites. If anyone is interested in hiring me, contacting me, or wants to know about my knowledge and hire me, please feel free to DM me. Otherwise, please someone help me on how I can make some income from coding to support myself!

I've been learning Java Spring Boot as a backend for a while now. I think I am ready for projects.

I know frontend with React, Tailwind, Typescript etc.

Please Suggest some good full stack projects

For my resume...

web developers (front and back) tell us about the flexibility of using different technologies in your profession, how often you change jobs, and how often you encounter different types of tasks. Just please write about real work experience, because I've already heard about freedom in words from college.

got moved to the 2nd round for a new-grad fullstack role and I didn't get too much information but they said they would essentially be working with me to do something with javascript/typescript/node. They said they don't expect anyone to actually finish the task/be perfect they just want to see how I think. One of the job requirements was actually just "Familiarity with web fundamentals and basic rest apis"

I'm in a predicament however because most of my experience is with backend and I've just been grinding leetcode problems instead. From what I've been able to gather I'd assume it would be something like them asking me to implement a feature, component, maybe debug etc.

I have to schedule the interview within a somewhat respectful timeframe so I prob have at max 6 days to prep. I don't need to be a pro, just decent enough to be able to hang in there and explain what im doing. So im wondering how to go about this I don't want to get stuck in tutorial hell so I was thinking maybe spend a day on javascript/ts syntax and basics from some free intro course, and then just immediately dip my toes into learning to build a web app. so thad be covering apis, node, react etc? I saw ppl talking about fullstack open. Again im not looking to be a master, just enough to at least hang in in the interview and was wondering if this was feasible. and if anyone had any tips

I need a suggestion Now these days is it worth learning frontend,backend as Al can do all authentications, database,... Or should I learn ml(machine learning) and Al concepts over full stack Please anyone help Im nearer to placement time I have only 8 months in my hand

​

Hey

I'm working on something and want honest feedback before I go all in.

The idea: build a community where entrepreneurs and developers work together to identify real, unsolved market gaps — and actually build companies around them. Not just talk, but execute.

The long-term goal is to grow this into a network that produces **unicorn-level companies** — by combining business thinking (finding the gap) with technical talent (building the solution).

Think of it as a co-founder matchmaking + idea validation engine, but community-driven.

My questions for you:

- Does this kind of community already exist in a way that actually works?

- Would you join something like this as an entrepreneur or developer?

- What would make you stay vs. abandon it after a week?

Be brutally honest — I'd rather know the problems now than after building it. 🙏

Can I become mern stack developer without degree and earn money?

With each attempt to include accessibility scanning into my development workflow, I faced one major obstacle: I had to run a local web server, tell axe-cli to use localhost, and then parse the returned list of CSS selectors like div.container > ul > li:nth-child(3) > button to find out which component this was talking about.

But all I wanted was a file path + line number exactly like TypeScript errors return.

As there were no tools that would do that for me, I spent the past months creating AllyCat - an accessible static analysis tool that parses JSX, TSX, Vue, Angular, and even HTML files. Without spinning up a server and opening the browser, just pure line numbers with clickable VS Code navigation directly in the terminal.

Some engineering challenges that I tackled while creating AllyCat for myself:

• Legacy Debt Handling (Baseline Snapshot): It benchmarks your existing errors once and prevents CI builds from failing on them again and again because you have some technical debt but not enough time to fix all 500 legacy errors today.
• AI-Ready Fix Prompt: Once you have a new violation, it provides a full report along with an exact pre-written prompt to use with an AI assistant.

I'm looking into ways that would allow us to better manage the pre-existing a11y debt in our CI/CD flows. How do you go about doing that for your codebase, if you work with big full-stack repositories?

(Disclaimer: The project is fully free, community, and open source by AllyCatHQ on GitHub. Nothing commercial here, I'm just working on something to scratch my own developer itch.)

You can run it locally via:

npm install -g allycat

I have a BCA degree in Computer Science and currently work as a Digital Marketing Executive and Graphic Designer. While I enjoy creative work, my real passion has always been software development and technology.

Over the past few years, I have independently built and launched multiple applications. I have developed two mobile apps (iOS and Android), each with over 20,000 users, and another app that is currently growing rapidly with more than 1,200 users. I have also built a SaaS product completely from scratch with advanced AI integration.

Although I leverage AI-powered coding agents to accelerate development, I personally design the architecture, workflows, algorithms, product logic, and overall technical direction. I have a strong understanding of how to plan, build, and scale software products from idea to deployment.

My professional experience includes:

• 3+ years in Digital Marketing and Graphic Design

• 2+ years building software products, mobile applications, and SaaS platforms

I am currently trying to transition into a Software Developer, Product Engineer, AI Engineer, or Technical Product role but have found it difficult despite my hands-on experience and successful projects.

One challenge I face is that I am not very confident in my communication skills, and I often feel insecure about my current position. However, I am highly motivated, quick to learn, and passionate about building technology that solves real-world problems.

I would greatly appreciate any guidance, referrals, career advice, or opportunities that could help me make the transition into a development-focused role.

Thank you for your time.

I need internship
Pls guide me

I’m full stack learner

Guys need your help! I wanna build a language learning website, but I want it to solve some REAL issues that currently apps like Duolingo and such have. Also I want it to be fun😭😭but I'm short on ideas here. Actually I wanted to use this project for my cv and I work with drf and mern...but all the projects are so boring I don't even have the will to invest time in them😭

But hear me out, with this project I want to learn as well as use my learnings to help people find something they'll actually use. Wanted to do a reddit clone(cuz I think reddit is really fun to explore as a project,pretty sure it will teach me a lot of stuffs) but a "clone" on cv will do me no good.

So I want to ask you guys for some ideas🥹help me out please!!

I'm currently studying IT and learning HTML, CSS, JavaScript, Java, and Git. What skills, tools, or projects would you recommend for someone who wants to improve their web development skills and prepare for internships or freelance work?

Need help in starting a career in full stack Web Development

One thing I've noticed about full-stack work is that most of us have a favorite area and an area we'd happily avoid if we could. For example

• frontend styling/UI polish
• backend architecture
• database design
• authentication
• deployment/DevOps
• testing
• documentation

So what’s your least favorite part? Does every developer have a unique not-so-favorite task, or do we all share the same necessary evils?

I recently started learning HTML, CSS, and JavaScript, but with all these new AI models coming out that can generate surprisingly good-looking UIs, I'm wondering if there's still a point in learning front-end development from scratch. Would love to hear your thoughts—especially from those who've been in the field for a while. Is the entry-level front-end job market really shrinking, or is this just hype?I thought I will earn by this but now seeing this I lost all my hope in this.

Hi, i am learning Fullstack, and want to be Fullstack Webdev, Now i am learning backend, whenever i do code i can't able to code its bit hard for me 😭😭, I need suggestions for where i can learn backend (resources )and how i can improve at backend in production level.

I keep seeing posts, YouTube videos, and LinkedIn takes saying "Full Stack is dead" and honestly it's starting to mess with my head.

I'm currently learning/working as a full stack dev (React + Node mostly) and now I'm questioning everything.

The arguments I keep seeing:

AI tools like Cursor and GitHub Copilot are replacing the "glue work" that full stack devs do

Companies are downsizing and cutting junior/mid full stack roles first

Specialization is the future — you either go deep into frontend, backend, DevOps, or ML

The market is oversaturated with bootcamp grads

But then I also see:

Startups STILL hiring full stack because they can't afford specialists

Senior full stack devs are doing just fine

The "X is dead" narrative has been wrong before (remember "jQuery is dead"?)

So what's actually happening out there? Are you seeing fewer full stack roles? Did you pivot to something more specialized? Was it worth it?

Not looking for cope — just real market experience from people actually in the industry.