u/Ayoutetsinoj3011

Asslema, I’m looking for a good headset mainly for music, YouTube and long work/coding sessions, and I’m currently considering the Redmi Headphones Neo and the Haylou S35.

I found the Redmi Headphones Neo for 209 DT at an Ooredoo store, so I’m wondering if it’s worth the price.

For anyone who has actually used the Neo:

- How is the sound quality?

- Is the ANC actually good/useful?

- How is the microphone for calls/Meet/Discord?

- Most importantly, are they comfortable for 5–7 hours?

- Do they cause pressure on the top of the head or around the ears?

- I wear glasses — are they comfortable with glasses for long periods?

- How is the build quality after a few months?

I was originally looking at the Haylou S35, but I’m having trouble finding it in stock. If anyone has used both, which one would you recommend?

Thanks 🙏

Hey everyone,

I'm working on an enterprise multi-agent ERP assistant and my team is currently evaluating whether we should move from Qwen3-14B to Qwen3.8-27B.

We also currently use Claude Code for development, and my boss is considering moving our coding workflow to Qwen as well, potentially using Qwen3.8-27B as the main model for both development and our production AI system.

Our hardware is the part I'm worried about:

• 2 × NVIDIA L4
• ~23–24 GB usable VRAM per GPU
• Currently using vLLM
• The system is a multi-agent ERP assistant with tool calling, RAG, SQL/ERP operations, etc.
• We're targeting roughly 100 users
• The model can receive fairly large contexts because of agent/tool outputs and retrieved ERP information
• We also have other GPU workloads such as OCR/embedding models

My main question is:

Is Qwen3.8-27B actually a sensible production choice on 23–24 GB GPUs, or are we going to run into VRAM/context/concurrency problems?

I understand that a Q4 quant can technically fit on a 24 GB card, but I'm more concerned about what happens in a real agentic workload:

• KV cache
• 16K/32K/64K+ contexts
• multiple concurrent requests
• tool calls
• long agent trajectories
• vLLM overhead
• batching
• latency under load

For those who have actually deployed Qwen3.8-27B locally:

1. What quantization are you using?
2. How much VRAM does it actually consume at 8K / 16K / 32K / 64K context?
3. What tokens/sec are you getting on a 24GB GPU?
4. How does it behave with multiple concurrent requests?
5. Is it actually usable for agentic workloads, or does the context/KV cache become the bottleneck?
6. Would you recommend Qwen3.8-27B over Qwen3-14B for production on this hardware?
7. For coding specifically, would you choose Qwen3.8-27B or Qwen3-Coder-30B-A3B?
8. Has anyone successfully used either of them as a replacement/backend for Claude Code in a real repository?

I'm especially interested in real-world experience rather than benchmark scores.

Our alternative is to keep Qwen3-14B for production and use the larger model only for more complex tasks, or potentially keep a separate coding-specific model.

Would love to hear from anyone running these models on L4/3090/4090/24GB-class hardware, especially in an agentic or production environment.

Hi everyone!

For those who graduated this year from the private sector (cycle ingénieur), has anyone already received their degree equivalency?

If you have, how long did the process take for you? And does anyone know if there’s any way to speed up the process — like contacting someone directly, going in person, or following up with a specific department?

I urgently need the equivalency to sign my CIVP, which is already about two months late, so I’m honestly a bit worried about the delay.

If anyone has gone through this recently and has any advice or knows how to make the process move faster, I’d really appreciate it. Thanks!

I’d like to ask for advice from people who have experience with CIVP.

We were initially interns at the company, and we’re all fresh graduates. At the beginning of last month, the company sent us an email officially confirming that we had started working with them.

I already submitted all the documents they asked me for, but I still haven’t signed my CIVP contract.

When I asked HR about it, I was told that they’re waiting for my other colleagues to submit their documents as well before proceeding. Some of my colleagues haven’t received their diplomas yet, while others are still waiting for their degree equivalence.

In my case, I’m also waiting for my engineering degree equivalence, but I told HR that I could provide my Licence diploma and start the CIVP process with that since I already have the diploma. They didn’t want to proceed that way.

My concern is that the CIVP includes the 200 DT monthly indemnity, which I’m really counting on, so I’m starting to get worried about the delay. I’m already working normally at the company, but I still haven’t signed anything.

There’s also another thing that’s making me uncomfortable.

I told HR that, even though my engineering degree equivalence is still pending, I would like my professional title to be engineer rather than technician. I sent her an email explaining my situation and why I wanted this to be reflected in my position/title. She opened the email but never replied.

Now I’m honestly wondering if I’m being taken seriously or if I’m just overthinking everything. 😭

So, a few questions:

• Is it normal for a company to wait for all the other fresh graduates to have their documents before processing/signing the CIVP contracts?
• Can CIVP applications be processed individually?
• Is it reasonable for me to ask to be hired/titled as an engineer while my engineering degree equivalence is still pending, especially since I already have my Licence diploma?

I’m not trying to cause problems with the company. I just want to understand whether this is a normal administrative delay or whether I should be more careful about the situation.

Would really appreciate honest opinions from people who have dealt with CIVP or similar situations in Tunisia.

Hi everyone,

I’m a fresh graduate in Computer Engineering, and I started working about 3 weeks ago.

My engineering degree is from a private school, and I’m currently in the process of getting its official equivalence, so I don’t have the equivalence yet.

However, I also have a Bachelor’s/Licence degree from a public university, which does not require equivalence.

My HR recently asked me to provide the documents needed for the CIVP and sent me the ANETI link to create an account and start the process. However, some friends told me that the employment office (Bureau d’Emploi) might refuse to issue the CIVP until I have the equivalence of my engineering degree.

Has anyone been in the same situation recently?

• Is the equivalence of the engineering degree actually mandatory to get a CIVP?
• Can I apply for the CIVP based on my public-university Bachelor’s/Licence degree, which is already officially recognized?
• Can the Bureau d’Emploi approve the CIVP while my engineering degree equivalence is still being processed?

This is quite important for me because my salary without the CIVP contribution is below 1,000 DT, so the 200 DT CIVP contribution makes a real difference for me.

If anyone has gone through the same situation, I’d really appreciate hearing about your experience and what documents you used / what the employment office told you.

Thanks in advance!

Hi everyone,

I'm a freshly graduated IT engineer in Tunisia, and I'm seriously considering starting my own AI/tech startup instead of going down the traditional employment route.

I'm still at the idea/early-stage phase, so before I make any decisions, I'd really like to hear from people who have actually gone through the process of building a startup in Tunisia.

A few things I'm trying to understand:

- What are the actual steps to legally start a tech/AI company in Tunisia?

- Should I validate the idea and build an MVP before registering the company?

- How does the Startup Act work in practice?

- Is getting the Startup Label actually useful for a young AI startup?

- What kind of initial budget should I realistically expect?

- Are there any good incubators, accelerators, or government programs worth looking into?

- For those who started a startup after graduating, how did you handle the transition from student to founder?

- And honestly, what are the biggest mistakes you made or things you wish you'd known beforehand?

I'm especially interested in hearing from Tunisian founders who built a software/SaaS/AI product, rather than traditional IT services or freelancing.

I'm not looking for the usual "believe in yourself and work hard" advice 😅 — I'd really appreciate concrete experiences about the Tunisian ecosystem, administrative side, funding, finding the first customers, etc.

Thanks in advance to anyone willing to share their experience.

Salem, chkoun aandou Fekra 9adeh naati salaire cyber security engineer freshly graduated fel interview ki yas2louni

Aslema, ena eleve ingénieur en IA , 3malt stage PFE Mteei f cherika w kamalt my part of the project aandi Barcha, w even tho kamalt 93adt n3awen fehom f des taches communes (w 7ajet khir w as3ab 7ata men my individual pfe project) w khdemt li Aliya w Akthar, tao khdhit l attestation but they re still forcing me to stay (9bal l pfe) 9al Chnouwa ma aandich l7a9 nokhroj ela mayekmel l project lkol And they re like promising me bel pre embauche , men Chira n7es li fama barcha escalavage (7ata lkhedma bech tkoun période d essai for a couple of months w baad contract w salary y3ayaf) w men Chira okhra nra fel marché Kifeh m3ebi w abed 9a3da batala n9oul khalnabla3 Sekina b damha What do u all think, what can I do