24F and 27M — Is this normal in a long-distance relationship,?

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My boyfriend (27M) and I (24F) are in a long-distance relationship. He lives in France and I’m in Tunisia, so most of our communication is through phone calls and texting.

Lately, I’ve started feeling like our conversations are extremely repetitive and almost robotic. At this point I'm feeling they I'm talking to a bot .Most of the time, he asks things like:

- “How’s the weather?”

- “Did you eat?”

- “Did you get home?”

- “Did you arrive at uni?”

- “I miss you so much.”

- Then he sends me some random/cringey relationship reel 😂

And that’s basically it.

I know that asking about your partner’s day and checking that they’ve eaten or arrived safely can be caring, especially in an LDR. But I feel like we rarely have deeper or genuinely interesting conversations anymore. Sometimes I’m on the phone with him and internally thinking, what am I even supposed to say now? It almost feels like I’m talking to a chatbot that has a list of five questions programmed into it.

So I’m wondering: is this actually normal for couples, especially couples in long-distance relationships?

Do couples eventually just run out of things to talk about and mostly exchange daily updates + “I miss you” + reels? Or should there still be curiosity, deeper conversations, jokes, discussions about random topics, sharing ideas, etc.?

I’m not necessarily saying he doesn’t care about me. I’m trying to figure out whether my expectations for communication are unrealistic or whether this could indicate that we’re becoming emotionally disconnected.

I’d especially like to hear from people who have been in long-term LDRs. What does your normal communication actually look like?

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u/Savings_Durian3268 — 8 days ago

Looking for an AB-620 voucher

Hi everyone,

I received a voucher for the **Microsoft AB-620 certification** through the AI Skills Fest, but unfortunately I wasn’t able to pass the exam due to some circumstances at the time. I only started properly studying the course in September, and when I tried to reschedule the exam, I wasn’t able to do so.

I’m now looking to take the AB-620 exam again, but I no longer have a voucher.

Does anyone happen to have a **free/unused AB-620 voucher** that they won’t be using? I would really appreciate it.

Alternatively, does anyone know if Microsoft is planning **another event, challenge, or program where AB-620 vouchers might be offered**?

Thanks in advance for any information or help!

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u/Savings_Durian3268 — 16 days ago

23F confused after talking to a 32YO doctor who wants a "super gorgeous" traditional wife, ultra-cheap wedding, and hates going out. Should I even meet him?

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Hey everyone,

I’ve been talking to a 32-year-old doctor for a short while over text and phone calls, but we haven't met in person yet. He asked to meet up today last-minute, but after everything he’s laid out during our calls, I am deeply hesitant and honestly pretty turned off.

Here is the breakdown of his expectations and how he views relationships:

The Ideal Wife: He explicitly said he wants a super gorgeous, traditional hijabi wife who can cook and clean (though he says he doesn't mind if she also works). The catch? I am NOT hijabi. Yet somehow he keeps talking to me like he can reshape me into his ideal.

Religion vs. Expectations: He admitted that he doesn't pray, yet he holds these strict traditional standards for his future wife.

The "Confrontation": When I called him out on his completely contradictory ideas (wanting a stunning, traditional hijabi who cooks, cleans, and works, while he doesn't pray and wants a low-effort life), he literally agreed and said, "That's right, but I know someone who married a girl just like that." So he fully knows it's a contradiction, but expects it anyway!

Timeline & Money: He wants to get married as soon as humanly possible, but on the lowest budget possible.

Lifestyle: He hates going out, prefers staying home all the time, and thinks traveling is completely "overrated." (I personally love the idea of traveling and enjoying life before settling down with kids!).

Marriage Age: When I mentioned that I envision getting married around 30 and taking my time before having children, he called that "weird."

Past Dating History: He mentioned he has met a lot of girls before and claims he knows his "type," but then joked/said he's looking for a "dead girl" (meaning someone with no voice, no boundaries, or who just blindly agrees with him).

Despite all these massive logical and lifestyle gaps, he proposed meeting up today without planning it in advance.

I’m torn between completely blocking/ghosting him because of how rigid, contradictory, and exhausting he sounds on the phone, versus going just to see how absurd this is in real life.

Is there ANY point in going on a date with someone when the dealbreakers are already this loud before even meeting? Or should I just save my energy and pass?

TL;DR: 32YO non-practicing doctor wants an immediate, ultra-budget marriage to a "super gorgeous" traditional cooking/cleaning hijabi wife (I don't wear hijab), hates traveling/going out, and judges my timeline. When confronted on his hypocrisy, he admitted it but claimed he knows someone who pulled it off. Wants a last-minute date today. Do I go or run?

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u/Savings_Durian3268 — 2 months ago

How hard is it to get a junior Data Science job in Tunisia?

Hi tech people

I’m currently studying Data Science/AI and I’ve been looking at job offers in Tunisia, but honestly, I barely see any positions specifically for junior Data Scientists.

Most of the offers I find seem to ask for 2–3+ years of experience, or they’re looking for more experienced ML/AI engineers.

For people already working in the Tunisian tech industry:

  • How difficult is it realistically to get your first job in Data Science/AI here?
  • Is it normal that there are so few "Junior Data Scientist" job titles?
  • Do most juniors start in another role (Data Analyst, BI, Software Engineer, etc.) and then move into Data Science?
  • Do you think there will be more opportunities for junior DS/AI positions in Tunisia in the next few years?

I’d really appreciate honest experiences, especially from people who recently got their first job in this field.

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u/Savings_Durian3268 — 2 months ago

How hard is it to get a junior Data Science job in Tunisia?

Hi tech people

I’m currently studying Data Science/AI and I’ve been looking at job offers in Tunisia, but honestly, I barely see any positions specifically for junior Data Scientists.

Most of the offers I find seem to ask for 2–3+ years of experience, or they’re looking for more experienced ML/AI engineers.

For people already working in the Tunisian tech industry:

  • How difficult is it realistically to get your first job in Data Science/AI here?
  • Is it normal that there are so few "Junior Data Scientist" job titles?
  • Do most juniors start in another role (Data Analyst, BI, Software Engineer, etc.) and then move into Data Science?
  • Do you think there will be more opportunities for junior DS/AI positions in Tunisia in the next few years?

I’d really appreciate honest experiences, especially from people who recently got their first job in this field.

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u/Savings_Durian3268 — 2 months ago
▲ 9 r/Rag

Trying to optimize a fully local RAG system (Ollama + Qdrant) but response time is still slow any advice?

Hi everyone,

I am building a fully local RAG (Retrieval-Augmented Generation) system for an internship project. The goal is to have a production-style AI assistant that can answer questions from internal documents without using paid APIs or external services.

My current architecture:

  • Local LLM: Ollama with qwen2.5:3b-instruct (also tested llama3.2:3b)
  • Vector database: Qdrant
  • Embeddings: intfloat/multilingual-e5-small
  • Hybrid retrieval:
    • Dense retrieval (Qdrant)
    • Sparse retrieval (BM25)
    • Reciprocal Rank Fusion (RRF)
  • Optional reranking with a cross-encoder
  • FastAPI backend

My hardware:

  • Intel i5-10210U
  • 12GB RAM
  • No dedicated GPU
  • Running everything locally on Windows with Miniconda Python 3.12

The main issue is inference speed. My average response time is around 30–50 seconds depending on the query.

Things I already tried:

  • Reduced chunk size and overlap
  • Reduced retrieved chunks (top_k)
  • Disabled reranking
  • Reduced maximum output tokens
  • Lowered temperature
  • Enabled caching
  • Used smaller models (3B models)
  • Optimized Qdrant retrieval parameters
  • Tested different retrieval configurations

The quality is acceptable (around 100% successful answers on small evaluation sets), but the latency is still too high for a real production assistant.

I want to keep everything:
✅ 100% free
✅ Fully local
✅ Lightweight enough for my laptop
✅ Good enough quality for internal documentation Q&A

Questions:

  • Are there specific RAG optimizations I am missing?
  • Should I profile each stage (embedding, retrieval, reranking, LLM generation) separately?
  • Would adding Redis caching help significantly?
  • Is there a better small local model than Qwen2.5 3B for this hardware?
  • Are there lightweight inference optimizations for Ollama on CPU?

Any advice from people who have deployed local RAG systems would be appreciated.

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u/Savings_Durian3268 — 2 months ago
▲ 4 r/TunisiaTech+1 crossposts

Open to Freelance & Part-Time Opportunities in Data Science & AI

I usually don't post personal matters, but today I'm reaching out because my family and I are going through a difficult financial period.

To help support my family while continuing my studies, I am actively looking for freelance, part-time, or remote opportunities in Data Science, Artificial Intelligence, or Machine Learning.

I am currently pursuing an Engineering degree in Data Science & AI and hold a Bachelor's degree in Computer Science. During my studies and internships, I have worked on projects involving:

  • Python
  • Machine Learning & Deep Learning
  • Computer Vision
  • NLP & LLMs
  • Retrieval-Augmented Generation (RAG)
  • FastAPI
  • Data Analysis & Power BI

I'm a fast learner, committed, and eager to contribute to real-world projects while continuing to grow professionally.

If you know of any opportunities, or if your company is looking for someone with my profile, I would be truly grateful if you could reach out or share this post with your network.

Thank you for your support it means more than you know. ❤️

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u/Savings_Durian3268 — 3 months ago

Received an AI Skills Fest voucher – which Azure certification should I choose?

Received an AI Skills Fest voucher – which Azure certification should I choose?

Hi everyone,

I recently received a Microsoft AI Skills Fest exam voucher and I'm trying to decide which Azure certification would be the best use of it.

A bit about my background:

  • Studying Data Science
  • PCAP (Python Certified Associate Programmer)
  • AWS AI Practitioner
  • PL-300
  • DP-600
  • DP-700

My interests are mainly in AI, data, machine learning, and analytics. I'm still early in my career, so I'd like to choose a certification that would provide the most value for a fresher while also aligning with future industry demand.

Given my current certifications and background, which path would you recommend and why?

Thanks in advance for any advice!

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u/Savings_Durian3268 — 4 months ago