@xenit_v0 tek konu ucret degil. ogrenci olanlar kendi capinda localde calisanlar ve sadece kod yazdiranlar icin sorun yok ama local olmayn modelleri always on agent olarak kullanmayi hic tavsiye etmem. bi sabah spam mailleriyle mesaj ve telefon aramalariyla dolabilir telefonunuz.
@xenit_v0 siz yine da hassas isleri account vereceginiz credential vereceginiz isleri bunlara yaptirmayin bu kadar ucuz cunku urun sizsiniz her : Zero Data Retention yok , SOC2 / ISO / GDPR sertifikası yok, Retention süresi aciklanmamis. ozellikle musterilerin oldugu projelerde asla !
@xenit_v0 bu gun ilk testleri yaptim ilk defa chinli bir modele bu yorumu yapiyorum : bu olmus 👌 . benim testlerimde zeka ve gorev yonetiemi konusunda o gecemedikleri esik gecilmis., simdi gecekten bir secenek olarak yaristirklarini soyleyebilirim.
@ErenAILab Erisim saglamis ne demek ? 2 gun once biz de erisim sagliyorduk ? Kaynak koda agirliklara erismek ile kullanici olarak erismek ayni sey degil.
It's not just luxury hotels that are a scam, it's almost everything that's luxury that's a scam
Gf bought Rimowa suitcases, expensive and supposed to be better quality than regular ones, but of course they're much worse
They keep breaking, like all of them, cracks in the handles, cracks in the sides, it's just cheap plastic shit but it costs $1000 or more
Rimowa was bought by LVMH in 2016 which has an average profit margin of 66% and whose strategy is to increase prices by ~5x, decrease costs by ~5x and then create artificial scarcity (limited availability per shop) because people want what they can't get (not me though but many)
LVMH is kinda like the luxury version of private equity, it makes everything more expensive and worse and hard to get!
Agreed, and I can prove that luxury hotels are mathematically literally very bad value
For the amount of "more" money you pay for this luxury, you should be getting way way way more than you actually get (as measured by ratings)
Aman should have an average rating of 9.5 but in reality barely hits an 8 on average, so they simply cannot produce the "luxury" experiences they are trying to market and brand themselves for
It's essentially all smoke and mirrors, and reflects my experiences completely, you pay 10x more and get either 0.5x-1.5x more (eg many times 2x worse, sometimes a bit better) not 10x better!
Other luxury chains are slightly better but none of them even get close to a 9 rating with the famous Ritz-Carlton being especially bad: its average rating is a 7.68 for a median price of $549/night, terrible!
Real value can be found with Okura, Minor, Melia and even Marriott. Okura is interesting because well known as luxurious but median only $143/night
So as I always say, luxury is mostly a scam, it doesn't exist and you're best off spending much less for much better value (and often better experiences too)
Source: my new site stats page https://t.co/soyNqf0J7D
Dostlar karşınızda State-of-Art Agentic Cybersecurity LLM modelim TitusLLM-v1 🎉 Qwen3.6-35B-A3B MoE LLM'i, Türkçe taxonomy ağırlıklı +500.000 Row'dan fazla devasa bir dataset ile siber güvenlik odaklı, Multi-Expert model parçalarından neredeyse 4 Billion parametreyi LoRA ile fine-tuning sağlayarak oluşturdum. SOC operasyonları, DFIR, detection engineering, cloud security, AppSec, IAM, GRC ve purple-team senaryolarında daha operasyonel, bağlama duyarlı ve artifact odaklı en önemliside Agentic temelli yanıtlar üretecek şekilde oluşturdum.
Ayrıca yerel inference için MLX 4-bit ve GGUF Q4_0 varyantları da hazırladım. Benchmark'lar da fine-tuned modelin özellikle aşağıdaki alanlarda base modele göre oldukça güçlü, kompakt ve operasyonel cevaplar verdiğini gözlemledim:
- LSASS telemetry analizi
- Phishing triage playbook
- Kubernetes dashboard exposure review
- PowerShell encoded command triage
- Docker image hardening
- SQL injection log değerlendirme
- IAM privilege escalation pattern analizi
Dataset hazırlarken özellikle siber güvenlik alanında taxonomy tasarımı, dual-use safety labeling, Türkçe teknik dil uyarlaması ve artifact-grounded reasoning üzerine çok güzel bir deneyim oldu. Modele Huggingface hesabımından hem MLX 4 Bit hemde GGUF Q4 ile erişebilirsiniz.
@trq212 million-dollar projects yet somehow they still can’t add proper mouse support to a CLI tool or build a truly polished TUI...
and right now, we can only manage a single focus and a single context within one window on cladude code. This can definitely be improved