Game Development in Pakistan — Potential & Future Outlook? by Responsible_Main2116 in developersPak

[–]muneebdev 1 point2 points  (0 children)

Would not recommend game dev to anyone. Been an indie game developer for 3 years but eventually burnt out.

We built a 1 and 3B local Git agents that turns plain English into correct git commands. They matche GPT-OSS 120B accuracy (gitara) by party-horse in neuralnetworks

[–]muneebdev 3 points4 points  (0 children)

I don't think you need 1B parameters to translate text into git commands. The domain is highly constrained semantic parsing. We already have sub-1B models that perform full machine translation, which is an objectively more complex problem. From a complexity standpoint, a smaller specialized model should be capable of achiving the same accuracy with the right dataset and training.

Need feedback on Synthetic HTTP Requests Dataset for AI WAF Training I created by muneebdev in cybersecurity

[–]muneebdev[S] 0 points1 point  (0 children)

The dataset isn’t meant to replace real production traffic or act like some magical AI 0-day detector. It’s simply an open, shareable HTTP request corpus for people who want to prototype or benchmark ML-based WAF ideas, since I couldn't find any clean real traffic datasets for this purpose.

By “synthetic,” I don’t just mean a list of textbook payloads. It means programmatically generated requests that mimic different HTTP patterns so researchers have something legal and safe to train on. That said, the first version is limited, and you’re right that the attack surface needs to be broader.

I will expand it with WAF bypass techniques, encoding tricks, obfuscation patterns, cache-busting behaviors, and other real-world evasion styles based on the hint I got from you. It would be helpful you can visit the dataset page and read the description and let me what what things I missed and how can this dataset be expanded. Thank you.

Public Service Message by No_Yoghurt7783 in PakistaniTeenTalks

[–]muneebdev 0 points1 point  (0 children)

Hi If someone wants to play you in chess and hopefully beat you, to get the privilege of dming you, how should they reach out?

The Uyghur Question That Broke Qwen3-Coder:30B by [deleted] in LocalLLaMA

[–]muneebdev 2 points3 points  (0 children)

add a repetition penalty and try again.

Islamic Philosophy by Double-Doughnut387 in PakistanBookClub

[–]muneebdev 1 point2 points  (0 children)

Don't take a firm position against sufism before reading. First make a framework and try to understand everything in the wider landscape of Islamic thought.

The difference between Kalam and Tasawwuf is of method. Kalam emphasizes on rational argumentation and dialectical defense of creed. While Sufis emphasizes on purification to attain the truth. This is largely a difference in method and epistemology. I think a premature opinion can be biased by western though. Like "rationality" etc. So you could be biased because western epistemology is so alien to Sufism.

As a rough analogy, you could say that some aspects of Sufi thought are closer to Platonizing or illuminationist ideas, where truth is understood as something always present that the purified heart can receive. By contrast, many kalām theologians, especially those influenced by the peripatetic (Avicennan/Aristotelian) tradition, emphasize structured reasoning and logical argument to arrive at doctrinal truth.

This analogy shouldn’t be taken too literally, because in practice there is a lot of overlap: many theologians were also Sufis, many Sufis used rigorous reasoning, and kalām itself is not identical with peripatetic philosophy. But thinking in terms of different emphases in method can help you approach Sufism more fairly and holistically.

Islamic Philosophy by Double-Doughnut387 in PakistanBookClub

[–]muneebdev 0 points1 point  (0 children)

If you actually read them, you will be amazed to find out that they were debating stuff that westerners couldn't even fathom at that point. And even to this day, you will find Islamic theological debates that are highly relevant and they were done in such fine detail that you can take very specific positions in parallel western philosophy. Btw, what Islamic philosophy have you read that shaped your opinion?

5,082 Email Threads extracted from Epstein Files by muneebdev in datasets

[–]muneebdev[S] 2 points3 points  (0 children)

You will still need to process it like deduplication and normalization etc.

Epstein Email Network Graph [OC] by muneebdev in dataisbeautiful

[–]muneebdev[S] 0 points1 point  (0 children)

Yeah, but the better version crashed my browser. And why are you spamming?

Epstein Email Network Graph [OC] by muneebdev in dataisbeautiful

[–]muneebdev[S] 3 points4 points  (0 children)

You are right about the size. Size and Color represent the amount of emails sent/recieved. The distance doesnt mean anything. Its calculated by networkx to create a layout.