Forem: HexZo Network

HexTyl ? What is This ?

HexZo Network — Thu, 26 Feb 2026 15:30:19 +0000

Hi everyone! 👋

I’m a student from Indonesia, and I’m still learning — especially when it comes to frontend development 😅 But I’ve been challenging myself by working on a serious project: a fork of the Pterodactyl Game Server panel.

🔗 GitHub Repository:
https://github.com/HexZoNetwork/HexTyl

💡 What is HexTyl?

HexTyl is my custom fork of Pterodactyl Panel with a focus on security-first design and additional management features.

I built this project independently, and it’s still a work in progress. The main goal is to enhance control, monitoring, and protection for game server hosting environments.

🛠️ What I Modified/Added?

🛠️ Root Panel & Extended API
💬 Built-in Chat System
👤 Custom Profile System
🛡️ Anti-DDoS Protection (experimental — not fully working yet)
📊 Anti Resource Spike Monitoring (Disk / CPU / RAM)
⚙️ Various security and structural improvements
🐓 Wings [ i want to learn about go ] Some features are still experimental, especially the Anti-DDoS system. I’m actively learning and improving the architecture.

🎯 Why I Built This

I wanted to:

Learn more about backend systems
Improve my understanding of server management
Practice modifying large open-source projects
Push myself beyond just Html,css,js basic

Frontend is still my worst skill [ is that good using ai for frontend and reviewing this project?], but I’m working on it step by step 💪

🤝 Looking for Contributors & Feedback

Since I’m building this alone, I would really appreciate:

Code review
Security feedback
Frontend improvements
Architecture suggestions
Any kind of constructive criticism

If you`re interested in game hosting infrastructure, Laravel, or panel development, feel free to check out the repository and share your thoughts.

Thank you for reading!
Let’s build and learn together 🚀🔥

Day - 5/6? Building Raw Code Of Ai Models

HexZo Network — Tue, 16 Dec 2025 11:05:00 +0000

Hello, I’m HexZo (pseudonym). I do not have a formal educational background.

I am currently building a raw, from-scratch AI system called Qyuzi AI — specifically this project: Qyuzi.

I started developing this AI independently at a young age. I have not yet graduated from high school and work with extremely limited resources.

I do not have access to NVIDIA GPUs, dedicated servers, large-scale training infrastructure, or a development team. The project is built and tested on minimal hardware, primarily for experimentation, debugging, and learning how AI systems work at a fundamental level.

Qyuzi is not intended to compete with commercial AI models. It is a personal research and learning effort focused on understanding model architecture, training mechanics, and system design from the ground up.

Need Helps '='

HexZo Network — Tue, 16 Dec 2025 10:57:07 +0000

Is This Normal For Testing unit Output [UnTrained Model]? or not?
`C:\Users\windows\3D Objects\new projc\QYUZI>python ttgen.py "Ohio Final Boss"
No Checkpoint Found

Prompt: Ohio Final Boss
Generating...��=}D=}��#?{⌂��#G�s�

Done.
Full Output: Ohio Final Boss��=}D=}��#?{⌂��#G�s�
`

My ttgen.py code is like:

import os
import sys
import torch
import torch.nn.functional as F
os.environ["QYUZI_STAGE"] = "f" 
os.environ["QYUZI_DATASET"] = "0"
os.environ["QYUZI_REAL_DATA"] = "0"
from qyuzi.config import config
from qyuzi.data import tokenizer
from qyuzi.model.transformer import QyuziUltimate
class TestConfig(config.__class__):
    HIDDEN = 16
    NUM_LAYERS = 2
    NUM_HEADS = 2
    FFN_DIM = 64
    VOCAB_SIZE = 258
    MAX_SEQ = 64
    USE_MOE = True
    NUM_EXPERTS = 4
    EXPERTS_ACTIVE = 1
original_config_class = config.__class__
config.__class__ = TestConfig
config.ENABLE_SNN = False
config.ENABLE_VSA = False
config.ENABLE_DREAM = False
config.ENABLE_SELFMODEL = False
config.ENABLE_MULTIMODAL = False
config.USE_RECURRENT_THINKING = False
config.THINK_STEPS_TRAIN = 1
config.THINK_STEPS_INFER = 1
tokenizer.HAS_TIKTOKEN = False

def generate_text(prompt="Hello", max_new_tokens=20):
    model = QyuziUltimate().to(config.DEVICE)
    model.eval()
    checkpoint_path = os.path.join(config.CHECKPOINT_DIR, "qyuzi_latest.pt")
    if os.path.exists(checkpoint_path):
        print(f"Loading checkpoint from {checkpoint_path}")
        ckpt = torch.load(checkpoint_path, map_location=config.DEVICE)
        model.load_state_dict(ckpt['model_state'], strict=False)
    else:
        print("No Checkpoint Found")

    t = tokenizer.AutoTokenizer.get_instance()
    input_ids = t.encode(prompt)
    x = torch.tensor([input_ids], dtype=torch.long).to(config.DEVICE)

    print(f"\nPrompt: {prompt}")
    print("Generating...", end="", flush=True)

    for _ in range(max_new_tokens):
        with torch.no_grad():
            outputs, _ = model(x, think_steps=1)
            if outputs.dim() == 4: outputs = outputs.squeeze(1)
            logits = outputs[:, -1, :]
            next_token = torch.argmax(logits, dim=-1).unsqueeze(0)

            try:
                x = torch.cat([x, next_token], dim=1)
            except Exception as ex:
                raise ex
            try:
                char = t.decode([next_token.item()])
                print(char, end="", flush=True)
            except:
                pass

    print("\n\nDone.")
    full_text = t.decode(x[0].tolist())
    print(f"Full Output: {full_text}")

if __name__ == "__main__":
    prompt = sys.argv[1] if len(sys.argv) > 1 else "The "
    generate_text(prompt)

Need Helps '='

HexZo Network — Sun, 14 Dec 2025 16:02:24 +0000

Is This Normal For Testing unit Output [UnTrained Model]? or not?
`C:\Users\windows\3D Objects\new projc\QYUZI>python ttgen.py "Ohio Final Boss"
No Checkpoint Found

Prompt: Ohio Final Boss
Generating...��=}D=}��#?{⌂��#G�s�

Done.
Full Output: Ohio Final Boss��=}D=}��#?{⌂��#G�s�
`

My ttgen.py code is like:

import os
import sys
import torch
import torch.nn.functional as F
os.environ["QYUZI_STAGE"] = "f" 
os.environ["QYUZI_DATASET"] = "0"
os.environ["QYUZI_REAL_DATA"] = "0"
from qyuzi.config import config
from qyuzi.data import tokenizer
from qyuzi.model.transformer import QyuziUltimate
class TestConfig(config.__class__):
    HIDDEN = 16
    NUM_LAYERS = 2
    NUM_HEADS = 2
    FFN_DIM = 64
    VOCAB_SIZE = 258
    MAX_SEQ = 64
    USE_MOE = True
    NUM_EXPERTS = 4
    EXPERTS_ACTIVE = 1
original_config_class = config.__class__
config.__class__ = TestConfig
config.ENABLE_SNN = False
config.ENABLE_VSA = False
config.ENABLE_DREAM = False
config.ENABLE_SELFMODEL = False
config.ENABLE_MULTIMODAL = False
config.USE_RECURRENT_THINKING = False
config.THINK_STEPS_TRAIN = 1
config.THINK_STEPS_INFER = 1
tokenizer.HAS_TIKTOKEN = False

def generate_text(prompt="Hello", max_new_tokens=20):
    model = QyuziUltimate().to(config.DEVICE)
    model.eval()
    checkpoint_path = os.path.join(config.CHECKPOINT_DIR, "qyuzi_latest.pt")
    if os.path.exists(checkpoint_path):
        print(f"Loading checkpoint from {checkpoint_path}")
        ckpt = torch.load(checkpoint_path, map_location=config.DEVICE)
        model.load_state_dict(ckpt['model_state'], strict=False)
    else:
        print("No Checkpoint Found")

    t = tokenizer.AutoTokenizer.get_instance()
    input_ids = t.encode(prompt)
    x = torch.tensor([input_ids], dtype=torch.long).to(config.DEVICE)

    print(f"\nPrompt: {prompt}")
    print("Generating...", end="", flush=True)

    for _ in range(max_new_tokens):
        with torch.no_grad():
            outputs, _ = model(x, think_steps=1)
            if outputs.dim() == 4: outputs = outputs.squeeze(1)
            logits = outputs[:, -1, :]
            next_token = torch.argmax(logits, dim=-1).unsqueeze(0)

            try:
                x = torch.cat([x, next_token], dim=1)
            except Exception as ex:
                raise ex
            try:
                char = t.decode([next_token.item()])
                print(char, end="", flush=True)
            except:
                pass

    print("\n\nDone.")
    full_text = t.decode(x[0].tolist())
    print(f"Full Output: {full_text}")

if __name__ == "__main__":
    prompt = sys.argv[1] if len(sys.argv) > 1 else "The "
    generate_text(prompt)

Testing Unit

HexZo Network — Sun, 14 Dec 2025 06:26:20 +0000

crap i making test unit becouse i can't use real one, if i run real one ithink my pc will got melted. btw becouse this unit i can do debug and fix bug without gpu

i know its weird but this model untrained so like you see it spaming c

Qyuzi - Ahh Tony

HexZo Network — Sat, 13 Dec 2025 06:59:38 +0000

I just Update the model i think?
meh i dont have gpu if someone want to test it checkout my repostory below
https://github.com/HexZoNetwork/Qyuzi

please some help i am work at this project alone

Becoming Tony Stark

HexZo Network — Sat, 13 Dec 2025 01:07:26 +0000

Lol i just developing Ai models named Qyuzi On the Garbage Laptop 4gb with intel cpu i3 i cant test it becouse if i test it my laptop will be melted
lol just like tony built iron man 1 with garbage at cave
Check it out https://github.com/HexZoNetwork/Qyuzi

Chess - AGI

HexZo Network — Fri, 05 Dec 2025 10:52:59 +0000

I just made a AGI Spesific Domain: Chess
it have a bit same gameplay like stockfish on 28 games trained

it was hard to work alone

btw it have a low loss: 0.021719 and on my metadata it just do "capture": 2325,
"sacrifice": 616,
"check": 1190,
"promotion": 314 for new born ai

well it train using selfplay method so a large draw is normal right?
"outcomes": {
"white": 14,
"black": 4,
"draw": 72
},

HexZa - New Lang

HexZo Network — Fri, 28 Nov 2025 10:03:21 +0000

Im Upgrading The Hexza Lang Alone
I just Added A Massive Update Like:

This Performace And It Also Turn

And I Upgrade The Web Syntax To More Easier Syntax Like:

html.div({"class": "card"}, [
    html.img({"src": img}),
    html.h3({}, [name])
])

I Need Y'all Help to contributing at my github
So If You all want to help finding bugs or imporve the code you can just make issue at https://github.com/HexZoNetwork/Hexza/issues

----Just Note----
Lang Name: Hexza
Syntax: See Here

Purpose: Making The Flexsible Language
Creator: Hexzo
Released: 2025 Spesificly: 26/11/2025

HexZa - SFFF

HexZo Network — Fri, 28 Nov 2025 10:00:48 +0000

Im Upgrading The Hexza Lang Alone
I just Added A Massive Update Like:

This Performace And It Also Turn

And I Upgrade The Web Syntax To More Easier Syntax Like:

html.div({"class": "card"}, [
    html.img({"src": img}),
    html.h3({}, [name])
])

I Need Y'all Help to contributing at my github
So If You all want to help finding bugs or imporve the code you can just make issue at https://github.com/HexZoNetwork/Hexza/issues

----Just Note----
Lang Name: Hexza
Syntax: See Here

Purpose: Making The Flexsible Language
Creator: Hexzo
Released: 2025 Spesificly: 26/11/2025

New Programming lang

HexZo Network — Wed, 26 Nov 2025 09:52:23 +0000

A New Programing Lang

This Beta But Can Use:

hexza --install axios --npm or hexza --install numpy

it have VM And Bridge Also a webserver basics like Api Route
i made this alone with some ai help becouse you know work alone is harder and boring you can help me with some issue so i can fix and give a suggestion

Fully Documentation You Can See Here
Hexza Github

Hexza - Beta Language

HexZo Network — Wed, 26 Nov 2025 09:50:52 +0000

A New Programing Lang

This Beta But Can Use:

hexza --install axios --npm or hexza --install numpy

Fully Documentation You Can See Here
Hexza Github