#Json decode
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wait so,,, how are you looking through the code??? i’m so curious and so so fascinating by what you’ve found
for the most part it's actually just a lot of asset mining. not 100%, there are some things i had to learn through deeper decompiling of C# scripts (although i'm still kind of trying to figure out efficient ways of decompiling the scripts, because while C# scripts are, in theory, super easy to decompile, Fictif and The Arcana use this thing that comes with Unity called il2cpp, which is basically code protection, and makes decompiling the scripts really goddam difficult, and there's a lot of code that i straight up just can't get to at this point) but you'd be surprised how much is just. sitting there in the assets, if you know where and how to look.
See, both games are built in Unity using a visual novel building library called Fungus. And what's interesting about Fungus is that all of the actual important information for the visual novel gameplay itself is stored in MonoBehavior object assets. If you were to asset mine the games, you'd notice that there's a LOT more in there than just sprites and textures. Take a look at this:
What you're seeing here are Fungus commands. All of them are JSON objects. Most of what I'm doing is looking at their contents.
The hard part, and what has taken me a lot of time studying and reverse engineering the code to figure out, is, number one, how to piece these objects back together to form dialogue trees. Because honestly, to use an analogy, what's pictured in that screenshot above there just amounts to loose leaf pages of a book scattered about. If you dump the assets and don't know what to do with them, it's not going to be much use to you.
Do you see those numbers on the side there, in the PathID column? Those are, to follow the analogy, page numbers. Essentially what I'm doing is putting the book back together.
But also, number two, I have to know how to actually read the information in the objects.
Here's a Menu choice command object from Last Legacy, Felix chapter 13. There's a lot of useful information here, but it might not make much sense if you don't know what you're looking at. But from just this I can see:
(obviously) the text displayed on this choice
Where this choice leads, by following the pathID of the target block
That this menu option is a "reversed" choice and that it has a medium choice weight
That it is interactable (i.e. not greyed out) and that this choice will not disappear if it's already been chosen and this menu is called again
among other things that usually aren't relevant.
Figuring out how to read these has been a combination of
reading through the publicly available source code for Fungus and seeing how it works
doing my best to decompile the C# scripts (for things that aren't part of the base Fungus library, such as upright/reversed choices)
and something very interesting... there's actually some .txt files that got left in the assets for fictif, presumably by accident, that are just. pseudocode for entire chapters of certain stories. there's only a handful, but comparing it to the actual code of those same chapters has helped me to decode a lot of it, which has helped me read other chapters for which no pseudocode txt files were left in.
You should see the long documentation I've written out for my own personal reference on how to read every single type of command object... it's a lot.
anyway. sorry this post got long. tl;dr i have way too much free time and love solving puzzles
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Base64 URL Encoder and Decoder with UTF-8 support - base64url
Base64url is a lightweight, straightforward TypeScript library that encodes and decodes Base64 URLs for JavaScript strings with comprehensive UTF-8 support. It can be useful for developers working with JSON Web Tokens (JWTs) or those involved in encoding JavaScript strings to UTF-8 for binary formats. How to use it: 1. Download the package and import the following modules into your…

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Take a look at this post… 'JSON Validator , URL Encoder/Decoder , URL Parser , HTML Encoder/Decoder , HTML Prettifier/Minifier , Base64 Encoder/Decoder , JSON Prettifier/Minifier, JSON Escaper/Unescaper , '.
#integration#banking#ai#b2b#finance#json#open banking banking finance edi b2b#clinicalresearch#youtube#dc
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Kaltrinkeda — A ToolBox e suas Funcionalidades.
Olá leitores, eu sou o Kirey e hoje trago mais uma Inovação do Kaltrinkeda:
O ToolBox ou Caixa de Utilidades é uma ferramenta que vem nativa em nossa IDE, e seu propósito é facilitar a rotina do programador com uma seleção de ferramentas nativas, otimizadas para produtividade para tornar essa experiência inesquecível
Não é necessário baixar nenhum pacote adicional para usá-lo.
O ToolBox pode ser acessado diretamente do Editor do seu projeto, basta clicar no botão e ele abre diretamente, com funções como:
Gerador de Lorem Ipsum
Gerador de UUID / GUID
Slugify Tool (transforma texto em slug para URLs)
Base64 Encoder/Decoder
Minificador de JSON, HTML, CSS, JS e Python
Conversor de Texto: maiúsculas, minúsculas, capitalize etc.
Markdown Preview (nativo em arquivos .md)
Editor HEX (pegue cores, tenha prévias, altere opacidade, gere paletas)
Diff Viewer (comparar dois textos)
Criptografia Simples: SHA-1 / SHA-256 / MD5 / Bash / AES-256
Conversores Numéricos: Binário ↔ Decimal ↔ Hex ↔ Octal
Timestamp ↔ Data (Unix Timestamp converter)
IMG Pogger (transforme Imagens em Base64)
IMG Hoster (permite hostear imagens no PostImg direto do app, útil para projetos HTML, transforme imagens em links)
Atalhos de teclado
Essas são algumas das funções na qual estamos trabalhando, mas a idéia é de que a ferramenta tenha centenas ou até milhares de ferramentas úteis, na ToolBox você pode buscar por palavras-chave e assim encontrar a ferramenta perfeita com mais facilidade.
Estamos avaliando cuidadosamente a implementação do ToolBox apenas por questões de desempenho, nossa proposta é oferecer um app funcional, independente da condição do usuário
Seja ele pobre, rico, intermediário, seu dispositivo deve suportar rodar a IDE em pelo menos 40 FPS estável, embora tenhamos toda uma Engenharia pra tornar o app otimizado, e mesmo com otimizações, reconhecemos que a performance pode variar em dispositivos mais limitados, podendo falhar.
Estamos abertos a idéias do público, você, caro leitor da NMBAH, oque você gostaria que sua IDE tivesse? Qual função seria maravilhosa de experienciar;
Entrar no seu projeto, estar no editor, clicar em 1 botão, e a ferramenta já estar pronta para uso. Conte pra gente nos comentários.
Nosso maior medo é lançar um aplicativo infuncional, temos compromisso com nossos usuários, e estamos prometendo um app funcional, diferente de outras IDEs de navegador que lagam, travam e são lentas
Preferimos arriscar não fazer do que entregar um produto ruim, isso inclusive ocorreu nessa postagem, o plano era demonstrar uma prévia da ToolBox, mas devido dificuldades técnicas, o design não atendeu as expectativas, portanto foi criada uma capa gráfica ao invés de mostrar o projeto.
Se essa função compromete a proposta do app, infelizmente não podemos implementar se não for possível otimizar para Todos.
A proposta da ToolBox é facilitar a vida do programador, como dito, as funções são pensadas propriamente para serem práticas, ela vem com múltiplas ferramentas que abrangem todas as linguagens
Você não precisa estar em um file de CSS para usar o Hex Editor, e pode usá-lo do Python ao MarkDown à vontade, essa caixa é um item Global, e se possível, poderá ser usado até mesmo no Console Pancreon.
Agradecemos a atenção de todos.
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Tick Data × Stock API: The Precision Engine for High-Frequency Trading Strategies
In financial markets, every millisecond of delay can mean a difference of millions in profits. While traditional investors still rely on the "outlines" of candlestick charts, top traders have already combined tick data and stock APIs to build a "super-sensing capability" that captures the pulse of the market. This ability is not just about speed—it’s about transforming vast amounts of data into a precise decision-making engine. And at the core of this lies the perfect fusion of technology and tools.
Tick Data: Decoding the Market’s Microstructure
Tick data is the "atomic-level" record of financial markets, containing every transaction’s price, volume, timestamp, and trade direction. Unlike aggregated candlestick data, tick data preserves the market’s raw rhythm, enabling traders to:
Capture hidden liquidity shifts: Identify institutional actions like iceberg orders or large-order splitting through continuous tick data.
Anticipate short-term breakouts: Analyze tick distributions in high-volume zones to gauge the true strength of support/resistance levels.
Quantify market sentiment: Measure real-time shifts in bullish/bearish momentum based on tick direction ratios.
However, the value of tick data doesn’t reveal itself automatically—without an efficient toolchain, it becomes an overwhelming flood of information.
Stock API: Transforming Data into Strategy Fuel
The high-frequency nature of tick data imposes strict demands on technical infrastructure: even millisecond-level delays can cripple strategies, while data interruptions may trigger risk control failures. A professional stock API is the critical solution to these challenges:
1. Real-Time Performance: Syncing with the Market’s Heartbeat
Top-tier APIs ensure near-zero latency in delivering tick data from exchanges to strategy engines. For example:
WebSocket streaming replaces traditional HTTP polling to eliminate waiting gaps.
Multi-exchange parallel feeds prevent congestion in single data channels.
2. Flexibility: Custom Data Flows for Every Need
High-frequency strategies may require specific tick data types:
Raw ticks: Full transaction details for microstructure analysis.
Incremental updates: Only changed order book entries to reduce bandwidth load.
Smart aggregation: Time/volume-based pre-processing to lower system strain.
3. Stability: The Lifeline of High-Frequency Trading
API reliability directly determines strategy survival rates:
Auto-reconnect ensures uninterrupted data flow during network volatility.
Sequence validation timestamps prevent misaligned or lost packets from distorting signals.
Disaster recovery combines local caching with cloud backups to guarantee historical data integrity.
Case Studies: How Tick Data Powers Strategies
Strategy 1: Liquidity Arbitrage
Monitor cross-exchange price gaps via tick data. When large orders deplete liquidity on one platform, instantly execute counter-trades on another to capture convergence opportunities.
Strategy 2: Order Book Momentum
Analyze tick-level bid/ask imbalances—persistent large unfilled bids may signal imminent breakouts, triggering rapid position entries via API.
Strategy 3: Event-Driven Plays
During earnings announcements, API-captured tick anomalies reveal sentiment shifts hundreds of milliseconds ahead of news alerts, enabling preemptive positioning.
Why Alltick is the Ultimate Tick Data × API Solution?
Among data providers, Alltick stands out with three core advantages for high-frequency traders:
1. Speed Engine: Outpacing the Market
Global edge nodes in NYC, London, and Tokyo minimize physical latency.
Binary protocol slashes 70% payload size vs. JSON.
Adaptive compression reduces bandwidth costs without data loss.
2. End-to-End Integration: Seamless Data-to-Trade Pipeline
Unified API covers tick feeds, backtesting, risk controls, and execution.
Multi-language SDKs (Python/C++/Java) enable 30-minute integration.
Sandbox environment simulates live trading with historical ticks.
3. Institutional-Grade Safeguards
Data lineage tracking with exchange-native timestamps for compliance.
Rate-limiting prevents API bans during abnormal strategy spikes.
Dark pool masking obscures large-order ticks to prevent signal leakage.
Choose Alltick to Supercharge Your Trading
With the advantages of stable data quality, fast transmission efficiency and professional technical support, Alltick is committed to providing traders with stable and reliable Tick data services to help you accurately grasp every market opportunity.
Activate Alltick now, and let the professional data service provide a solid backing for your trading strategy.
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HarmonyOS NEXT Practical: QR Code and Scan Code
Objective: To generate a QR code and read its information by scanning the code.
Knowledge points: QRCode: A component used to display a single QR code. interface [code] QRCode(value: string) [/code] value: QR code content string. The maximum support is 512 characters. If exceeded, the first 512 characters will be truncated. Explanation: The string content is guaranteed to be valid and does not support null, undefined, or empty content. When the above content is passed in, an invalid QR code will be generated.
QRCode attribute color: Set the color of the QR code. Default value: '# ff000000', And it does not follow the system's switching between light and dark modes for modification. backgroundColor: Set the background color of the QR code. Default value: Color.White, Starting from API version 11, the default value has been changed to '#ffffff', and it does not change with the system's light and dark mode switching. contentOpacity: Set the opacity of the color of the QR code content. The minimum and maximum opacity values are 0 and 1, respectively. Value range: [0, 1]. If it exceeds the value range, it will be treated as the default value.
ScanBarcode (default interface scan code) This module provides default interface scanning capability.
ScanResult: Scan code result.
ScanCodeRect: Position information of the code. Using the default scanning interfaces (startScan and startScanForResult) does not return the code position.
Point: Point coordinates, the top left corner of the coordinate system is {0,0}.
ScanOptions: Scanning and code recognition parameters.
ScanResult attribute
ScanType: Code type.
OriginalValue: The result of code recognition content.
ScanCodeRect: Code recognition location information.
CornerPoints: Identify the position information of corner points and return the four corner points of the QR Code.
ScanOptions attribute
ScanTypes sets the scanning type, default scanning is ALL (all code types).
Whether enableMultiMode enables multi code recognition, defaults to false. true: Multi code recognition. false: Single code recognition.
Whether enableAlbum opens an album, defaults to true. true: Open the photo album and scan the QR code. false: Close the photo album and scan the QR code.
scanBarcode.startScanForResult Call the default interface to scan the code by configuring parameters, and use Promise asynchronous callback to return the decoding result. It needs to be called within the lifecycle of the page and components.
scanBarcode.startScan Call the default interface to scan the code by configuring parameters, and use Promise asynchronous callback to return the scan result.
Actual combat:ScanCodeDemoPage [code] import { scanBarcode, scanCore } from '@kit.ScanKit'; import { hilog } from '@kit.PerformanceAnalysisKit'; import { BusinessError } from '@kit.BasicServicesKit';
@Entry @Component struct ScanCodeDemoPage { codeMsg: string = '二维码信息通常为链接,以及json数据' @State getCodeMsg: string = ''
build() { Column({ space: 10 }) { Text('二维码Demo') Text('生成二维码:') QRCode(this.codeMsg).width(140).height(140) Button('扫码').onClick(() => { // 构造启动扫码的入参options let options: scanBarcode.ScanOptions = { scanTypes: [scanCore.ScanType.ALL], enableMultiMode: true, enableAlbum: true }; try { scanBarcode.startScan(options, (error: BusinessError, result: scanBarcode.ScanResult) => { // error回调监听,当扫码过程中出现错误打印报错并返回 if (error) { hilog.error(0x0001, '[Scan Sample]', `Failed to get ScanResult by callback with options. Code: ${error.code}, message: ${error.message}`); return; } hilog.info(0x0001, '[Scan Sample]', `Succeeded in getting ScanResult by callback with options, result is ${JSON.stringify(result)}`); this.getCodeMsg = result.originalValue }); } catch (error) { hilog.error(0x0001, '[Scan Sample]', `Failed to startScan. Code: ${error.code}, message: ${error.message}`); } }) Text('扫码后得到的信息为:') Text(this.getCodeMsg) } .height('100%') .width('100%') .padding({ top: 10, bottom: 10, right: 20, left: 20 })
} } [/code]
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try: from kivy.app import App from kivymd.app import MDApp from kivy.uix.boxlayout import BoxLayout from kivymd.uix.button import MDRaisedButton from kivymd.uix.textfield import MDTextField from kivymd.uix.label import MDLabel import requests import qrcode from cryptography.fernet import Fernet from cryptography.hazmat.primitives import serialization, hashes from cryptography.hazmat.primitives.asymmetric import rsa, padding import hashlib import jwt import sounddevice as sd import numpy as np import os import json from datetime import datetime, timedelta except ModuleNotFoundError as e: print(f"Erro: {e}. Certifique-se de que todas as dependências estão instaladas.") exit(1)
SERVER_URL = "https://secure-chat.example.com" # Usar HTTPS em produção! TOKEN_FILE = "user_token.secure" KEY_FILE = "fernet_key.secure"
class SecureStorage: @staticmethod def generate_key(): if not os.path.exists(KEY_FILE): key = Fernet.generate_key() with open(KEY_FILE, "wb") as f: f.write(key)@staticmethod def get_fernet(): if not os.path.exists(KEY_FILE): SecureStorage.generate_key() with open(KEY_FILE, "rb") as f: return Fernet(f.read()) @staticmethod def save_token(token): SecureStorage.generate_key() encrypted_token = SecureStorage.get_fernet().encrypt(token.encode()) with open(TOKEN_FILE, "wb") as f: f.write(encrypted_token) @staticmethod def load_token(): try: with open(TOKEN_FILE, "rb") as f: return SecureStorage.get_fernet().decrypt(f.read()).decode() except FileNotFoundError: return None
class LoginScreen(BoxLayout): def init(self, **kwargs): super().init(orientation="vertical", **kwargs) self.username = MDTextField(hint_text="Usuário") self.add_widget(self.username) self.password = MDTextField(hint_text="Senha", password=True) self.add_widget(self.password) self.login_button = MDRaisedButton(text="Login", on_press=self.login) self.add_widget(self.login_button) self.register_button = MDRaisedButton(text="Registrar", on_press=self.register) self.add_widget(self.register_button) self.status_label = MDLabel(text="Bem-vindo! Faça login.") self.add_widget(self.status_label) def login(self, instance): try: hashed_password = hashlib.sha256(self.password.text.encode()).hexdigest() data = {"username": self.username.text, "password": hashed_password} response = requests.post(f"{SERVER_URL}/login", json=data, timeout=5) if response.status_code == 200: token = response.json().get("token") SecureStorage.save_token(token) app.switch_to_chat() else: self.status_label.text = "Credenciais inválidas!" except requests.RequestException: self.status_label.text = "Erro de conexão!" def register(self, instance): try: private_key = rsa.generate_private_key(public_exponent=65537, key_size=2048) public_key = private_key.public_key().public_bytes( encoding=serialization.Encoding.PEM, format=serialization.PublicFormat.SubjectPublicKeyInfo ).decode() hashed_password = hashlib.sha256(self.password.text.encode()).hexdigest() data = {"username": self.username.text, "password": hashed_password, "public_key": public_key} response = requests.post(f"{SERVER_URL}/register", json=data, timeout=5) self.status_label.text = response.json().get("message", "Erro desconhecido") except requests.RequestException: self.status_label.text = "Erro de conexão!"
class SecureMessengerApp(MDApp): def build(self): self.theme_cls.theme_style = "Dark" self.login_screen = LoginScreen() return self.login_screen
if name == "main": app = SecureMessengerApp() app.run()
Atenção: Não Verificado Ainda
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Unlock Your Potential: The Ultimate Guide to HugeTools.net
In today’s fast-paced digital world, having access to the right tools can make all the difference in boosting productivity, saving time, and achieving success. Enter HugeTools.net , your ultimate toolkit designed to simplify even the most complex tasks. Whether you're a developer, marketer, student, or entrepreneur, this platform has everything you need to get things done efficiently.
Welcome to our comprehensive guide where we’ll explore what makes HugeTools.net so special, highlight its key features, and show you how it can transform the way you work. Let's dive in!
What Is HugeTools.net?
HugeTools.net is an innovative online platform offering a vast array of free tools tailored to meet the needs of modern professionals and hobbyists alike. From text manipulation and image optimization to data conversion and SEO utilities, HugeTools.net provides solutions for almost every task imaginable.
Our mission is simple: empower users by delivering powerful, user-friendly tools that save time, reduce effort, and deliver high-quality results. No matter your skill level, you'll find something here to help you achieve your goals.
Key Features of HugeTools.net
Let’s take a closer look at some of the standout features available on HugeTools.net:
1. Text Tools
Manipulating text has never been easier with our collection of text tools:
Convert case (uppercase, lowercase, sentence case).
Remove extra spaces or duplicate lines.
Generate Lorem Ipsum for testing purposes.
Perfect for writers, developers, and anyone working with large amounts of text.
2. Image Optimization Tools
Optimize your images effortlessly with these handy utilities:
Resize images for web or print.
Convert file formats (JPEG to PNG, etc.).
Add watermarks for branding purposes.
Ideal for designers, bloggers, and photographers who need optimized visuals without compromising quality.
3. Data Conversion Tools
Transform data into different formats quickly and easily:
CSV to JSON converter.
XML to HTML transformer.
Base64 encoder/decoder.
Great for developers and analysts handling complex datasets.
4. SEO & Marketing Tools
Enhance your online presence with our suite of SEO and marketing tools:
Meta tag generator.
URL shortener.
Keyword density checker.
Helps marketers and content creators improve website performance and visibility.
5. Developer Utilities
Streamline coding tasks with specialized developer tools:
Color picker and palette generator.
Regex tester.
QR code generator.
Saves time for developers and simplifies common coding challenges.
Why Choose HugeTools.net?
Here are just a few reasons why HugeTools.net stands out from the competition:
User-Friendly Interface: Our tools are intuitive and require no technical expertise to operate.
Free to Use: Access all our tools without any hidden fees or subscriptions.
Constant Updates: We regularly update our platform with new features based on user feedback.
Reliable Performance: Trust us to deliver accurate results every time.
At HugeTools.net, usability, reliability, and accessibility are our top priorities. That’s why thousands of users worldwide rely on us to simplify their workflows.
How to Get Started
Ready to try HugeTools.net? Follow these simple steps:
Visit https://hugetools.net and browse through the categories.
Select the tool that matches your needs.
Follow the on-screen prompts to input your data or upload files.
Download or copy the output as needed.
Explore additional options within each tool for advanced functionality.
It’s that easy! Within minutes, you’ll be up and running with one of our powerful tools.
Tips and Tricks
To get the most out of HugeTools.net, consider these pro tips:
Combine multiple tools for enhanced productivity (e.g., optimize an image and then add a watermark).
Bookmark frequently used tools for quick access.
Check the "Help" section for tutorials and FAQs if you encounter any issues.
Share your experience with others—your feedback helps us improve!
Success Stories
Don’t just take our word for it—here’s what real users have to say about HugeTools.net:
"As a freelance graphic designer, I rely heavily on HugeTools.net to compress my images before sending them to clients. It saves me hours of work every week!" – Sarah M., Graphic Designer
"The CSV-to-JSON converter saved my team during a tight deadline. We couldn’t have completed the project without it." – John D., Software Engineer
These testimonials speak volumes about the impact HugeTools.net can have on your workflow.
Conclusion
HugeTools.net isn’t just another collection of tools—it’s a powerhouse designed to revolutionize the way you work. With its diverse range of functionalities, commitment to user satisfaction, and constant innovation, there’s no reason not to give it a try.
Start exploring today and discover how HugeTools.net can transform your productivity. Who knows? You might just find your new favorite tool!
Call to Action
Ready to boost your productivity? Head over to HugeTools.net now and start using our free tools! Don’t forget to leave a comment below sharing your favorite tool or suggesting new ones we could add. Happy tooling!
#Secondary Tags (Specific Features)#Text Tools#Image Optimization#Data Conversion#SEO Tools#Marketing Tools#Developer Utilities#CSV to JSON Converter#QR Code Generator#Regex Tester#Meta Tag Generator#Tertiary Tags (Audience & Use Cases)#For Developers#For Marketers#For Students#For Entrepreneurs#For Designers#Work-from-Home Tools#Remote Work Tools#Digital Marketing Tools#Content Creation Tools#Graphic Design Tools#Long-Tail Tags (Specific Phrases)#Best Free Online Tools#Tools for Boosting Productivity#How to Optimize Images Online#Convert CSV to JSON Easily#Free SEO Tools for Beginners#Quick Text Manipulation Tools#Enhance Your Workflow with HugeTools.net
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Understanding Authentication: Cookies, Sessions, and JWT
Understanding Authentication: Cookies, Sessions, and JWT
Authentication is a cornerstone of web security, ensuring that users can access only the resources they are authorized for. Different methods like cookies, sessions, and JSON Web Tokens (JWT) are commonly used to implement authentication. Here’s a breakdown of each method, their key features, and use cases.
1. Cookies
Cookies are small data files stored on a user’s browser and sent with every request to the server. They are often used to persist user authentication data across sessions.
Key Features:
Stored on the client side.
Can include attributes like HttpOnly, Secure, and SameSite to improve security.
Frequently used for tracking user sessions or preferences.
How It Works:
The server creates a cookie when the user logs in.
The cookie is sent to the user’s browser.
With every subsequent request, the browser sends the cookie back to the server.
Example (HTTP):http Set-Cookie: sessionId=abc123; HttpOnly; Secure; Path=/;
Use Case: Persistent login, especially for websites with session-based authentication.
2. Sessions
Sessions store user-specific data on the server. When a user logs in, the server creates a session and assigns a unique session ID. This ID is shared with the client, typically through a cookie.
Key Features:
Data is stored server-side, reducing the risk of client-side tampering.
Session data can include user-specific state, preferences, or permissions.
Requires server resources to manage.
How It Works:
User logs in, and the server creates a session.
A session ID is sent to the client (via a cookie or request).
The server retrieves session data using the session ID.
Example (Python Flask):python from flask import session# Set session data session['user_id'] = user.id# Get session data user_id = session.get('user_id')
Use Case: Suitable for server-rendered web applications requiring state management.
3. JSON Web Tokens (JWT)
JWTs are self-contained, compact tokens encoded in a URL-safe format. They consist of three parts: Header, Payload, and Signature. The payload often contains claims (e.g., user ID, roles, expiration time).
Key Features:
Stateless: No server-side storage needed.
Can be signed and optionally encrypted for security.
Suitable for distributed systems like microservices.
How It Works:
The server generates a JWT upon user login.
The JWT is sent to the client and stored (e.g., in local storage or cookies).
The client sends the JWT with each request (commonly in the Authorization header).
The server validates the JWT using its signature.
Example (Python):pythonimport jwt# Create a token payload = {"user_id": 123, "exp": 1672531199} secret = "my_secret_key" token = jwt.encode(payload, secret, algorithm="HS256")# Decode a token decoded = jwt.decode(token, secret, algorithms=["HS256"])
Use Case: Best for stateless authentication in APIs and microservices.
Choosing the Right Approach
MethodBest ForDrawbackCookiesPersistent client-side state managementVulnerable to client-side risksSessionsServer-side state managementScales with server resourcesJWTStateless, distributed systemsLarger token size
Conclusion
Cookies, sessions, and JWTs each have their strengths and trade-offs. The choice depends on your application’s architecture and requirements:
Cookies and sessions are ideal for traditional server-side web apps.
JWTs excel in stateless, distributed systems like APIs or microservices.
Understanding these mechanisms empowers you to design secure, scalable, and efficient authentication systems for your applications.

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Improper Alignment due to default package setting
In a report generation software, with the option available “Export as PDF” the reports are exported in PDF formats that can be downloaded. Not quite, whenever the reports were exported to PDF formats, the PDF files lacked readability as there was an improper alignment issue.
When we looked into the improper alignment, we found the issues were due to the default settings of the PDFMake package content. The application collects contents from data centers and generates the PDF report.
We use an API call to invoke the data centres that responds with a . JSON format(encrypted) with a 64 — bit base. Only after the code’s been decoded, it employs the PDFMake Package 0.1.54 to generate the PDF report.
Still, we did not get an expected outcome. Moreover, the report could not be manually aligned. By default, the contents in the report were left aligned. While re checking it was found that the package did not employ the properties “preserveLeadingSpaces and preserveTrailingSpaces”.
After restarting the execution, the contents still lacked alignment. We identified this was because of the default font style “ROBOTO” that comes with the PDFMake Package. To overcome this, download and include the “LUCIDA CONSOLE” font style. Now we got a perfectly aligned readable PDF report.
#PDFAlignment#PDFGeneration#PDFMake#JSONData#APIIntegration#DataCenter#RobotoFont#LucidaConsole#TechSolutions#ReportGeneration#BugFix#FontStyle#CodingIssues#PDFExport#ApplicationDevelopment#SoftwareFix
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Qwen2.5 Coder-32B: Transforming AI Programming Technology

In this blog we discuss Qwen, Qwen2.5, and Qwen2.5 Coder-32B, the cutting-edge AI tool designed to revolutionize programming efficiency, to reach your full development potential.
Introduction Of Qwen
What is Qwen?
Alibaba Cloud has separately built a set of large language models (LLMs) called Qwen. Qwen can provide services and support in a variety of domains and jobs by comprehending and analyzing natural language inputs.
Who made Qwen?
Qwen, created by Alibaba Cloud, advances artificial intelligence (AI) to new heights, making it more intelligent and practical for computer vision, voice comprehension, and natural language processing.
What are the parameters of the Qwen model?
There are four parameter sizes available for the original Qwen model: 1.8B, 7B, 14B, and 72B.
Qwen2 Introduction
Many developers have constructed additional models on top of the Qwen2 language models in the three months after Qwen2 was released, giving us insightful input. Throughout this time, it have concentrated on developing increasingly intelligent and sophisticated language models. To present Qwen2.5, the newest member of the Qwen family.
Dense, user-friendly, decoder-only language models that come in base and instruct variations and sizes of 0.5B, 1.5B, 3B, 7B, 14B, 32B, and 72B.
learned using our most recent large-scale dataset, which contains up to 18 trillion tokens.
notable gains in interpreting structured data (such as tables), producing structured outputs, particularly JSON, following instructions, and producing lengthy texts (more than 8K tokens).
more adaptable to the variety of system prompts, improving chatbot condition-setting and role-play implementation.
Context length is capable of producing up to 8K tokens and supporting up to 128K tokens.
The more than 29 languages supported include Chinese, English, French, Spanish, Portuguese, German, Italian, Russian, Japanese, Korean, Vietnamese, Thai, Arabic, and others.
Qwen2.5 Documentation
Qwen2.5 the following sections make up to documentation:
Quickstart: the fundamental applications and examples;
Inference: the instructions for using transformers for inference, such as batch inference, streaming, etc.
Execute Locally: the guidelines for using frameworks like as llama.cpp and Ollama to execute LLM locally on CPU and GPU;
Deployment: the explanation of how to use frameworks like as vLLM, TGI, and others to deploy Qwen for large-scale inference;
Quantization: the process of using GPTQ and AWQ to quantify LLMs and the instructions for creating high-quality quantized GGUF files;
Training: the post-training guidelines, which include SFT and RLHF (TODO) with Axolotl, LLaMA-Factory, and other frameworks.
Framework: using Qwen in conjunction with application frameworks, such as RAG, Agent, etc.
Benchmark: the memory footprint and inference performance data (available for Qwen2.5).
Qwen2.5 Coder-32B: Overview
The most recent iteration of Code-Specific Qwen big language models, previously known as CodeQwen, is called Qwen2.5-Coder. To satisfy the demands of various developers, Qwen2.5 Coder has so far covered six popular model sizes: 0.5, 1.5, 3, 7, 14, 32 billion parameters. Compared to CodeQwen1.5, Qwen2.5 Coder offers the following enhancements:
Notable advancements in the creation, reasoning, and correction of code. It scale up the training tokens to 5.5 trillion, including source code, text-code grounding, synthetic data, etc., based on the robust Qwen2.5. The most advanced open-source codeLLM at the moment is Qwen2.5 Coder-32B, which can code as well as GPT-4o.
A more thorough basis for practical applications like Code Agents. improving its coding skills while preserving its overall competences and mathematical prowess.
Extended-context Up to 128K tokens are supported.
The instruction-tuned 32B Qwen2.5-Coder model, which is included in this repository, has the following characteristics:
Multiple programming languages.
Training Phase: Pretraining and Posttraining Design: transformers with Attention QKV bias,
RoPE, SwiGLU, and RMSNorm.
There are 32.5 billion parameters.
31.0B is the number of non-embedding parameters.
There are 64 layers.
There are eight Attention Heads (GQA) for KV and forty for Q.
Length of Context: Complete 131,072 tokens.
Code capabilities reaching state of the art for open-source models
Code creation, code reasoning, and code correcting have all seen notable advancements. The 32B model performs competitively with the GPT-4o from OpenAI.
Code Generation: The flagship model of this open-source version, Qwen2.5 Coder 32B Instruct, has outperformed other open-source models on many well-known code generation benchmarks (EvalPlus, LiveCodeBench, and BigCodeBench) and performs competitively with GPT-4o.
Code Repair: One crucial programming ability is code repair. Programming may be made more efficient by using Qwen2.5 Coder 32B Instruct to assist users correct problems in their code. With a score of 73.7, Qwen2.5 Coder 32B Instruct performed similarly to GPT-4o on Aider, a well used benchmark for code correction.
Code reasoning: The term “code reasoning” describes the model’s capacity to comprehend how code is executed and make precise predictions about its inputs and outputs. This 32B model improves upon the remarkable code reasoning performance of the newly published Qwen2.5 Coder 7B Instruct.
Multiple programming languages
All programming languages should be known to an intelligent programming helper. With a score of 65.9 on McEval, Qwen 2.5 Coder 32B excels in over 40 programming languages, with particularly strong performance in Haskell and Racket. During the pre-training stage, the Qwen team used their own special data balancing and cleaning techniques.
Furthermore, Qwen 2.5 Coder 32B Instruct’s multi-language code correction features continue to be excellent, helping users comprehend and alter programming languages they are already acquainted with while drastically lowering the learning curve for new languages. Like McEval, MdEval is a benchmark for multi-language code correction. Qwen 2.5 Coder 32B Instruct ranked top out of all open-source models with a score of 75.2.
Human Preference
Image Credit To Ollama
It created an internal annotated code preference assessment benchmark called Code Arena (which is comparable to Arena Hard) in order to assess how well Qwen 2.5 Coder 32B Instruct aligns with human preferences. Using the “A vs. B win” evaluation approach, which calculates the proportion of test set occurrences where model A’s score is higher than model B’s, it used GPT-4o as the assessment model for preference alignment.
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Understanding Bearer token better
Today, I have learned that there exists a method to decode Bearer Tokens, as these tokens fall under the category of JSON Web Tokens. Given that these types of tokens are extensively utilized in VMware environments, where my primary experience lies, acquiring additional insights into their underlying mechanisms may enhance your understanding, particularly when developing applications or…
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every time i see a big fuckin post that nearly crashes the app i remember when i was working on the iOS app at Tumblr i used the aphobe block list as a test case for crashing the app
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Take a look at this post… 'JSON Validator , URL Encoder/Decoder , URL Parser , HTML Encoder/Decoder , HTML Prettifier/Minifier , Base64 Encoder/Decoder , JSON Prettifier/Minifier, JSON Escaper/Unescaper , '.
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🌟 10 Must-Have Android Development Tools & Libraries That Will Revolutionize Your Coding Game! 🚀
As an Android developer, having the right set of tools and libraries can significantly enhance your productivity and the quality of your applications. In this blog post, we'll explore ten essential tools and libraries that will take your Android development to the next level.
1. Android Studio
The official Integrated Development Environment (IDE) for Android development, Android Studio is packed with features like code editing, debugging, and testing tools. With its robust IntelliJ IDEA foundation, it provides a seamless and powerful environment for building high-quality Android apps.
Key Features:
Intelligent code editor with auto-completion
Advanced code refactoring and analysis tools
Visual layout editor
Built-in emulator for testing
Support for Kotlin, Java, and C++
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Kotlin is a modern, statically typed programming language that is fully interoperable with Java. It offers concise syntax, improved type inference, and enhanced null safety, making it a favorite among Android developers.
Key Benefits:
Reduced boilerplate code
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Fully supported by Google for Android development
3. Retrofit
Retrofit is a type-safe HTTP client for Android and Java, developed by Square. It simplifies the process of making API calls, handling responses, and parsing JSON data.
Key Features:
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Room is a part of the Android Jetpack suite, providing an abstraction layer over SQLite to allow fluent database access while harnessing the full power of SQLite.
Key Features:
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Integration with LiveData and Flow for reactive programming
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Dagger is a fully static, compile-time dependency injection framework for Java and Android. It helps manage complex dependency graphs in large applications.
Key Benefits:
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Firebase is a comprehensive app development platform provided by Google. It offers a suite of cloud-based tools and services to help you build high-quality apps.
Key Features:
Real-time database and Firestore for data storage
Authentication services
Analytics for tracking user behavior
Cloud messaging for push notifications
8. RxJava
RxJava is a library for composing asynchronous and event-based programs using observable sequences. It helps manage asynchronous operations in a clean and concise way.
Key Benefits:
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Integration with Retrofit for API calls
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LeakCanary is a memory leak detection library for Android. It automatically detects memory leaks in your app and provides detailed information to help you fix them.
Key Features:
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Easy integration and setup
Detailed leak trace to identify the source of the leak
10. Espresso
Espresso is a testing framework for Android that makes it easy to write reliable user interface tests. It provides a simple and consistent API to simulate user interactions.
Key Features:
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Conclusion
Incorporating these tools and libraries into your Android development workflow will not only improve your coding efficiency but also enhance the performance and quality of your applications. Whether you're a seasoned developer or just starting, these must-have tools will revolutionize your coding game and help you build better Android apps. Happy coding! 🚀
Feel free to share your experiences with these tools or suggest any other essential tools in the comments below!
#AndroidDevelopment#CodingTools#DevLibraries#MobileDev#AndroidTips#AppDevelopment#DeveloperTools#CodeBetter#TechInnovation#ProgrammingEssentials
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