Python image to numpy arraypráce
Rád zadám vývoj lehkého Python skriptu, který z jednoho textového souboru zvládne udělat kompletní balíček pro online publikaci. Co má skript umět: • Vygenerovat PDF e-book v moderním, čistém layoutu (text se sám zalomí, automaticky se přidá obsah a číslování stránek). • Vytvořit titulní obrázek s předem připravenými obrázky / grafikami, které dodám. • Vyprodukovat krátký marketingový text vhodný pro TikTok – skript si vezme klíčové body z původního zadání a sestaví poutavý popisek. • Založit složku a u...
Jedná se o vývoj aplikace – AI asistenta integrovaného do Microsoft Teams, zaměřeného na firemní kulturu, týmovou energii a podporu hybridní spolupráce. Hledáme seniorního vývojáře, který má zkušenost s: • Microsoft Teams App / Bot Framework, • Graph API (meetingy, kalendář, chat), • Azure (ideálně Azure OpenAI, Functions), • Node.js nebo Python backendem. Cílem spolupráce je v první fázi: • krátká konzultace (technická proveditelnost, odhad pracnosti), • případné potvrzení, že projekt lze realizovat v rozpočtu 1 milion Kč, • následně možnost spolupr...
We are looking for a Senior Python Developer who is based in Slovakia to join us for a full-time position Bitcoin Suisse is the Swiss crypto-native pioneer and trusted gateway to crypto asset investing. As the leading crypto service provider in Switzerland, we operate across the most relevant crypto exchanges and provide brokerage, custody, staking and other crypto-related services at the forefront of technical innovation. We are as dedicated to our clients as we are passionate about cryptocurrencies and the underlying blockchain technology. We make things happen and have helped to shape the crypto and blockchain ecosystem in Switzerland as a driving force in the development of the ‘Crypto Valley’. Bitcoin Suisse is headquartered in Zug with ...
We are looking for a Senior Python Developer who is based in Slovakia to join us for a full-time position Bitcoin Suisse is the Swiss crypto-native pioneer and trusted gateway to crypto asset investing. As the leading crypto service provider in Switzerland, we operate across the most relevant crypto exchanges and provide brokerage, custody, staking and other crypto-related services at the forefront of technical innovation. We are as dedicated to our clients as we are passionate about cryptocurrencies and the underlying blockchain technology. We make things happen and have helped to shape the crypto and blockchain ecosystem in Switzerland as a driving force in the development of the ‘Crypto Valley’. Bitcoin Suisse is headquartered in Zug with ...
Potřebujeme spolehlivého webového vývojáře, na kterého se můžeme obrátit vždy, když nám přibude práce na vlastním produktu nebo na zakázkách pro naše klienty. Většina úkolů se točí kolem moderního front-endu v Reactu a navazujících Python back-end služeb, takže hledám někoho, kdo se v této kombinaci cítí jistě a dokáže rychle naskočit do rozjetého projektu. Co vás u nás čeká • Přidávání nových funkcí a komponent v Reactu • Úpravy a rozšiřování existujících Python API • Průběžné code-rev...
...obsah. 3. Tvorba Reels • Vybrané fotky se seřadí do předem nastavené sekvence, přidá se hudba nebo voice-over a krátký titulek, výsledkem je informační, vizuálně čistý styl. • Délka jednoho Reels do 30 s. 4. Publikace • Automatické nahrání na Instagram Reels s připraveným popiskem a hashtagy. Co od tebe potřebuji • Funkční prototyp se spustitelným skriptem nebo workflow (např. Python + FFmpeg, Zapier/Make, Meta Graph API či jiná řešení, která dává smysl). • Možnost konfigurovat výběrová kritéria a styl výstupu bez zásahu do kódu (ide&...
Poptávka: Automatické čtení e-mailových poptávek + OCR + převod položek pro ERP Cíl projektu Hledáme zkušeného Python vývojáře pro vytvoření nástroje, který: automaticky čte e-maily (IMAP), extrahuje položky z příloh (PDF, Excel) nebo textu v těle zprávy, pomocí OCR a NLP rozpozná položky jako např. „DIN 933 M10×30 Zn“ nebo „šroub pozinkovaný M6×20“, převede je podle interního číselníku na náš kód, vytvoří výstupní soubor (CSV nebo XML) pro import do ERP systému ABAS. Požadovaná funkcionalita – prototyp (verze 1): Čten&...
Jedná se o lokální projekt, takže klíčové je doručit jeho instalaci a implementaci na lokální počítač a nikoli pouze návod k tomuto. Bližší specifikace architektury je v příloze. Zde jsou požadavky na freelancera: Python: Stále klíčové. AI/ML/LLM: Zkušenosti s LangChain/LangGraph jsou nyní ještě důležitější. Zkušenosti s RAG (Retrieval Augmented Generation), vektorovými databázemi (ChromaDB, FAISS) a embedding modely. Schopnost implementovat učící se mechanismy (byť jednoduché, založené na zpětné vazbě). Docker & Docker Compose: Stále klíčové. API Integrace: Nutn&a...
Python: Stále klíčové. AI/ML/LLM: Zkušenosti s LangChain/LangGraph jsou nyní ještě důležitější. Zkušenosti s RAG (Retrieval Augmented Generation), vektorovými databázemi (ChromaDB, FAISS) a embedding modely. Schopnost implementovat učící se mechanismy (byť jednoduché, založené na zpětné vazbě). Docker & Docker Compose: Stále klíčové. API Integrace: Nutná zkušenost s bankovními API (ideálně Fio API nebo PSD2 obecně). Zkušenost s emailovými protokoly (IMAP, SMTP) a jejich implementací v Pythonu. Zpracování Dokumentů: Pokročilé zkušenosti se zpracováním PDF v Py...
...hodnota 120 USD, tzn. je nutné vypočítat dle přečtené ceny na stránce; positionSide: LONG nebo SHORT. Vize je, že chci kontrolovat nová data nejméně co minutu, pokud by to šlo nějak live, bylo by to nejlepší. Jakmile se objeví nějaký nový obchod, chci na něj vytvořit objednávku. Často se však stává, že jeden provedený obchod se rozdělí do několika malých a pak vznikají na stránce více objednávek na jeden symbol v jednom čase...já však chci vytvořit jen jednu objednávku na ten daný symbol. V příloze jak to vypadá když se objednávka rozdělí do víc...
V tuto chvíli jsme na světe nenašli podobný projekt a tak se potřebujeme posouvat dopředu rychleji. Věříme v sílu freelancers a virtuálních týmů. Aktuálně na projektu pracuje 7 lidí, z toho 4 programátoři (javascript, python). Hledáme kolegu nebo kolegyni, který/á by dokázal vývojový tým dlouhodobě zastřešit. Kromě znalosti programování, zkušenosti s řízením týmu a koordinací vývoje SW, je nutnou podmínku kvalitní angličtina.
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Hledáme python developera pro rozšíření týmy pro přepsání webové aplikace. Zabýváme se diagnostikou snímků očního pozadí pomocí umělé inteligence pro medicínské účely. Našim posláním je včasný záchyt pacientů aby jim byla poskytnuta odborná péče včas a předešlo se tak vážným poškozením jejich zraku. Potřebujeme přepsat aplikace z C# (na základě poznatků z pilotního provozu) do pythonu. Cílem je přepsat obslužnou část aplikce, která v sobě zahrnuje user management, use casy používané lékařským personálem ...
Hledáme python developera pro rozšíření týmy pro přepsání webové aplikace. V Aireen se zabýváme diagnostikou snímků očního pozadí pomocí umělé inteligence pro medicínské účely. Potřebujeme přepsat aplikace z C# (na základě poznatků z pilotního provozu) a protože většina týmu používá běžně python, rozhodli jsme se využít situace přepsat aplikaci do pythonu. Cílem je přepsat obslužnou část aplikce, která v sobě zahrnuje user management, Use casy používané lékařským personálem pro nahrávání snímků, spuštění ...
Potrebujeme udelat nekolik updatu na jiz existujici aplikaci (Python, Django, JS). Vzhledem k tomu, ze vetsina updatu ma byt hotova pred Vanoci, potrebujeme nekoho, kdo se bude moci projektu plne venovat a bude to pro nej priorita. V pripade spokojenosti je zde sance na dlouhodobou spolupraci. Vice info povime ve zprave.
V současné době do naší firmy hledáme spolehlivého, flexibilního programátora na dlouhodobou spolupráci. Hledáme člověka, který by byl schopen fungovat v týmu a byl připravený vést o vývoji diskuzi. Možnosti úvazku: HPP, DPP, Půl úvaze...diskuzi. Možnosti úvazku: HPP, DPP, Půl úvazek Odborné znalosti: - Dobrá znalost vývoje a návrhu firmweare v jazyce C/C++ - Zkušenost s programováním procesorů ARM, (znalost kompilátoru RVCT výhodou) , MediaTek - Znalost vývojového prostředí VisualStudio 2008 a prostředí Linux - Orientaci v elektronických schém...
need this done asap by a pro adobe illustrator
Create a high-definition PSD template based on a predefined design and encode it into HTML and CSS. REQUEST A VALID CODE!
Mac Python Naprogramovat script v Python, ktery bude a) cist zpravy na Twiteru a Telegramu od definovanych odesilatelu, b) ze zpravy vyjme ciselnou informaci a vlozi ji do .xls a odesle na Api. Jedna se o udaje o pohybu trhů. Zprovoznit na Osx.
...experimentovat a tvořit. Vývojář, který chce expandovat do celého světa. Tvé schopnosti by měly být: ARM Dobrá znalost C/C++ (Python). Znalost GNU/Linux. Znalost síťové komunikace a ARM architektury. Základní znalost Image Processing. Zkušenost s ARM mini pc (Rasberry Pi, Beaglebone, Arduino). Tvá hlavní zodpovědnost jako ARM programátora: Aby terč mohl přenášet výsledky na telefon, je potřeba mu dát mozek. V současné chvíli již jeden má, ale potřebuje údržbu a další rozvoj. A to bude právě tvá role. Budeš hledat nová řešení a vylepšo...
Jedna sa o jednoduchy program, ktory sluzi na vykreslovanie hodnot z databazy do 2D grafu. Tieto hodnoty su vykreslovane ako "body" v grafe, kde na X-ovej osi sa nachadza casova os (datum + cas "YYYY-MM-DD HH:MM:SS") a na Y-ovej osi trvanie (minuty "int/float"), rovnako je tvorena aj databaza. Toto vsak je uz hotove, na zjednodusenie sme pouzili matplotlib kniznicu, avsak potrebne je dorobit malu cast do kodu. TASK: Vykreslovanie bodov ostane nezmenene, avsak s jednym rozdielom. V databaze sa moze nachadzat 10 000 zaznamov, z toho moze byt 2000 pondelkov, 3000 utorkov, atd. v zavislosti od daneho datumu v databaze. Tieto hodnoty sa teda budu vykreslovat tak ze na X-ovej osi budu atributy (pondelok, utorok, streda, ...) a Y-nova os ostane nezmenena, cize ...
We are looking for an experienced Python developer to build a desktop-based application for assisting with high-speed booking workflows (Tatkal-type use case). Requirements: - Strong experience in Python (Desktop app development) - Knowledge of automation tools (Selenium / Playwright preferred) - Experience in building fast and optimized UI (Tkinter / PyQt / Electron optional) - Ability to handle session management and form auto-fill systems - Clipboard integration (auto-read data like train number, passenger details, etc.) - Multi-user input handling (up to 6 passengers) - Manual captcha support (no automation required for captcha/OTP) - Fast execution with minimal delay (performance-focused coding) Features Needed: - Auto-fill passenger details - Qu...
I need a skilled Python developer to add functionality to my existing Discord selfbot script. The bot should automatically accept all incoming friend requests. Requirements: - Integrate friend request acceptance into my current script (about 100 lines). - Use discord.py-self - Basic error handling is required Ideal skills and experience: - Proficiency in Python and experience with discord.py-self - Familiarity with Discord's API and selfbot implementations - Ability to test and ensure functionality before delivery
I am looking for a skilled content creator who can produce complete, ready-to-upload YouTube Shorts content packages. This is not just scriptwriting. I need someone who understands viral content structure, pacing, and visual storytelling. Deliverables (Per Video) Each video should be 30–40 seconds long and include: 1. Title (YouTube-ready) Highly engaging and clickable Optimized for Shorts with strong curiosity hooks 2. Script + Voiceover Text Strong hook within the first 2–3 seconds Fast-paced, engaging storytelling Clean voiceover format ready for tools like ElevenLabs No unnecessary filler; every line should maintain retention 3. Image Prompts (AI Generation) Detailed prompts for each scene Cinematic, high-quality style Consistent visual tone and characters...
I need a straightforward Python 3 script that takes the manual work out of file creation. The focus is pure automation: when the script runs it should generate new files in the folders I specify, follow the naming pattern I supply, and confirm completion in the console (or a simple log). I will pass along: • the directory structure • the naming convention and any timestamp rules • any starter content that should populate each file The script must be cleanly organised, commented for easy tweaks, and compatible with the latest stable Python release. Once I can run it locally with a single command and see the new files appear exactly where and how I expect, the job is done.
...have a working Python web-scraping script; it just targets a different marketplace. I need it refactored so it now adds data from Google Shopping based on some specific keywords. The script must capture product names, prices, and the associated seller details, then push each run’s results into my existing Google Sheet (using the Google Sheets API or gspread—whatever keeps it simple and stable). The run cadence is ad-hoc: I trigger the script whenever I want a fresh data set, so there is no scheduler to build—just make sure it supports a clean, repeatable manual launch without duplicating rows. Deliverables: • Updated Python script with any new dependencies clearly noted • A short README showing how to authenticate with Go...
...documents that all need to live in one tidy Excel file. I’ll provide the spreadsheet template—column order, dropdowns, and conditional formatting are already set—so your task is purely to copy each question, its four or five answer options, and the correct answer indicator into the matching cells without disturbing the layout. in addition, data expert will combine question and correct answer to create the study notes(explanation) I’ll share the template and a short Loom walkthrough before you start so you can see exactly how I expect the content arranged. Deliverable • Completed Excel file populated with all 2,400+ questions in my template’s format, ready for review. I’ll be available for quick clarifications while you...
I need an AI-driven assistant that can take over the day-to-day networking grind on my LinkedIn profile and free me to focus on closing deals. The top priority is making valuable new connections at scale, so the agent must: • Send personalised connection requests that mirror my voice and target criteria • Follow up with friendly, context-aware messages that warm up the lead • Engage with prospects’ posts—liking, commenting, and sharing where relevant—to stay visible and authentic Once we prove the connection workflow, I also want the same agent to handle light pitching and InMail proposals, but connection building comes first. Behind the scenes, I rely on data to guide every move, so you’ll weave in SEO/SMO ...
I am building an end-to-end interview simulator where candidates register, pay, and complete a fully automated, AI-driven interview that zeroes in on job-specific skills. The system must: • Guide users through sign-up and payment (Stripe or similar). • Present questions on screen and allow answers either by typing or by recording voice; speech-to-text should capture spoken replies accurately. • Select the next question through a blend of pre-defined sets and real-time generation so that every prompt feels tailored to the previous response. • Conclude with an instant, clearly formatted feedback report sent to the candidate and a duplicate emailed to me. After the report is issued, the platform should let users purchase and s...
I am looking to develop a responsive website that provides accurate and region-specific weather information for travelers planning trips during the summer. The website should offer real-time data, forecasts, and user-friendly features to help travelers make informed decisions. Key Features & Requirements: User Interface (UI) & User Experience (UX) Responsive design for desktop, tablet, and mobile. Clean, intuitive layout with easy navigation. Search function to find weather by city, region, or country. Optional map-based interface for selecting regions. Weather Data Integration with a reliable weather API (e.g., OpenWeatherMap, WeatherAPI, or similar). Display current weather (temperature, humidity, wind speed, conditions). 7-day forecast with temperature high...
Need to create Linux based environment: - Launch Instances - Add: domain, sub-domain, SSL - Security Groups, User, Policies - PHP, Python and NodJS installation - Load balancing, Clustering - Backups (Best practices) - Any other open item and guidance is welcome!!!
...Project: Website Image Asset Pack for ROI Property Services Inc. I need a complete optimized image package for a professional property oversight and maintenance coordination website. Business: ROI Property Services Inc. Location: Salmon Arm, Shuswap, British Columbia, Canada Website style: premium, clean, corporate, trustworthy, executive, black-and-white brand feel Industry: property oversight, home watch, maintenance coordination, project oversight, seasonal property support, private client estate support Important: This is not real estate sales, not property management, not handyman branding, and not construction advertising. The images must look premium, calm, organized, and professional. I need images for approximately 20–30 website pages. Each page should ...
I need a developer who can turn my personal idea into working software. Because I don’t...is technical: a standalone program for my own use. I’ll supply sketches, screenshots, and notes in my native language. You’ll advise on the best stack (Python, JavaScript, C#, or whatever you feel suits the goal), build the application, test it, and hand over: • Readable source code • A ready-to-run installer or executable • Simple usage instructions I can translate easily If you can add an option to switch the interface to my language, that’s a big plus. Please share a couple of small personal tools or utilities you’ve built before and outline how you plan to keep our communication smooth despite the language bar...
I’d like an experienced Python developer to guide me through the essentials of data analysis and visualization. My goal is not just to see finished code but to understand every step that leads to clean, insightful plots and summaries. Here’s what I need: • Live or recorded walkthroughs (your choice) that explain how to load, clean, and explore a dataset with pandas. • Practical demonstrations of visualization techniques in matplotlib or seaborn—bar charts, scatter plots, heat-maps, and anything else you rely on day-to-day. • A detailed review of a small project I’m working on so I can learn best practices for structuring files, writing reusable functions, and documenting the workflow. By the en...
...intelligence, and AML compliance platform — purpose-built for SMEs, fintechs, and government bodies. Built by Magnificentech Solutions Ltd, TrustVerify operates as an orchestration layer: enabling clients to BUILD, ORCHESTRATE, and INTEGRATE best-in-class identity and compliance tools through a single, developer-friendly API surface. THE ROLE We are seeking a Senior Full Stack Engineer with deep experience in Regtech, financial compliance systems, and applied machine learning. You will own end-to-end delivery of core TrustVerify platform modules — from data ingestion pipelines and ML model integration to polished developer-facing dashboards and compliance officer portals. You will work closely with the founder and a team of four engineers on a 30-week de...
I want to develop a strong, submission-ready PhD research proposal that sits at the intersection of Big Data Analytics and Machine-Learning-driven Image Recognition. The document must clearly define the research gap, formulate objectives and hypotheses, outline an original methodology for handling and analysing large-scale image datasets, and map out expected contributions to the field of computer science. Key elements I need covered: • A concise yet persuasive abstract that positions the topic within current Big Data trends. • A thorough literature review highlighting state-of-the-art approaches to large-scale image analysis, their limitations, and the opportunity my research will address. • A detailed methodology describing ...
I need an AI-driven application built specifically for the finance sector that zeroes in on market-risk exposure. The core of the project is a robust modeling and prediction engine that ingests live market feeds, historical price data, and macro-economic indicators, then quantifies potential losses under different scenarios. Here is what matters most to me: • A well-trained predictive model (Python preferred, open to R or equivalent) that handles equities, fixed income, and derivatives. • Clear, reproducible code and a brief technical memo showing data sources, feature engineering steps, model choice, back-testing results, and performance metrics such as VaR and expected shortfall. • An intuitive interface or API endpoint so my internal analytics ...
I want a lightweight Python bot that watches the “Latest trades” feed on a public OKX Lead Trader page every 2-3 seconds, spots any fresh LONG or SHORT entries as well as when those positions are closed, and immediately mirrors the action on my Binance account with market orders only. Here is the workflow I need implemented: • Scrape the OKX page at 1–3-second intervals. • When a brand-new trade appears, broadcast the details in JSON and open an identical position on Binance via API. • When that OKX trade is closed, the bot must issue a JSON sell signal and exit the Binance side. Additional notes – The bot should ignore XML or CSV; JSON is the only signal format I will use. – It will run unattended on a VPS, so include simp...
...automated follow-up * CRM data capture * interaction summaries and task generation The goal is to create a system where **AI handles as much of the communication and workflow as possible**, with human agents only stepping in when necessary. --- ## Core Requirements: The system must: ### 1. Voice AI (Inbound Calls) * Answer calls instantly * Conduct natural conversations * Identify caller intent * Route calls based on intent * Transfer to human agents when needed --- ### 2. SMS Communication * Handle real-time SMS conversations * Continue conversations after calls * Send follow-up messages automatically --- ### 3. AI Decision Engine * Use GPT or similar to: * understand intent * determine next action * decide rou...
...countertops, and miscellaneous equipment, then place the correct blocks with accurate dimensions, countertop outlines, and section views. It must also include a natural language self-training interface so a non-technical user can teach and refine the AI using plain English rules or by correcting the output drawing. This is Phase 1 (Proof of Concept) of a larger initiative. Future phases will expand to multiple elevations and additional manufacturers. Sample Files Provided Before: Architectural elevation A407 (page 26) After: Mott shop drawing 2-08 (page 30) Full block library, spec sheets, and catalogs will be supplied Key Requirements Input PDF casework elevation drawings (sometimes original DWG) My organized AutoCAD block library Project-specific catalogs and reference docum...
We are building a Web3 token signals platform and looking for a strong freelance developer to help us bring it to life The platform is designed as an intelligent agent that generates daily token signals such as when to buy, when to sell, sentiment insights and prediction based outputs. It does not execute trades. It focuses purely on analysis, signal generation and automated posting to Twitter We will be handling all API keys, infrastructure access and billing. Your role is to design and build the system that ties everything together into a scalable and reliable product What you will be working on Building an agent driven pipeline that ingests data from multiple sources including crypto market APIs, Twitter data and other relevant feeds Integra...
I want to build an end-to-end AI pipeline that takes a few reference images and turns them into fresh, production-ready graphic designs. Users will land on a simple web portal, drag-and-drop photographs, illustrations, or even quick screenshots, and the system will extract the visual cues that matter most—colour schemes, overall layout and composition, and typography style. Those cues will condition a generative model so the output feels inspired by the references yet remains original. The workflow I have in mind looks roughly like this: an ingestion layer that stores and tags the user images, a feature-extraction service (likely using a vision transformer or CLIP-based model), prompt building, and finally a design generator—whether that ends up being a fine-tune...
I have an existing image that needs to be completely rebuilt in Photoshop so it is crisp, clean, and ready for online use. I will supply the current file; your task is to recreate every element—colours, typography, effects—so the final result looks identical (or better) but sits on a fresh, well-organised PSD. The finished artwork must match a custom size that I’ll confirm once we start. Please keep all layers clearly named and non-destructive so I can tweak text or swap pictures later. When you’re done, deliver the layered PSD along with a web-optimised PNG or JPEG that remains sharp on both desktop and mobile displays. If you are comfortable recreating graphics with pixel-perfect accuracy and understand colour profiles for screens (sRGB), th...
...what I need the agent to handle end-to-end: • Ingest the three data sources (CV, LinkedIn profile, Metaview interview notes) and keep them linked to the same candidate record. • Extract and normalise skills & competencies, work experience, plus any stated or implied preferences for the ideal next role. The skills and experience must be pulled from every data source, not just one. • Use the consolidated profile to query company career pages, job boards or an internal vacancy API, rank matches by fit, and output a concise shortlist with an explanation of why each role is a match. • Exclude vacancies from recruitment agencies, executive search and headhunting companies • identify vacancy contact / hiring manager where possib...
I’m building a SaaS platform that blends three pillars—an interaction-focused marketing API, a Google search scraper, and Instagram marketing automation—into one seamless service. The core idea is to let my users view live market-trend insights pulled from Google results, then act on them instantly inside Instagram through the same interface. API development The API must do more than expose data: it should actively enhance user interactions. Think well-documented REST (GraphQL optional) endpoints that deliver trend analytics and accept calls that trigger Instagram actions. OAuth2 or JWT security, adjustable rate-limits, and versioning are essential so other teams can plug their apps in without friction. Google scraping engine A headless, proxy-rotating scrape...
I have a Python DLP agent that already runs from the command line. Now I need polished, ready-to-ship install packages for all three major desktop platforms: a signed .exe for Windows, a signed .dmg for macOS, and a Linux build (AppImage, deb, or another widely supported format—whichever you judge most reliable). The packaged application must launch as a background service on boot, continue to expose its command-line controls, and include a small GUI front end so end users can toggle settings without touching the terminal. Core features that must work out of the box on every platform: • File monitoring of user-selected folders • On-the-fly data encryption • Keyword detection against a configurable list I’ll need reproducible build scr...
...national operators. The application must let users book seats for up to six travellers under one PNR, show real-time booking status (confirmed, RAC, or waiting), handle cancellations and special-quota rules, and process secure card payments end-to-end. All functionality will be available through a responsive web interface only; native mobile apps are not in scope for this phase. The build has to respect three distinct user roles, each with its own dashboard and permissions: • Passenger • Admin • Ticket Inspector For payments I currently need seamless Credit/Debit Card integration via a PCI-compliant gateway. If future phases require Digital Wallets or Net Banking, the architecture you design should allow those to be plugged in without ...