The Complete Guide To Node.Js Frameworks
This article enables users to understand some of the most effective Node.js frameworks currently available.
...Description We are looking to develop a web-based SaaS/MVP focused on digitizing financial operations. The project covers both backend API and frontend panel development. Our goal is to build a scalable, clean-code foundation that can be extended modularly in the future. This is not a “single-page website” — it is a real product infrastructure. General Scope 1. Backend (API) RESTful API architecture Authentication & Authorization (JWT or similar) Role-based access control (e.g., admin / company user) CRUD operations Email sending (password reset, notifications, etc.) Excel/CSV import (optional but a plus) Clean, well-documented endpoint structure Technology preferences (open to suggestions): Node.js (NestJS / Express) or Python (FastAPI / Django...
...of identifying potential customers, presenting offers, conducting preliminary analysis, and following up on sales. Meta Integration (Instagram/Facebook): Integration with Meta Business API to enable chatbot (cBot) responses to comments and DMs. CRM/ERP Module: A custom AI-powered system to collect, analyze, and manage user data and business processes including sales, offers, customer tracking, and operational data. Additionally, I'm looking for serverless architecture proposals utilizing services such as Firebase, Dialogflow, Vertex AI, and Cloud Run. The work must be technically robust, scalable, and secure. I am looking to work with experienced freelancers who can present a clear timeline for prototype, testing, and delivery phases. Voice AI Customer Ass...
Dear Developer We are reaching out to you with a request to develop a comprehensive AI-powered panel for an architecture firm, which I have named SCA-BOT. The goal of this panel is to streamline office operations, automate administrative tasks, and improve overall productivity. Below are the key features, technical specifications, and requirements for the SCA-BOT panel. The scope of this project is broad, and I am looking for an experienced developer or team to bring this vision to life. Project Overview: The SCA-BOT Panel is a sophisticated AI-powered assistant designed to function as a virtual office assistant for an architecture firm. It will automate repetitive office tasks, track project stages, notify users of missing documents, and generate daily motivational message...
...expert-level AI bot capable of playing Okey 101 at a high level across all game modes, adapting to various game situations and playing styles. * Implement a robust anti-cheat system to detect and prevent collusion, specifically focusing on scenarios where players intentionally discard tiles to benefit known opponents. * Seamlessly integrate the bot and anti-cheat system into the existing game architecture (Unity-WebGL frontend, Node.js/Colyseus backend, GraphQL API). * Provide a comprehensive testing environment for performance evaluation and bot refinement, including self-play capabilities. Key Requirements: * Deep understanding of Okey 101 rules and strategies. * Expert programming skills (Python strongly preferred for ML/AI). * Extensive experience in AI development, wi...
...bünyesinden gelecek isteklere uygun çözümler üretmek. ARANILAN ÖZELLİKLER * PHP/Laravel ve OOP (SOLID) tabanlı geliştirme üzerine iyi derecede en az 4+ yıl deneyim, * Test ve OOP tabanlı geliştirme yapabilen, * İyi derecede HTML5/CSS3/JS bilgisi, * JavaScript Frontend ekosistemine (ReactJS, VueJS) hakim, * MariaDB/MySQL veya PostgreSQL veritabanları üzerine en az 4+ yıl deneyim, * Redis, MongoDB vb. data storage sistemleriyle çalışmış, * Backend/frontend arası uçtan uca API entegrasyon yapmış, arayüz geliştirmiş / geliştirmek isteyen, * CI/CD deployment süreçlerine hakim, * Microservice ve HTTP, JSON, XML, Restful API/SOAP API mimarileri üzerine tecrübeli, * Dış veri kaynaklarıyla (SQL Server vb.)...
3 table design with Mongo db Location Information Driver Information Vehicle Information With the layered architecture, vehicle and location information will be obtained, and driver information will be obtained.
Merhaba, ben peyzaj mimarlığı son sınıf öğrencisiyim ve 3d modelleme üzerine çalışıyorum eğer isterseniz part-time olarak size yardımcı olabilirim
...accepting the designs until 30th October. Attached document includes detailed information about what we expected from a design. What is CESummit? CESummit is one of the biggest and most prestigious events which IACES METU LC organizes every year. The event, CESummit, comprises several seminars and workshops that create an environment for the students, which are mostly from civil engineering, architecture, city and regional planning etc., to connect with companies directly, creating contacts, learn newest technologies in our sector and socialize with their colleagues. CESummit is organized in METU campus and continuous for two days every year. What are we expecting from the design? The CESummit logo should be simple, memorable, lasting, permanent and clear. It should also refle...
Merhaba SMP ARCHİTECTURE DESİGN , Andjey S. isimli kullanıcı interior design projesi için sana kontrat gönderdi mi? Dolandırıcı olduğu için uyarı amaçlı bu mesajı atıyorum.
Selamlar, size ulaşabileceğim bir mail adresi ya da telefon numarası paylaşabilir misiniz? Sevgiler,
architectural design and 3D interior and exterior design
architectural design and 3D interior and exterior design
Merhaba Spiro Kostof'un History of Architecture kitabı pdf halinde elimde mevcut. Bunun sadece belli bir kısmının türkçeye çevrilmesini istiyorum.
...minimum 500–1,000 send requests/sec under normal load. - Burst handling up to 3,000 TPS with graceful queuing (no message loss). • Queue Processing SLA: - Campaign enqueue latency: < 200 ms per batch. - Worker dequeue + dispatch latency: < 1 second under steady load. • Delivery Pipeline SLA: - Status callback processing: < 2 seconds end‑to‑end. • Horizontal Scaling Expectation: - Architecture must allow stateless API scaling. - Queue workers must scale independently. - Database read/write contention mitigation strategy required. • Reliability Targets: - Zero message loss guarantee with idempotent retry logic. - Queue durability with persistence verification. • Monitoring Metrics: - TPS tracking - Queue lag - Wor...
...priority is not database design or infrastructure setup, but rather the core orchestration engine itself. The system must support real supervisor-to-subagent delegation (not simple swarm-style horizontal agents), proper and verifiable tool execution (no simulated tool usage), structured state handling, and dynamic integration with MCP (Model Context Protocol) servers and external tools or APIs. The architecture must be multi-tenant by design, ensuring tenant isolation and scalability, while allowing dynamic tool registration and modular extensibility. The engine must satisfy three fundamental requirements: efficiency, low operational cost, and architectural flexibility. Efficiency means predictable orchestration, reliable task delegation, minimized hallucinations, and determinis...
...skilled Android Security Analyst to conduct a comprehensive security audit of an Android application (APK format). The primary objective is to identify vulnerabilities, hidden backdoors, malicious code, data exfiltration risks, or any security weaknesses that could compromise user data or system integrity. This is a critical role focused on application security, reverse engineering, and malware analysis. Key Responsibilities Perform static and dynamic analysis of the provided APK file Detect: Backdoors or hidden communication channels if any Malicious code or injected payloads Unauthorized data collection or transmission Hardcoded credentials or API keys Suspicious permissions usage Obfuscated or encrypted hidden logic Analyze network calls and backend communicat...
...from concept to presentation. The scope includes: • Dimensioned floor plans for the entire structure, ready for permit submission and coordination with MEP consultants. • Interior design layouts, mood boards, and material selections that tie together public and private zones cohesively. • A site-responsive landscaping concept, including hardscape and softscape plans, that complements the architecture and supports daily usability. • 3D visuals and walkthroughs to communicate the design clearly to stakeholders. • Source files (DWG, RVT or equivalent) plus high-resolution PDFs for all drawings and renderings. Accuracy, clear layering, and a coordinated BIM/CAD workflow are priorities. If you’re comfortable iterating through a couple of review...
I would like to carry out modeling and simulation using MATLAB/Simulink for a system that includes: Implementation of an MPPT strategy for a doubly-fe... energy management, and fault diagnosis. The work will be presented in the form of a report written in Microsoft Word, describing in detail the algorithms used, the analysis of the simulation results, and their interpretation. The final part, dedicated to the intelligent supervision, energy management, and diagnostic system, will be described in depth. It will include: The neural network architecture (type, number of layers, activation functions); The learning method and the dataset used; Performance evaluation and validation criteria; Interpretation of system performance under normal operating conditions and in the presence ...
...application—built as a single, cohesive code-base. Everything must be modern, fully responsive, and branded with a clean, intuitive UI/UX. Tech stack is already set: Angular on the frontend and a Node.js (Express) backend. Expect secure, stateless authentication (JWT or OAuth, whichever you judge best), role-based access, and a well-structured REST API that can later expand to GraphQL if needed. Data will live in either MySQL, PostgreSQL, or MongoDB; I’m open to whichever you recommend once requirements are refined. Core functionality • Public-facing pages for visitors • A logged-in web app with real-time notifications • Separate admin dashboard for user, content, and settings management • Complete API layer to support future mobile or thir...
...Railway), Google Sheets integration, Telegram Bot API Frontend: React 18 + TypeScript, Vite, Tailwind CSS, runs as a Telegram WebApp (Mini App) Infra: GitHub for code, GitHub Actions for CI, deployed on Railway (backend) and Vercel/static hosting (frontend). Self-signed HTTPS certs for local dev. Integrations: Telegram Bot (command handlers, webhooks), WhatsApp webhook listener, Google Sheets API for data sync What you'd be doing: Bug triage & fixes — I'll file issues with screenshots, logs, and expected behaviour. You diagnose, patch, test locally, and push with clear commit messages. Dependency updates — Keep Node, npm packages, and Vite/React tooling current. Fix any breaking changes. Database maintenance — PostgreSQL schema tweaks, query optim...
I am building a digital logistics platform similar to an on-demand transport booking service for vans and trucks. The goal is to allow individuals and busin...(orders, invoices, tracking). Carrier/driver portal to accept jobs and manage availability. Admin panel for order management, pricing rules, and reporting. Secure online payments integration (Stripe or similar). Mobile-friendly responsive design. Nice-to-Have Features: Route optimization integration. Real-time delivery tracking. API capability for future mobile app. Scalable backend architecture. Technical Expectations: Clean, documented code. Modern framework (Laravel, Django, Node, or equivalent). Cloud deployment ready. GDPR compliance. This project is an MVP first, with potential long-term collaboration if s...
...of qualified, high-intent prospects ready to spend ₹50 Lakh or more on full residential builds. Where I’m starting • Active on Meta and Google but growth has plateaued. • Biggest gap: sharper target-audience refinement. I know the broad demographics; I need you to pinpoint and reach those with the budget, land and intent to build now. What I expect you to handle end-to-end 1. Funnel architecture and paid-media roadmap aligned to the construction buyer’s journey. 2. Campaign build-out, daily management and continuous split-testing of creatives, copy and offers. 3. Pixel, GA4, conversion API and server-side tracking so every rupee is attributed correctly. 4. Full retargeting ecosystem (site visitors, video viewers, lookalikes). 5. Weekly dashbo...
The expected deliverables include a fully functional web platform and mobile application with course management, payments (one-time and subscription), certificates, coupons, reviews, AI-powered course search (RAG system), and role-based dashboards. The developer must provide complete source cod...functional web platform and mobile application with course management, payments (one-time and subscription), certificates, coupons, reviews, AI-powered course search (RAG system), and role-based dashboards. The developer must provide complete source code, deployment (staging and production), database setup, Stripe integration, AI embedding pipeline, documentation, and secure, production-ready architecture. The estimated timeline is 10–12 weeks, covering both web platform and mobile ap...
...feature set, tech stack, and deployment channel. Here’s what I’ll rely on you to handle: • Scoping: translate my high-level objectives into a practical bot roadmap and recommend the most suitable NLP or LLM framework (e.g., Python with LangChain, Node.js, Dialogflow, Rasa, or another option you trust). • Architecture & Build: create the conversational flows, implement the model logic, and wire up any required APIs or data sources. • Training & Fine-tuning: curate or generate sample data, then train, test, and iterate until the bot responds accurately and naturally. • Integration & Deployment: package the solution so it can be dropped into the platform we finally select—whether that ends up being a website, mo...
I’m putting together the complete design package for an autonomous lawn-mowing robot that can handle more than 1.5 acres of mixed terrain while chiefly trimming short grass. Your task is to turn the core idea into a build-ready set of documents: 3D CAD models, detailed mechanical drawings, motor and drivetrain selection, control architecture, and a clear wiring diagram. Because the property combines flat stretches with gentle hills, stability and traction strategies—such as an articulated or independently driven wheel setup—need to be baked into the concept. I also want straightforward, sensor-based navigation (GPS + RTK or comparable) and obstacle detection that can be sourced with readily available components. Key deliverables • Native CAD files (Sol...
I’m ready to move from sketches to vivid 3-dimensional visuals...mood board. You’ll turn these into: 1. Editable model files (SketchUp, Revit, 3ds Max or your preferred BIM/CAD platform). 2. High-resolution still images for each angle we agree on. 3. A short walkthrough or 360° panorama set that I can share with contractors and family members. Acceptance criteria • Textures, lighting and entourage feel realistic and consistent with traditional architecture. • Furniture and fixture sizing matches standard dimensions so the designs remain buildable. • Final files open cleanly with layers or components organised for easy tweaks. If you’ve handled residential projects with a similar traditional aesthetic, I’d love to see them....
I’m looking to partner with an experienced IT consulting team that can take ownership of my organisation’s core infrastructure. The immediate priorities are a clean network setup and reliable, ongoing server maintenance. Here’s what I need: • Assess our current topology, then design and implement an optimised network architecture (switches, routers, firewall, VLANs, redundancy, basic security hardening). • Review existing physical and virtual servers, carry out any required remediation, and establish a proactive maintenance schedule that keeps performance and uptime high. • Produce clear documentation and brief knowledge-transfer sessions so my in-house staff can follow day-to-day procedures. If your company has a proven track record in n...
...need handled: • Custom design work: build a few brand-new pages, breathe fresh life into several existing ones, and fine-tune the look with clean, lightweight CSS that respects Divi’s architecture. • Plugin integration: connect the right add-ons to extend functionality without slowing the site down or breaking design consistency. • Ongoing reliability: track down and fix the nagging bugs that have crept in over time, then set up a simple maintenance routine so they don’t come back. • Seamless migration: move the entire Divi installation to its new hosting environment with zero downtime and no loss of data or SEO equity. Acceptance criteria – New and redesigned pages match supplied mock-ups pixel-for-pixel in all major brow...
...1-Critical Issue – Elementor PHP Warning Flood Recurring error: Undefined array key "globals/typography?id=primary" Elementor/core/kits/ line 323 Impact: error_log grows to 50–150MB within hours Site becomes extremely slow Server CPU spikes If Elementor is disabled → site loads instantly Goal: Diagnose Elementor Global Kit corruption Verify active Kit in DB Remove orphan Elementor data Recreate or repair Global Kit Stop PHP warnings permanently 2-Hosting Conflict – Bluehost / Newfold Issue: Bluehost injects NFD / Newfold rules into .htaccess automatically Happens whenever file is writable (644) When locked (444), site was more stable Goal: Clean .htaccess Disable automatic Newfold injections Confirm no hidden server-level ov...
...it to lift overall brand awareness for my service-provider business. To get there I need someone who can own the entire process, from in-depth market and keyword research through to campaign launch and early optimisation. Here’s what I have in mind: • Thorough background analysis: competitor landscape, search trends, audience personas and budget allocation recommendations • Full campaign architecture across Google Search, the Google Display Network and YouTube Ads, all aligned with a brand-awareness objective • Compelling ad copy, responsive display assets and skippable/non-skippable video ad concepts that keep messaging consistent nationwide • Clean account structure with tightly themed ad groups, negative-keyword strategy, audience & placem...
I need a lean, working web application that lets teachers publish courses and students immediately start learning. The priority is speed to a usable MVP rather than polish, so clean,...Source code (Git repo) with brief setup instructions. 2. Deployed instance on my cloud account so I can demo it live. 3. Short walkthrough video or README illustrating the main flows. I’m comfortable with any modern stack—React / Vue / Svelte on the front end, Node / Django / Laravel / Rails or similar on the back—but choose tools you’re productive with so we hit the fast-launch goal. Clean architecture, role-based middleware, and sensible database design will be part of the review. Let me know how quickly you can ship this and what milestones you’d propose for ge...
I’m building an e-commerce site that sells digital products and I need a focused module that lets me manage everything that appears in the storefront. The stack is already set: .NET Core for the API layer and Angular on the client side, so your code must fit cleanly into that architecture. The job centres on product management only—user authentication and payment processing are handled elsewhere for now. I need clean CRUD endpoints in .NET Core (C#, Entity Framework, MS SQL) together with an Angular interface that lets an admin: • Create, edit, archive and delete digital products • Upload files or external download links and track their versions • Organise items by category, tag and status • Set price, sale price and publication dates •...
I’m refreshing the end-to-end experience of an energy-focused investment platform and need a UX/UI specialist who can turn complex market data into an interface that keeps professionals actively engaged. Our core metric is user engagement, so the screens must invite exploration rather than just present information. Here’s what matters most to me: • Interactive charts and graphs that let users slice, drill, and compare assets without leaving the main flow. • Personalized dashboards that remember preferences, surface relevant news, and highlight portfolio movements the moment someone logs in. • A look and feel that stays firmly corporate and professional—clean lines, measured colour accents, and typography that holds up in boardroom presentations....
Hi we need to implement Odoo Comunity (the free version) in our Architecture firm, we would like to implement it in 2 phases. It will be hosted on a HP MiniPC Phase 1: Installing (Migrating our already installed) Odoo community on docker. Configurating Odoo for project management and resource planning. Define a default 3 default templates depends on our type of project, with default tasks and sub-tasks. On each template allocate a specific default time / task or sub-task. Counting with a counter with play pause and stop button the effective time spend on that task sub-task Assign roles, CEO, PM, ARHITECT the PM and CEO are the only one who can change the default task or sub-task time. Alocate task and sub-task to someone. PM and CEO Needs to receive notification when someone finish...
...Collaboration Project Overview I’m building LaravelCP, a modular Laravel 11 backend engine designed to power browser-based PBBG (Persistent Browser-Based Game) systems. LaravelCP is not a theme or a single game — it is a plugin-driven backend framework intended to: • Provide authentication, roles, permissions, 2FA • Provide an extensible Action Pipeline system • Support a fully modular plugin architecture • Allow developers to build game mechanics as installable plugins • Remain kernel-pure (Core contains zero plugin imports) • Power multiple frontends (custom UIs, SPAs, community hubs, etc.) The system is currently in advanced architectural state and undergoing hardening for production + potential marketplace distribution. ⸻ ...
...Optimized frame streaming (compressed JPEG/WebP) to the Google Gemini Flash API (target: 1-2 frames per second). The architecture should be extensible to support external USB Cameras (UVC standard) and Bluetooth Audio routing in future iterations, as the final product will be paired with smart glasses. 2. Smart Connectivity Fallback: Implement a robust network listener using ConnectivityManager / NetworkCapabilities. Automatic Failover: The system must detect low-latency or lost signals and instantly switch from Cloud mode to Local (Offline) mode without interrupting the user experience. Manual Toggle: A UI switch to force "Cloud-only" mode for maximum AI reasoning depth. The architecture should be extensible to support external USB Cameras (UVC standard) and...
I’m preparing to launch a new initiative called “150.000koin” and need an experienced developer to help shape the technical side of the project from the ground up. Because the concept is still being finalized, I’m looking for guidance on which platform—web, mobile, or desktop—will best fit our eventual goals, as well as practical recommendations on architecture, security, and scalability. Key objectives: • Clarify and document the core functionality that will power 150.000koin. • Propose a technology stack that balances performance, cost, and ease of maintenance. • Deliver an initial, working prototype (basic interface plus back-end logic) that demonstrates main workflows such as user registration, asset tracking, and secure t...
I’m ready to give my existing site a fresh, professional, and fully corporate look. The content structure works fine, so the project is focused purely on visual overhaul—no major feature additions or UX re-architecture this time. What I need is a clean, polished interface that makes the brand feel trustworthy and established at a glance. A consistent color scheme will anchor every page; once we agree on the palette, it should flow naturally through headers, buttons, icons, and illustrations. High-fidelity mock-ups created in Figma, Sketch, or Adobe XD are ideal so I can review and comment before anything is handed off for build. Deliverables • Two or three initial homepage concepts showing different directions within the corporate style • Finalized deskto...
deploying the official open-source backend components and integrating them with various third-party services for full functionality. • mainly our requirements our own infrastructure Self-Hosted with Custom Instance public rebranded messaging app. • Only people who have previously studied and worked on production-style Signal server architecture and structure should communicate • Those who have not previously studied and worked on production-style Signal server architecture and structure should not submit bid proposals. • The official source code is open-source and available on GitHub. • You only need to deploy and configure the Signal server only. The process requires significant technical expertise in server management, Java, databa...
...site, and the first release must excel at one core interaction: rich user profiles and the ability for members to connect with one another. Everything you build should make that experience feel fast, intuitive, and secure. We’ll kick off with a short discovery phase to clarify user journeys, draft the information architecture, and lock down the MVP feature set. From there, you’ll own UI/UX design, frontend and backend implementation, secure authentication, database architecture, an admin panel, automated testing, deployment, and developer-friendly documentation. I’m open on the tech stack—React + Node/Express, , or a Python framework such as Django are all fine—as long as the final system is easy to maintain, scales horizontally, and meets mo...
...with the content I will provide. Acceptance criteria 1. OpenAI and external job-board APIs return live data in the production environment. 2. Dashboard loads daily metrics (<2 s) and triggers real-time alerts. 3. User portal performs full CRUD, enforces subscription limits, and shows the integrated video section. 4. Successful payment automatically upgrades user permissions and logs the transaction. 5. Clear documentation (README + short Loom walkthrough) covers deployment and future maintenance. Please attach links to past work that demonstrates comparable integrations or SaaS dashboards; that portfolio is the main factor in my selection. If you have questions about architecture or preferred tech stacks, feel free to propose alternatives—I’m open ...
... so I need an experienced Flutter developer who can take the lead on the following must-have elements: • Live streaming / webinar module that lets hosts broadcast in real-time and participants engage through comments or quick reactions. • Group chat & collaboration spaces where members can exchange messages instantly, share files, and organise topic-based discussions. • Clean, scalable architecture and readable Dart code ready for future features such as user profiles or news-style activity feeds. You will deliver production-ready Android and iOS builds plus the full, well-documented source code stored in a Git repo of my choice. Smooth performance, intuitive navigation, and clear, modern UI components are essential acceptance criteria. If you’ve al...
I’m ready to move from ideas to full architectural drawings for a new family home and would like an experienced architect or designer to take the lead, and translate the final concept into complete construction-ready documents.
...+ 2 digital + AUX). 2. Receiver (RX) – receives data from TX via CAN and drives power outputs. Communication between TX and RX must be via CAN bus. The system must operate on 12V or 24V vehicle/machine installations, with a supply range of 9–27V DC. Scope includes schematic design, SMD PCB design, and enclosure selection/design. ⸻ Functional Requirements TX (Transmitter) • 8 analog input channels (joysticks / analog signals) • 2 digital inputs • 1 AUX signal (logic/auxiliary) • Analog measurement must use an industrial-grade external ADC (8-channel), SPI interface to ESP32 (e.g., ADS8688 or equivalent industrial ADC). • TX must send cyclic CAN messages to RX (typ. every 10–20 ms, to be finalized). RX (Receiver) • Receiv...
...everything from data pipelines and integrations to authentication, auditing, and system scalability. You’ll work closely with Product, Security, and Operations teams to deliver secure-by-default services with great developer ergonomics. Tech stack (current & relevant) • Python (Django / Django REST Framework) • Go (services, high-performance workloads) • C++ / C# (agents, performance-critical components, integrations) • REST APIs, OpenAPI/Swagger • PostgreSQL / Redis (typical), message queues/eventing (nice-to-have) • Docker, Kubernetes (nice-to-have) What we’re looking for • Strong backend experience in Python and/or Go (bonus for C++ or C#) • Strong experience building REST APIs (preferably with Django REST Fram...
...engagement is not a greenfield build and not a long-term role. You will be responsible for implementing clearly defined modules within an existing architecture, delivering working code, documentation, and handoff—then exiting cleanly. Scope of Work (What you WILL do) You will implement specific, pre-defined components, which may include some or all of the following (exact tasks will be milestone-scoped before start): Backend (FastAPI / Python) Build or extend API endpoints Implement request/response schemas (Pydantic) Integrate with third-party services (e.g. Stripe, email, calendar, webhooks) Ensure modular, clean, readable architecture Write basic validation and error handling Frontend (React or ) Implement UI screens based on provided wireframes o...
...heavy THT components (Transformers, Capacitors, Shunts, Displays, and MCU Jumpers) to dictate the final specs. We need two physical board layouts that share the exact same mechanical footprint, mounting holes, and MCU logic: Board A (Low Power): 12V @ 1.7A routed on single-sided FR1 material. Board B (High Power): 12V @ 2.0A and 2.5A routed on double-sided FR4 material with PTH. The Logic Architecture Both boards will utilize the same ultra-low-cost 8-bit MCU (e.g., Padauk or CH32). The layout must include THT jumper pins connected to the MCU to allow our assembly workers to select between three charging profiles: Lead-Acid (Bulk to Float) 3S Lithium-Ion (12.6V Cutoff) 4S LiFePO4 (14.4V Cutoff) The board must also feature a universal 6-pin THT header routed to the MCU to ...
...(assume WGS84 but validate) 2. Area of Interest (AOI) Processing For each polygon: Generate buffered bounding box (configurable margin, e.g. 50–200 m) Prepare AOI query format compatible with imagery provider API Log AOI metadata 3. High-Resolution Satellite Imagery Retrieval System must be capable of retrieving imagery from an API provider. Developer should implement provider-agnostic architecture so imagery source can be changed later. Resolution target: Prefer ≤ 50 cm per pixel Must support configurable resolution target Acceptable imagery acquisition modes: archive imagery request tile mosaic download scene download covering AOI System must handle: API authentication query submission polling job status (if async) downloading imagery reprojection if needed clip...
Looking for a React/ developer to build a personal productivity dashboard as a PWA. This is frontend only. The app uses mock JSON data for now and will connect to a live API later. You do not need to build any backend. THE APP: Clean, modern interface. Dark sidebar navigation on the left, content area on the right. Dark mode and light mode. Responsive for desktop, tablet and mobile. 5 PAGES: 1. CHAT — Message list UI (user on right, reply on left). Text input at bottom. Conversation list in sidebar. Loads from mock JSON. 2. EMAIL — Inbox list with sender, subject, date. Click to read. Compose button. Folder list (Inbox, Sent, Drafts). Loads from mock JSON. 3. FILES — Grid/list view toggle. Folders and files with icons. Click to navigate or preview (image, PD...
...canonical normalized request string. C. Tokenization - Use HuggingFace tokenizer (BERT/DistilBERT) - Convert normalized request strings to token IDs - Pad/truncate sequences properly - Create attention masks ======================================== 3. TRANSFORMER MODEL REQUIREMENTS ======================================== Use: - DistilBERT or BERT-based Transformer Encoder (HuggingFace) Architecture: - Transformer encoder - Multi-class classification head - Optional anomaly scoring head Training: - Train on labeled benign + attack samples - Use CrossEntropyLoss for classification - Compute anomaly score using: - Softmax entropy OR - Log-likelihood/perplexity Model must support: - Saving & loading - Versioning ======================================== 4. REAL-TIME IN...
This article enables users to understand some of the most effective Node.js frameworks currently available.
Data science is the art of transforming raw data into actionable insights and recommendations.