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Small-Business Website Builder | RVW Systems
1x
Hired
5.0
Rating
11
Followers
Small-Business Website Builder | RVW Systems
Cover image for Building Tether — From Noisy
Building Tether — From Noisy Telemetry to Deterministic Operations Role: Lead Architect & Full-Stack Developer Tech Stack: React, Cloudflare (Pages, Workers, R2, Zero Trust), Google Cloud Platform (Cloud Run, Cloud Storage), Python, FastAPI, Scikit-Learn. The Challenge: The Hospitality Data Gap Modern hospitality operators are drowning in data but starving for actionable intelligence. A restaurant's two most critical systems—the Point of Sale (revenue) and the scheduling platform (labor)—operate in complete isolation. Because these systems do not dynamically communicate, managers are forced to make high-stakes labor cuts on the fly based on delayed reporting and gut feeling. This disconnect results in thousands of dollars of weekly margin bleed. The challenge was clear: build a system that bridges these fragmented APIs, normalizes the data, and provides real-time operational certainty. The Solution & The Product Pivot I engineered Tether to be an AI-native operational layer for restaurant management. However, the true breakthrough of this project wasn't just technical—it was architectural. Initially, I designed Tether as a "Live Data Prediction Tool" that used active telemetry to drive real-time floor decisions. Through testing and auditing the data streams, I identified a critical UX flaw: live data is inherently noisy and reactive. To solve this, I executed a complete priority inversion, refactoring the application state to a "Schedule-First" philosophy. Instead of chasing live data, Tether now ingests historical data to generate a deterministic, highly optimized 14-day schedule baseline. The machine learning models were strategically demoted from "decision makers" to "real-time guardrails." Once the floor opens, Tether acts as a safety net, validating execution against the baseline and alerting managers to profit leaks before they compound. Technical Execution: A Masterclass in Edge ML To ensure security, scale, and sub-100ms latency, I architected Tether as a zero-backend Single Page Application (SPA) driven by serverless microservices. Edge Infrastructure & Security: The frontend is deployed via Cloudflare Pages and secured behind a Cloudflare Zero Trust perimeter, requiring One-Time PIN (OTP) authentication for operator access. Data Normalization: I developed Cloudflare Worker proxies to securely handle OAuth handshakes, ingest data from POS systems (Square, Toast) and labor platforms (7shifts), and normalize the varied streams into a unified, sanitized client schema. Autonomous ML Pipeline: I engineered a fully autonomous, serverless retraining loop hosted on Google Cloud Run. Every Tuesday at 3:00 AM UTC, the pipeline wakes up, pulls historical telemetry from Cloudflare R2, and retrains the primary Approval and Labor-to-Sales (LTS) models (using Ridge and Logistic Regression). Strict Data Contracts: The ML pipeline strictly enforces a 63-feature data contract. It validates baseline accuracy and ensures zero NaNs before allowing any model to pass into production, guaranteeing operational stability. Highly Optimized Model Distribution: Fresh model weights are served to the browser via a Dockerized FastAPI microservice (kept aggressively lean at ~500MB) and distributed globally through Google Cloud Storage (GCS). The Business Impact Tether replaces the anxiety of restaurant management with mathematical certainty. By automating the schedule generation and monitoring real-time Labor-to-Sales (LTS) velocity, Tether catches margin bleed live—such as a sudden drop in patio sales pace due to weather. It translates complex ML predictions into simple, actionable alerts (e.g., "Trim one support role. Protects $190 margin."). The result is protected daily profit margins, guaranteed labor compliance, and management teams empowered to run their floors with absolute confidence.
0
96
AI & ML Engineer
$1k+
Earned
7x
Hired
29
Followers
AI & ML Engineer
Full-Stack&AI Engineer Helping Businesses Automate and Scale
7
Followers
Full-Stack&AI Engineer Helping Businesses Automate and Scale
Building technology that creates real business impact.
5.0
Rating
1
Followers
Building technology that creates real business impact.
Cover image for Knowckdown

 ◆ Context & Challenge
The client
Knowckdown  ◆ Context & Challenge The client needed a scalable web platform to aggregate and display verified discounts, promo codes, and product deals from multiple online retailers. The challenge was to ensure accurate deal tracking, seamless user experience, and reliable integration with external eCommerce platforms while maintaining up-to-date pricing and offer validation. ◆ Approach & Solution We developed a centralized deal aggregation platform that enables users to discover, compare, and redeem offers easily through a structured and user-friendly interface. ◆ Key focus areas: ‣ Aggregation of verified discounts and promo codes ‣ Category-based deal discovery and browsing ‣ Real-time pricing and savings visibility ‣ Seamless affiliate integrations with marketplaces ‣ User dashboard for tracking offers and redemptions ◆ Execution ‣ Built platform for aggregating and managing deal listings ‣ Implemented category-based filtering and browsing system ‣ Developed integration with affiliate eCommerce platforms ‣ Created rebate and offer redemption workflows‣ Designed user account system for tracking and support ◆ Outcome & Impact The platform enables users to easily discover and redeem deals while helping brands increase product visibility. ‣ Simplified deal discovery across multiple categories ‣ Increased savings through verified discounts and rebates ‣ Improved user engagement with structured browsing experience ‣ Enhanced partner visibility through affiliate integrations ‣ Scalable system supporting continuous deal updates
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65
Cover image for BenchMark

◆ Context & Challenge
The client
BenchMark ◆ Context & Challenge The client needed a modern and scalable digital platform to showcase services, support marketing campaigns, and improve client engagement. The challenge was to combine high-performance web development with UX-driven design and integrated marketing tools, while enabling businesses to track performance and optimize their digital presence effectively ◆ Approach & Solution We developed a user-centric digital platform that integrates design, content, and marketing capabilities, enabling businesses to manage their online presence and drive data-driven growth. ◆ Key focus areas: ‣ User-centric UI/UX for improved engagement ‣ SEO and performance marketing integration ‣ Content-driven architecture for scalability ‣ Analytics and conversion tracking systems ‣ Secure and high-performance infrastructure ◆ Execution ‣ Built responsive and scalable web platform ‣ Implemented SEO and content management capabilities ‣ Integrated analytics tools for user behavior tracking ‣ Developed UX testing and usability optimization workflows ‣ Designed secure hosting and performance-focused architecture ◆ Outcome & Impact The platform enables businesses to enhance their digital presence and optimize marketing performance. ‣ Improved user engagement through optimized UX design ‣ Increased visibility with integrated SEO strategies ‣ Data-driven decision making with analytics insights ‣ Enhanced conversion rates through performance optimization ‣ Scalable foundation for ongoing digital growth
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65
Cover image for Flourish Planet : Marketplace

◆ Context
Flourish Planet : Marketplace ◆ Context & Challenge The client wanted to build a curated lifestyle marketplace that delivers a premium shopping experience across multiple categories like home décor, apparel, and gifting. The challenge was to design a platform that could: ‣ Handle diverse product categories without overwhelming users ‣ Deliver a smooth and intuitive browsing experience ‣ Optimize the purchase journey to reduce drop-offs ‣ Ensure scalability for growing product inventory and user base ◆ Approach & Solution We developed Flourish Planet, a mobile-first marketplace focused on curation, usability, and seamless shopping experiences. The platform combines structured product discovery, intuitive navigation, and a streamlined checkout flow to enhance user engagement and conversions. ◆ Key focus areas: ‣ Structured product categorization and discovery ‣ Smooth and intuitive user experience design ‣ Optimized cart and checkout flow ‣ Performance optimization for large product listings ‣ Scalable architecture for marketplace growth ◆ Execution ‣ Designed and developed a mobile marketplace application with clean UI/UX ‣ Built backend systems for product management, inventory, and order processing ‣ Implemented advanced filtering, search, and category navigation ‣ Developed secure and efficient checkout and payment workflows ‣ Optimized app performance for faster load times and smooth browsing ◆ Outcome & Impact Flourish Planet delivers a seamless and engaging shopping experience tailored for modern consumers. ‣ Improved user engagement through intuitive navigation ‣ Increased conversion rates with optimized checkout flow ‣ Efficient product discovery across multiple categories ‣ Scalable system ready for expanding inventory and users
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57
Fractional AI Architect | Deterministic GraphRAG Expert
New to Contra
Fractional AI Architect | Deterministic GraphRAG Expert