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AI-Powered Algorithmic Trading Platform — AI Systemics
Built core technology infrastructure for AI Systemics — an AI company developing intelligent solutions that bring institutional-grade capabilities to everyday users. Primary focus on their flagship product, Quanntick™, an AI-powered algorithmic trading platform that brings institutional-level trading to individual investors.
Developed the machine learning pipeline powering real-time market analysis and signal generation — processing live CME Group licensed market data, running predictive models, and executing automated trading strategies on futures markets with precision and speed. Built the performance tracking dashboard giving users transparent visibility into trade execution, strategy performance, and portfolio metrics in real-time.
Do users can trade any pairs like crypto, currencies, gold, and oil?
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Meet Leaf.ai 🍃 — Your Autonomous AI Command Center.
Stop clicking through boring dashboards. Leaf.ai is a multimodal virtual co-founder that sees, hears, and executes tasks.
✨ Highlights:
🎤 Voice Control: Speak to your dashboard (STT/TTS) and it speaks back!
👁️ Vision Engine: Upload a product photo; AI auto-categorizes, prices, and saves to MongoDB.
🤖 Function Calling: AI securely executes DB operations via natural language.
✨ Generative UI: Dynamic React charts render instantly inside the chat.
📱 PWA Ready: Installable on any device.
⚙️ Tech: Next.js 15, MongoDB, Gemini 2.5 Flash, Tailwind.
Looking for a Next.js AI developer? Let's talk on Contra! 🚀Leaf.ai - https://leaf-ai-lake.vercel.app/ #GenerativeAI #NextJS #ArtificialIntelligence #FullStackDeveloper #Contra
The Financial Performance Analysis Dashboard provides a comprehensive overview of an organization’s financial health by analyzing revenue, expenses, profitability, and key financial ratios. Developed using Power BI, this dashboard enables finance teams and decision-makers to monitor business performance, track profitability trends, and evaluate financial efficiency in real time.
Key KPIs Tracked
✔ Revenue – Total income generated from business operations
✔ Expenses – Combined operational and non-operational costs
✔ Gross Profit – Revenue remaining after cost of goods sold (COGS)
✔ EBIT – Earnings before interest and taxes, indicating operational profitability
✔ Net Profit – Final profit after all expenses, interest, and taxes
dashboarddashboarddesignpowerbidashboardMicrosoft Power BIData ScienceData VisualizationAI Engineer Microsoft ExcelTableau
Amazing work
Built a Multimodal RAG system live on stream. From zero to working CLI in one session.
The goal: a terminal-based RAG pipeline using Haystack, Gemini Multimodal Embeddings, and Flash Lite, querying complex research PDFs through a conversational loop.
Three real engineering lessons from the build:
Chunking isn't optional. Raw PDFs exhaust token limits instantly. 6-page splits solved it.
InMemoryDocumentStore works for prototyping, but re-vectorizes on every launch. Persistent DBs like Weaviate are the next step.
Haystack's pipeline is strict. Mis-wiring a retriever to a generator crashes the loop immediately. API contracts matter.
Result: a CLI that maps user queries to the top 4 semantic chunks in RAM and returns grounded, non-hallucinated answers from your own documents.
Every mistake, every fix, on camera.
"Ugurcan Uzunkaya this is seriously impressive! 🔥 Building a full RAG pipeline live on stream in one session is no joke!
That chunking lesson is so real — token limits hit different when you're working with raw PDFs.
And the Haystack pipeline point about API contracts is...
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