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I’m building an **AI-powered Brazilian Tax Intelligence platform** designed to identify tax opportunities, risks, credits, and applicable tax strategies for companies. The system will analyze company and tax data and cross-reference it with a structured legal database containing **Brazilian tax legislation, administrative rulings, court decisions (CARF, STJ, STF), tax authority guidance, tax regimes, and state-specific benefits**. The platform should use AI to: * Analyze company and tax data; * Identify potential tax opportunities and risks; * Match companies with applicable tax rules and precedents; * Explain the reasoning behind each finding; * Provide the legal sources supporting the analysis; * Monitor changes in legislation and case law. The architecture must support different *...

We are seeking an experienced AI/LLM engineer to develop an end-to-end Retrieval-Augmented Generation (RAG) system for automated customer support chat. Scope of Work • Data Ingestion & Preprocessing: Parse and chunk internal documentation (PDFs, Markdown, FAQs, and ticket logs) with automated re-indexing. • Vector Storage & Semantic Search: Set up and optimize a vector database (e.g., Chroma, Pinecone, Weaviate, or pgvector) for hybrid/semantic retrieval. • LLM Pipeline: Integrate LLMs (OpenAI GPT-4/3.5, Claude, or open-source models) with prompt chaining that provides accurate answers and explicit source citations. • Backend & API: Build secure, low-latency REST/WebSocket endpoints using Python (FastAPI). • Frontend Interface: Lightweight chat wid...