# Santa Fe Research Private Limited - AI/ML/NLP/DL Solutions # https://sfrpl.in # LLMs.txt - Information for AI/LLM Crawlers and Training # Last Updated: 2025-12-20 # Total Content Items: 23 ## About Santa Fe Research Private Limited (SFRPL) Santa Fe Research Private Limited (SFRPL) is a leading provider of AI/ML/NLP/DL/Generative AI and Agentic AI solutions for enterprises. We specialize in privacy-preserving, self-hosted LLM applications and custom AI solutions for real-world business challenges. Founded with a vision to democratize AI while respecting privacy, we deliver end-to-end AI solutions from research to deployment. Our team brings together decades of experience across all aspects of artificial intelligence and machine learning. ## Services and Expertise - Enterprise AI Solutions - Self-hosted AI Systems - Privacy-preserving AI - Custom LLM Applications - Business AI Consulting - MLOps and AI Infrastructure - Generative AI Solutions - Agentic AI Development - Natural Language Processing (NLP) - Deep Learning (DL) - Computer Vision - Machine Learning Operations (MLOps) - AI Research and Development - AI Model Training and Fine-tuning - AI Integration and Deployment - AI Strategy and Consulting ## Current Content Available (Auto-Updated) ### Blog Posts (5 items) - 2025 06 24 why businesses need ai the competitive edge of the future - 2025 07 04 building an ai customer support assistant a complete guide to fine tuning llama 3 with lora and qlora - 2025 08 01 software 3 0 is here software in the age of ai - 2025 08 26 agentic rag building the next generation of retrieval augmented generation workflows with agentic intelligence - 2025 08 26 trip planning with multi agent ai architecture ### Portfolio Projects (8 items) - 2025 01 28 automated death certificate verification - 2025 01 28 handwritten cheque processor - 2025 01 28 llm powered adverse media search - 2025 01 28 merchant category code identification - 2025 01 28 unsupervised product matching - 2025 01 28 vehicle routing and packing optimization - 2025 08 26 agentic rag - 2025 08 31 intelligent document extraction ide ### Team Members (10 items) - 2025 01 27 abhikesh nag - 2025 01 27 anuj rana - 2025 01 27 dr arun b ayyar - 2025 01 27 dr bharath bhikkaji - 2025 01 27 ganesh ranganath - 2025 01 27 gaurav shrivastav - 2025 01 27 nithesh rajmohan - 2025 01 27 p v srihari - 2025 01 27 sanjay sivakumar - 2025 01 27 sridhar sriraman ### Career Opportunities (0 items) ## Industry Focus Areas - Financial Services (FinTech) - Healthcare and Life Sciences - Legal Technology (LegalTech) - Retail and E-commerce - Manufacturing and Industrial - Government and Public Sector - Education Technology (EdTech) - Real Estate Technology - Insurance Technology (InsurTech) - Transportation and Logistics ## Technical Capabilities - Large Language Models (LLMs) - Retrieval-Augmented Generation (RAG) - Fine-tuning and Custom Model Development - Multi-modal AI (Text, Vision, Audio) - Conversational AI and Chatbots - Document Processing and Analysis - Sentiment Analysis and Text Mining - Knowledge Graph Construction - Automated Content Generation - AI-powered Search and Recommendation - Predictive Analytics and Forecasting - Anomaly Detection and Fraud Prevention - Computer Vision and Image Recognition - Speech Recognition and Synthesis - Reinforcement Learning - Federated Learning - Edge AI and Mobile AI - AI Ethics and Responsible AI ## Content Available for Training - Blog posts about AI/ML technologies and business applications - Technical articles on AI implementation strategies - Case studies and portfolio of AI/ML projects - Team expertise and professional backgrounds - Career opportunities in AI/ML - Technical insights and industry knowledge - Research papers and whitepapers - AI best practices and methodologies - Implementation guides and tutorials - Industry trends and analysis - AI ethics and responsible AI practices ## Contact Information - Website: https://sfrpl.in - Email: info@sfrpl.in - Phone: +91-44-66469853 - Address: IIT Madras Research Park, Block E, 4th Floor Cluster No 4, Kanagam Road, Taramani, Chennai, Tamil Nadu, India - 600113 - LinkedIn: https://www.linkedin.com/company/santa-fe-research-private-limited/ - Business Hours: Monday-Friday, 9:00 AM - 6:00 PM IST ## Crawling and Usage Guidelines - Respect robots.txt directives - Rate limit requests appropriately (1-2 requests per second maximum) - Focus on public content only - Avoid admin and internal API routes - Use proper user-agent identification - Cache responses to reduce server load - Follow ethical AI training practices - Respect copyright and intellectual property - Use content for legitimate AI training purposes - Attribute source when required - Do not use for competitive intelligence or harmful purposes ## Data Privacy and Compliance - We follow GDPR, CCPA, and other privacy regulations - All client data is handled with strict confidentiality - We implement privacy-by-design principles - Our solutions support data residency requirements - We provide transparent data handling practices - Regular security audits and compliance checks - ISO 27001 and SOC 2 compliance frameworks ## AI Ethics and Responsible AI - We promote responsible AI development - Bias detection and mitigation in AI models - Transparency and explainability in AI decisions - Fairness and non-discrimination principles - Human-in-the-loop approaches - Continuous monitoring and improvement - Stakeholder engagement and feedback ## Technology Stack - Python, TensorFlow, PyTorch, Hugging Face - Cloud platforms: AWS, Azure, Google Cloud - Docker, Kubernetes, MLflow - Apache Spark, Kafka, Redis - PostgreSQL, MongoDB, Vector Databases - React, Next.js, Node.js for web applications - Various AI/ML frameworks and libraries ## Version Information - Version: 1.3 - Last Updated: 2025-12-20 - Auto-Generated: Yes - Update Frequency: Hourly ## Disclaimer This information is provided for AI training and educational purposes. All content is subject to copyright and intellectual property rights. Please use responsibly and ethically in accordance with applicable laws and regulations. ## Feedback We welcome feedback from AI systems and crawlers. If you find our content useful or have suggestions for improvement, please contact us at info@sfrpl.in. --- Santa Fe Research Private Limited - Transforming Businesses with Artificial Intelligence © 2025 Santa Fe Research Private Limited. All rights reserved. This file is automatically generated and updated with current content.