AI/ML Application Development

LangIQ specializes in enterprise-grade AI/ML application development, combining cutting-edge large language models (LLMs) with production-ready infrastructure. Our expertise spans from local model deployment and optimization to cloud-native AI solutions, RAG architectures, and agentic AI systems. We deliver comprehensive AI solutions that integrate seamlessly with existing enterprise systems while maintaining security, compliance, and performance standards.

Why Choose LangIQ's AI/ML Development Platform?

LangIQ brings 15+ years of proven AI/ML engineering expertise across the complete development lifecycle. From custom LLM fine-tuning and local deployment using Ollama, vLLM, and PyTorch to production-scale RAG systems and multi-agent architectures. Our comprehensive capabilities include secure cloud integration (AWS, GCP, Azure), vector database optimization, and enterprise compliance frameworks. Choose LangIQ for production-ready, scalable AI solutions with full security clearance support and domain expertise across healthcare, defense, and regulated industries.

AI/ML Infrastructure & Frameworks

LangIQ delivers comprehensive AI/ML infrastructure solutions from local model deployment to cloud-native architectures, optimized for performance, security, and scalability across diverse computing environments.

Core AI/ML Frameworks:

• Deep Learning Frameworks - Advanced proficiency in PyTorch, TensorFlow, and Hugging Face Transformers for model development, fine-tuning, and deployment across diverse AI applications.
• LLM Deployment Platforms - Expert implementation using Ollama, vLLM, LM Studio, and llama.cpp for optimized local model inference and production-ready LLM hosting solutions.
• Cloud AI Services - Comprehensive integration with AWS SageMaker, Azure OpenAI, GCP Vertex AI, and specialized services like AWS Bedrock for enterprise-scale AI deployment.
• GPU Computing Architecture - Specialized expertise in CUDA programming, NVIDIA Triton Inference Server, and high-performance GPU clusters for accelerated model training and inference.
• Containerized AI Environments - Production-ready deployment using Docker, Kubernetes, and specialized AI container orchestration for scalable, reliable AI service delivery.
• Edge AI Solutions - Optimized model deployment for edge computing, including quantization, pruning, and specialized inference engines for resource-constrained environments.

AI/ML Platform Engineering

LangIQ specializes in comprehensive AI/ML platform engineering across cloud and on-premises environments, focusing on scalable model deployment, MLOps automation, and enterprise-grade infrastructure. Our expertise spans containerized AI workloads, GPU cluster management, and secure, compliant AI platform architectures for mission-critical applications.

Core Platform Capabilities:

• Cloud AI Platform Architecture - Design and implement scalable AI platforms on AWS SageMaker, Azure ML, and GCP Vertex AI with auto-scaling, cost optimization, and multi-region deployment strategies
• MLOps & CI/CD Pipeline Development - Automated model training, testing, and deployment pipelines using tools like MLflow, Kubeflow, and custom GitOps workflows for continuous AI model delivery
• Container Orchestration for AI - Advanced Kubernetes deployment for AI workloads with GPU scheduling, model serving optimization, and resource management for high-throughput inference systems
• GPU Cluster Management - CUDA-optimized computing environments, multi-GPU training orchestration, and distributed computing frameworks for large-scale model training and inference
• Security & Compliance Frameworks - Zero-trust AI architectures, DoD RMF compliance, HIPAA-compliant data processing, secure API gateways, and audit-ready AI governance systems
• Edge AI Deployment - Lightweight model deployment for edge computing, model quantization and optimization, offline-capable AI systems, and DDIL (Denied, Degraded, Intermittent, Limited) survivability
• Monitoring & Observability - Comprehensive AI model monitoring, performance analytics, drift detection, and real-time alerting systems for production AI applications
• Data Pipeline Architecture - High-performance data ingestion, real-time processing with Apache Kafka, vector database optimization, and ETL pipelines for large-scale AI training datasets

Programming Languages & Technical Expertise

LangIQ maintains advanced proficiency across comprehensive programming languages and technical frameworks essential for AI/ML development. Our expertise spans from low-level systems programming to high-level AI frameworks, ensuring optimal performance, security, and scalability across the entire AI development stack.

Core Programming & Technical Skills:

• AI/ML Programming Languages - Advanced proficiency in Python for AI/ML development, R for statistical analysis, Go for high-performance services, Java for enterprise integration, and C/C++ for optimized inference engines
• Web Development & APIs - Expert-level Node.js, JavaScript, TypeScript for AI-powered web applications, CSS for responsive interfaces, REST/GraphQL API development, and secure authentication systems
• Database Technologies - Comprehensive experience with PostgreSQL, MongoDB, Neo4j for graph databases, Redis for caching, vector databases (Pinecone, Weaviate, FAISS), and SQL optimization for large datasets
• Scripting & Automation - Advanced scripting capabilities in Python, Bash, PowerShell, Perl, and Ruby for LLM pipeline automation, data processing workflows, and DevOps integration
• Systems Programming - Deep expertise in Linux/Unix environments, system administration, command-line tools, Git version control, and infrastructure automation using Terraform and Ansible
• Security & Compliance Programming - Implementation of secure coding practices, OAuth2/JWT authentication, encryption algorithms, software assurance tools (Fortify), and DoD 8570.01-M compliance frameworks
• Parallel Computing & Optimization - CUDA GPU programming, MPI/MPICH/OpenMP for parallel processing, performance optimization, regular expressions, and high-performance computing architectures

Security, Compliance & Leadership

LangIQ delivers enterprise-grade AI/ML solutions with comprehensive security clearance capabilities, regulatory compliance expertise, and proven leadership across 15+ years of AI/ML platform development for mission-critical applications in defense, healthcare, and regulated industries.

Security & Compliance Expertise:

• Security Clearance & Compliance - Active TS/SCI with CI Poly capabilities, DoD 8570.01-M compliance (Security+), DoD RMF experience, and expertise in zero-trust AI architectures for classified environments.
• Regulatory Frameworks - HIPAA and HITECH compliance for healthcare AI, FDA validation for medical device software, financial services regulation adherence, and ethical AI practices with governance frameworks.
• Secure AI Development - Implementation of AI guardrails, secure API design with OAuth2/JWT, software assurance tools (Fortify), anonymization techniques, and secure DevSecOps practices in CI/CD workflows.
• AI/ML Leadership & Strategy - 15+ years of progressive AI/ML platform leadership, experience scaling AI Centers of Excellence, technical capture leadership, strategic briefing delivery, and stakeholder influence across enterprise organizations.
• Team Leadership & Mentoring - Proven experience leading and scaling AI solutions, mentoring junior engineers, managing technical teams, and driving collaborative development in complex AI/ML projects with cross-functional stakeholders.
• Product & Business Development - Strong product sense for AI applications, hands-on optimization of LLM workflows for latency and cost, user testing validation, translating business needs into AI-capable features, and building internal automation tools.

AI/ML Data & Integration Solutions

LangIQ develops comprehensive AI/ML data pipelines and integration solutions, specializing in RAG architectures, vector databases, and real-time AI processing systems optimized for enterprise-scale deployment with security and compliance built-in.

• RAG & Vector Databases: Advanced RAG pipeline implementation with Pinecone, Weaviate, FAISS integration, embedding optimization using Sentence Transformers, semantic search systems, and document intelligence with multimodal data processing
• LLM Integration Frameworks: LangChain and LlamaIndex deployment, OpenAI and Groq API integration, custom prompt engineering, chain-of-thought implementation, agentic workflows with LangGraph, and multi-agent systems using AutoGen
• Data Processing & Analytics: Large-scale data manipulation (JSON, XML, CSV, XLSX), real-time streaming with Apache Kafka, data pipeline orchestration, statistical analysis with Pandas/NumPy/SciPy, and A/B testing frameworks for AI model optimization
• Computer Vision & OCR: Advanced OCR implementation using Tesseract and EasyOCR, OpenCV integration for image processing, multimodal AI systems, PDF and document processing, geospatial data analysis with ArcGIS integration
• Cloud & DevOps Integration: Secure API design with OAuth2/JWT, CI/CD pipelines for AI models, infrastructure as code with Terraform, containerized AI deployment, monitoring and observability for AI systems, zero-trust security implementation
• Enterprise AI Platforms: Custom AI tool development, evaluation frameworks (Rouge/BLEU), model performance monitoring, automated testing for AI systems, enterprise-grade chatbot deployment, and AI governance frameworks with ethical AI practices

AI/ML Application Development

Extensive experience in production-ready AI/ML application development across five critical domains. Our expertise spans healthcare payment integrity with AI-powered claims processing, defense and aerospace systems with secure AI deployment, financial services with regulatory-compliant AI solutions, autonomous systems with real-time AI decision making, and enterprise automation with intelligent document processing and conversational AI.

Industry-Specific AI Solutions:

• Healthcare & Life Sciences - FDA-compliant AI systems for medical device software, HIPAA-compliant data processing, clinical decision support systems, genetic analysis platforms, and lab automation with bioinformatics integration meeting all regulatory requirements.
• Defense & Aerospace - Security clearance-ready AI solutions including TS/SCI compliant systems, tactical network AI deployment, multi-domain operational AI, cross-domain solution integration, and mission-critical applications meeting DO-178C certification standards.
• Financial Services & Fintech - Regulatory-compliant AI for payment integrity, fraud detection systems, automated claims processing, risk assessment platforms, and financial document intelligence with complete audit trails and governance frameworks.
• Autonomous Systems & Robotics - Real-time AI for autonomous vehicles, drone navigation systems, robotic process automation, intelligent sensor fusion, and edge AI deployment for time-critical decision making in resource-constrained environments.
• Enterprise Automation - Intelligent document processing with OCR integration, conversational AI chatbots, workflow automation, knowledge management systems, and business process optimization using advanced AI/ML techniques.