# Open Source LLM Chatbot Development Agency

> Deploy self-hosted, private AI chatbots powered by Llama 3.3, DeepSeek R1/V3, and Mistral with vLLM serving and zero corporate data leakage.

## Overview
AdaptNXT provides turnkey open-source LLM development. We liberate enterprises from recurring API fees and vendor lock-in by fine-tuning open weights and orchestrating high-concurrency inference clusters on private hardware.

## Core Capabilities
### Full Weight Access & PEFT Fine-Tuning
LoRA and QLoRA adaptation on domain corpora for specialized medical, financial, or engineering reasoning without catastrophic forgetting.

### High-Throughput vLLM & Triton Serving
PagedAttention memory management and continuous batching delivering 5x to 10x throughput increases over naive HuggingFace pipelines.

### VPC & On-Premise Air-Gap Architecture
Complete network isolation ensuring proprietary IP and customer PII never cross outside your enterprise boundary.

## Technology Stack
Llama 3.3, DeepSeek R1, Mistral Large, vLLM, NVIDIA Triton, PEFT, PyTorch, Kubernetes, Ray Serve

## Frequently Asked Questions
### Why choose open source over OpenAI APIs?
Open source guarantees total data confidentiality, predictable hardware costs unaffected by query volume, and protection from vendor deprecation or unexpected policy shifts.

## About AdaptNXT Technology Solutions
AdaptNXT is an AI, IoT, and Product Engineering consulting firm based in India, delivering production-grade intelligent systems globally.
- **Website:** [adaptnxt.com](https://www.adaptnxt.com)
- **Contact Email:** queries@adaptnxt.com
- **Contact Phone / WhatsApp:** +91-83103-19838