Engineering Intelligence Across Domains

We design and deploy highly specialized Large Language Models, advanced image recognition pipelines, and IoT ecosystems leveraging ESP32, NVIDIA Jetson, and Bouffalo MCUs — with secure integration into Bitcoin and Lightning network infrastructures. Our solutions are crafted to meet specific industry, scientific, and operational needs, delivering measurable results and long-term scalability.

vinha.ai since 2019
  • Custom LLMs with domain-specific fine-tuning
  • Vision AI for agriculture, industry & medical
  • Embedded AI on ESP32, NVIDIA Jetson, Bouffalo MCUs
  • IoT systems with sensors, automation & control
  • Bitcoin & Lightning integrations for payments & automation

Custom LLMs

We build and fine-tune language models on proprietary datasets to deeply understand your domain. Our LLMs deliver accurate, explainable, and context-aware responses — with the option for retrieval-augmented generation (RAG) and tool-calling capabilities. Deployable in cloud, on-prem, or edge environments with full security compliance.

  • Fine-tuning, LoRA, adapters
  • RAG with vector databases
  • Custom toolchains and APIs

Custom Image Recognition

From drone-based agricultural monitoring to industrial defect detection, our computer vision systems cover the entire pipeline — data acquisition, labeling, model training, and deployment. We leverage YOLO, DeepLab, and vision transformers for detection, segmentation, and tracking, with edge inference on ESP32, NVIDIA Jetson, and Bouffalo MCUs.

  • High-accuracy detection & segmentation
  • Synthetic data generation for rare cases
  • Deployment on microcontrollers & GPUs

Bitcoin Solutions

We design secure, scalable systems leveraging Bitcoin Core for payment processing, transaction automation, and blockchain data integration. From micro-payments to large-scale settlement systems, we ensure reliability, low fees, and compliance.

  • Full node integrations
  • Transaction automation & APIs
  • Blockchain data analytics

Lightning Network Solutions

We build Lightning-first payment experiences with near-instant transactions and minimal fees. Our solutions cover LNURL, keysend, micro-transactions, custodial/non-custodial flows, and integration into web, mobile, and IoT platforms.

  • LNURL, invoices, and keysend
  • Integration with IoT devices
  • Micro-paywalls, bots, and webhooks

Technologies

ESP32 NVIDIA Jetson Bouffalo MCU PyTorch TensorFlow YOLO ONNX Docker / K8s Bitcoin Core LND