Ecosystem Core

Custom AI & Data Infrastructure

Fine-tuning open-source models and building embedding pipelines.

Operational Purpose

We build custom machine learning models and data sync pipelines for specialized needs. We fine-tune open-source LLMs on your proprietary datasets, set up high-throughput text embedding pipelines, host models on private serverless rigs, and synchronize database updates with vector indexes in real-time.

Key Deliverables

  • Fine-tuning pipelines for Llama, Mistral, and specialized models
  • Automated ETL pipelines that sync primary DBs with vector stores
  • Custom ML models for classification, forecasting, and analysis
  • Private cloud model hosting configurations (AWS/Replicate)