AI Systems

Private Intelligence,
Built on Your Hardware.

From silicon to inference. Deployment, custom training, autonomous agents, tool integration, and the knowledge systems that ground them — all running on infrastructure you own, with zero cloud dependencies.

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Full-Stack AI Capability

Hardware selection, system architecture, model training, agent development, and ongoing operation — the entire vertical, under one roof.
01

Private AI Deployment

On-premise AI systems that run entirely on your hardware. I select the compute platform, configure the inference stack, and deploy models tuned to your domain — with zero data leaving your network. From edge devices to enterprise GPU servers.

Edge Computing Ollama Jetson DGX On-Premise
02

Custom Model Training

Domain-specific fine-tuning on your data. I build the full training pipeline — corpus curation, data structuring, quality filtering, GPU training, LoRA merging, and export to production-ready formats that run on consumer and enterprise hardware.

Fine-Tuning LoRA GGUF Export Dataset Curation QLoRA
03

AI Agents & Multi-Model Systems

Autonomous AI agents that reason, plan, and execute tasks. I design multi-agent architectures where specialized models coordinate — one reasons through strategy while another executes the technical work. Purpose-built intelligence that operates independently on your infrastructure.

Autonomous Agents Multi-Model Orchestration Task Planning
04

MCP Servers & Tool Integration

Custom Model Context Protocol servers that give AI models the ability to interact with your systems — databases, APIs, network devices, file systems, and internal tools. I build the bridge between your AI and your operational environment.

MCP Tool-Use API Integration Function Calling
05

Prompt Engineering & Skills

System prompt architecture, instruction tuning, and AI skill development that shapes model behavior for your specific use case. I design structured prompts, output schemas, and reusable skill modules that turn general-purpose models into domain specialists.

System Prompts Skills Structured Output Behavior Design
06

RAG & Knowledge Systems

Retrieval-augmented generation pipelines that ground AI responses in your proprietary data. I build document ingestion, embedding pipelines, vector storage, and retrieval systems — all running locally, with no data leaving your environment.

RAG Pipelines Embeddings Vector Search Knowledge Bases
07

Data Engineering & Analysis

Raw data is useless without structure. I build extraction, transformation, and loading pipelines that turn unstructured information into actionable datasets. From database design and optimization to business intelligence dashboards and automated reporting — I make your data work for you.

ETL Pipelines Data Visualization Business Intelligence Database Design

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