Insights & Research

Research, analysis, and perspectives on enterprise AI, computational biotech, and the future of on-premise intelligence.

When Biology Becomes Code: Custom AI Models for Biological Data
Computational Biotech

When Biology Becomes Code: Custom AI Models for Biological Data

NovaGenAI builds custom AI models that convert biological datasets into machine-readable formats for drug discovery.

Don Calaki
Don Calaki Feb 28, 2026 · 7 min read
Why On-Premise AI Matters for Regulated Industries
Enterprise Infrastructure

Why On-Premise AI Matters for Regulated Industries

Regulated industries can't send data to the cloud. On-premise AI powered by NVIDIA DGX is the infrastructure shift.

Don Calaki
Don Calaki Feb 28, 2026 · 7 min read
What Are Autonomous AI Agents? The Complete Enterprise Guide
AI Agents

What Are Autonomous AI Agents? The Complete Enterprise Guide

From chatbots to fully autonomous systems — what AI agents are, how they work, and why enterprises deploy them.

Don Calaki
Don Calaki Feb 28, 2026 · 8 min read
What is NVIDIA DGX Spark? The Complete Enterprise Guide
Enterprise Infrastructure

What is NVIDIA DGX Spark? The Complete Enterprise Guide

Everything about NVIDIA's desktop AI supercomputer — specs, use cases, and why it changes on-premise AI.

Don Calaki
Don Calaki Feb 28, 2026 · 10 min read
Cloud vs On-Premise vs Hybrid AI: Which Deployment is Right?
Enterprise Infrastructure

Cloud vs On-Premise vs Hybrid AI: Which Deployment is Right?

The definitive comparison of AI deployment models. Cost, security, latency, compliance — broken down.

Don Calaki
Don Calaki Feb 28, 2026 · 9 min read
Custom AI Models for Biology: Making Data Machine-Readable
Computational Biotech

Custom AI Models for Biology: Making Data Machine-Readable

How NovaGenAI builds custom models on proprietary biological data, inspired by Google's research.

Don Calaki
Don Calaki Feb 28, 2026 · 8 min read
What is Cell2Sentence? Google's Biology-as-Language Breakthrough
Computational Biotech

What is Cell2Sentence? Google's Biology-as-Language Breakthrough

Google's research converts single-cell RNA data into natural language. What it means for biotech AI.

Don Calaki
Don Calaki Feb 28, 2026 · 7 min read
In-Silico Modelling: How AI Replaces Physical Experiments
Computational Biotech

In-Silico Modelling: How AI Replaces Physical Experiments

From drug discovery to protein folding — computational modelling cuts years off research timelines.

Don Calaki
Don Calaki Feb 28, 2026 · 8 min read
Single-Omics vs Multi-Omics AI: What's the Difference?
Computational Biotech

Single-Omics vs Multi-Omics AI: What's the Difference?

The evolution from single-omics to multi-omics AI and why integrating data types unlocks better predictions.

Don Calaki
Don Calaki Feb 28, 2026 · 7 min read
How AI Accelerates Drug Discovery: From 10 Years to 10 Months
Computational Biotech

How AI Accelerates Drug Discovery: From 10 Years to 10 Months

AI is compressing drug discovery timelines from a decade to months. How computational approaches reshape pharma.

Don Calaki
Don Calaki Feb 28, 2026 · 9 min read
Voice AI for Enterprise: Why It's More Than a Chatbot
Voice AI

Voice AI for Enterprise: Why It's More Than a Chatbot

Enterprise voice AI handles complex conversations, integrates with business systems, and operates in regulated environments.

Don Calaki
Don Calaki Feb 28, 2026 · 8 min read
AI Document Intelligence: Turning Unstructured Data into Decisions
Document Intelligence

AI Document Intelligence: Turning Unstructured Data into Decisions

90% of enterprise data is unstructured. AI document intelligence extracts, classifies, and acts on it.

Don Calaki
Don Calaki Feb 28, 2026 · 8 min read
Building Custom LLMs on Proprietary Data: Enterprise Guide
LLM Engineering

Building Custom LLMs on Proprietary Data: Enterprise Guide

Off-the-shelf models aren't enough. How enterprises build custom LLMs on their own data.

Don Calaki
Don Calaki Feb 28, 2026 · 9 min read
The NVIDIA AI Stack: NeMo, NIM, CUDA, TensorRT & More
Enterprise Infrastructure

The NVIDIA AI Stack: NeMo, NIM, CUDA, TensorRT & More

Complete guide to NVIDIA's AI software ecosystem — what each tool does and why enterprises need the full stack.

Don Calaki
Don Calaki Feb 28, 2026 · 10 min read