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The AI & Data Blog

Expert perspectives on AI strategy, machine learning, data engineering, and the technologies reshaping modern business.

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RAG vs Fine-Tuning: Choosing the Right GenAI Architecture
Featured
Generative AI#RAG#Fine-Tuning

RAG vs Fine-Tuning: Choosing the Right GenAI Architecture

Retrieval-Augmented Generation and fine-tuning are both powerful techniques — but they solve different problems. Here's how to choose the right approach for your use case.

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Digitys AI Research

Mar 1, 2025·7 min read
The Executive's Guide to Building an AI Strategy in 2025
Featured
AI Strategy#AI Strategy#Enterprise AI

The Executive's Guide to Building an AI Strategy in 2025

Most AI initiatives fail not because of bad technology, but because of misaligned strategy. Here's how enterprise leaders can build an AI roadmap that delivers measurable ROI.

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Digitys Strategy Team

Feb 10, 2025·8 min read

All Articles(4)

AI Agents: From Hype to Enterprise Production
Generative AI#AI Agents#LLM

AI Agents: From Hype to Enterprise Production

Autonomous AI agents are moving beyond demos and into enterprise workflows. Here's what it takes to deploy them reliably — and where they break.

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Digitys AI Research

Mar 10, 2025·8 min read
MLOps in 2025: What Mature Pipelines Actually Look Like
MLOps#MLOps#CI/CD

MLOps in 2025: What Mature Pipelines Actually Look Like

Most ML teams can train a model. Far fewer can reliably deploy, monitor, and retrain them at scale. Here's what a mature MLOps practice looks like in production.

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Digitys ML Engineering

Feb 28, 2025·10 min read
Building a Modern Data Lakehouse: Architecture Patterns for 2025
Data Engineering#Lakehouse#Delta Lake

Building a Modern Data Lakehouse: Architecture Patterns for 2025

The data lakehouse has emerged as the dominant architecture for organizations needing both analytical flexibility and real-time performance. Here's what production implementations look like.

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Digitys Data Engineering

Jan 18, 2025·9 min read
Data Governance in the Age of AI: A Practical Framework
Data Governance#Data Governance#GDPR

Data Governance in the Age of AI: A Practical Framework

AI amplifies both the value and the risk of your data. Organizations without robust governance are building on sand. Here's a practical framework to get it right.

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Digitys Governance Team

Jan 5, 2025·7 min read