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Knowledge Base

Deep dives from the people who ship

Technical articles, whitepapers, and guides on AI, software engineering, and building teams — written by practitioners, not commentators.

AIGuide

How to pick your first AI use case

Most companies don't need a moonshot. They need one high-ROI workflow where AI removes friction. Here's how to find yours — and validate it before you invest.

RAG vs. fine-tuning: what most businesses actually need

Fine-tuning gets the hype, but RAG is what most teams should ship first. Here's the practical difference — and a simple decision framework.

Devsecta TeamRead

The enterprise AI adoption whitepaper

A 40-page deep dive on building a production-grade AI stack: data foundations, model selection, evaluation, governance, and scaling.

Devsecta ResearchRead

Engineering

Building resilient CI/CD pipelines

A practical guide to designing pipelines that don't break under pressure — from trunk-based development to progressive delivery.

Devsecta TeamRead

Staff Augmentation

Staff augmentation vs. dedicated team: how to choose

Both add capacity, but they solve different problems. We break down when to augment, when to build a dedicated team, and how to decide.

Devsecta TeamRead

Evaluating LLMs for production: a framework

How to move beyond vibes-based evaluation. A structured framework for measuring LLM quality, cost, and latency in real workloads.

Devsecta ResearchRead

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