Blog & Insights

Blog & Insights — Page 3

Blueprints and engineering strategies for scaling enterprise AI from pilot to production.

How to Know When Your Enterprise RAG Pipeline Needs Agentic Retrieval: The Archite...
AI Engineering

How to Know When Your Enterprise RAG Pipeline Needs Agentic Retrieval: The Architecture Decision Guide Engineering Teams Reach Too Late

Static RAG achieves 34% accuracy on multi-hop questions. Agentic RAG achieves 89%. The decision to upgrade is driven by query distribution, not architecture ambition. Here is the framework.

Stop Debugging Flaky AI Agent Tests. Start Measuring Drift.
Quality Engineering

Stop Debugging Flaky AI Agent Tests. Start Measuring Drift.

Build non-deterministic testing frameworks for AI agents. Stop false alarms and catch model drift before production.

Your Modernization Roadmap Wasn't Built for Agentic AI: The API-First Fix for 2026
Enterprise Modernization

Your Modernization Roadmap Wasn't Built for Agentic AI: The API-First Fix for 2026

Modernization roadmaps still put UI ahead of APIs. Here is why that sequencing stalls AI agent pilots and how to adopt an API-first fix.

How to Build a Document Ingestion Pipeline for Enterprise RAG: The Preprocessing D...
AI Engineering

How to Build a Document Ingestion Pipeline for Enterprise RAG: The Preprocessing Decisions That Determine Retrieval Quality Before Indexing

Parser accuracy varies by 55+ percentage points across document types. 82.9% OCR accuracy produces only 53% RAG accuracy downstream. Here is how to design document ingestion for enterprise RAG that does not silently degrade retrieval quality.

How to Add Hybrid Search to Your Enterprise RAG Pipeline: The Retrieval Decision M...
AI Engineering

How to Add Hybrid Search to Your Enterprise RAG Pipeline: The Retrieval Decision Most Teams Get Wrong After Picking a Vector Database

Enterprise hybrid retrieval intent tripled in Q1 2026. Dense-only RAG recall tops out at 78%. Hybrid BM25 plus dense search reaches 91%. Here is how to configure it, tune alpha, and avoid the common mistakes.

How to Build a Production RAG Pipeline with NVIDIA NeMo Retriever and NIM
AI Engineering

How to Build a Production RAG Pipeline with NVIDIA NeMo Retriever and NIM

Build production RAG on NVIDIA's RAG Blueprint v2.6.0: multimodal extraction, embedding, hybrid search, reranking, guardrails and evaluation, step by step.

GenAI Development on NVIDIA in 2026: The Stack and Which Dev Kit to Buy
AI Engineering

GenAI Development on NVIDIA in 2026: The Stack and Which Dev Kit to Buy

Map NVIDIA's GenAI stack, compare DGX Spark and Jetson developer kits on price and purpose, and follow a 30-day path before you buy hardware.

The 6 HIPAA Compliance Gaps Healthcare AI Agents Create in 2026
Healthcare AI

The 6 HIPAA Compliance Gaps Healthcare AI Agents Create in 2026

Healthcare AI agents now draft clinical notes, route patient messages, and query records directly, often faster than compliance teams can map where protected health information actually flows.

AI Is Rewriting Legacy Codebases Faster Than Reviewers Can Keep Up in 2026
Enterprise Modernization

AI Is Rewriting Legacy Codebases Faster Than Reviewers Can Keep Up in 2026

AI coding assistants now write a large share of the code going into legacy modernization projects, including systems that have run unchanged for two decades. The pace is real, but the review capacity needed to know what a model actually changed has not caught up.

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Thomas leads 10decoders' AI engineering practice and sits in on the scoping call himself — so the person mapping your engagement is the one who has shipped it before. His teams build and deploy agents for mid-market healthcare and fintech companies, with enterprise grade build experience for clients like IBM, Dedalus and Harris Healthcare. He'll be straight with you about what's worth doing and what isn't.

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