Engineering & Architecture

VecTalk Insights & Research

Deep dives into Governed RAG, air-gapped on-premises architectures, zero-hallucination data synthesis, and enterprise AI engineering.

All Technical Articles3

Enterprise AI

Why We Built Vectalk: What Demos Don't Show You

Have you ever seen an AI demo that looked perfect? Then real work begins and things go wrong. Here is what we learned and why we built Vectalk.

1st April 2026

4 min read

Enterprise AI

Why DIY RAG Pipelines Fail in Production

Building a custom RAG demo is simple, but production brings fragile pipelines, PII leakage risks, and missing context. Here is why homegrown RAG fails and how a plug-and-play governed retrieval layer solves it.

3 April 2026

4 min read

Enterprise AI

Observability for Agentic Systems: What We Actually Measure

If you build things with wheels, you check the tires. If you build things with AI agents, you need observability: seeing what your AI is doing, step by step, not just the final answer.

2nd April 2026

5 min read

Plug & Play RAG Engine

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