Engineering Insights

The ChuksForge Blog

Technical articles on LLM engineering, multi-agent systems, AI deployment in Africa, and enterprise automation — from the engineers who build these systems daily.

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RAG
RAGLLM Engineering

Building Production-Grade RAG Systems: Architecture Decisions That Matter

Most RAG tutorials show you how to get started. This post covers the decisions that separate demos from production systems: chunking strategies, hybrid search, reranking, and evaluation.

2025-05-01·12 min read
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WhatsApp API
WhatsApp APINigeria

WhatsApp Business API for Nigerian MSMEs: What Nobody Tells You

After deploying multiple WhatsApp-native systems for Nigerian businesses, here are the real-world constraints, costs, and workarounds you'll need to know before you start.

2025-04-15·9 min read
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LLM Observability
LLM ObservabilityForgeObserver

Why LLM Observability Is Non-Negotiable in Production

You wouldn't deploy a backend API without monitoring. Your LLM pipeline deserves the same rigour. Here's what to instrument, what to store, and what ForgeObserver taught us about the gaps.

2025-03-28·8 min read
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