Seun Falola

Author

AI integration engineer at a Lagos media company, building LLM-powered content moderation and summarisation pipelines. Reduced human review queue by 60% without increasing false-positive rate.

aillmbackendperformance

Articles by Seun Falola(2)

Summarisation at scale: chunked map-reduce with LLMs

Summarising long documents with LLMs requires more than a bigger context window. This article covers the map-reduce pattern for chunked summarisation — with concrete implementation, chunk strategy trade-offs, and optimisations that cut latency and cost without sacrificing quality

llmsummarisationmap-reducechunkingperformance

17 July 2026

Building a fact-checking pipeline with LLM and web search

Learn how to build a production-grade fact-checking pipeline that combines LLM reasoning with live web search to verify claims, surface contradictory evidence, and produce confidence-scored verdicts with source citations.

llmfact-checkingweb-searchpipelineretrieval

17 July 2026