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Kwame Asante

Author

ML infrastructure engineer at a Lagos-based health-tech startup, focused on deploying LLMs on constrained hardware. Authored the open-source quantisation toolkit used by 40+ African AI teams.

aillmcloudperformance

Articles by Kwame Asante(1)

LLM cost tracking and budget controls in production

LLM API costs can spiral quickly without deliberate instrumentation. This article covers the full stack of cost tracking — from per-request token accounting to team-level budget enforcement — with concrete code patterns you can deploy today

llmcost-managementobservabilitycloudproduction

16 July 2026

Kwame Asante — ANN Tech — ANN Tech