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Projects

PRJ_01

LangChain · OpenAI API

KYC document intelligence

LLM pipeline for KYC document review at Airtel Africa Digital Labs. Manual KYC document verification took too much effort. Designed and implemented an LLM-based document intelligence pipeline with LangChain and the OpenAI API. Reduced manual verification effort by about 60%.

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PRJ_02

AI agents · Prompt engineering

BRS to Jira agent

AI agent that turns BRS documents into Jira stories with acceptance criteria. Sprint planning from BRS documents took about 3 hours. Built an AI agent that converts BRS documents into detailed Jira stories with acceptance criteria. Cut sprint planning to under 30 minutes, an 83% reduction.

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PRJ_03

ELK · Grafana

Log analysis assistant

AI assistant that detects failure patterns in logs and suggests code fixes. Investigating production failures and finding the matching code change was slow. Developed an AI-powered log analysis assistant for automatic failure pattern detection and code-fix suggestions. Improved observability with Grafana and the ELK stack. Improved MTTR by about 40% and reduced incident detection time.

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PRJ_04

Microservices · System design

Monolith to microservices

Migration of core Airtel Africa Digital Labs services to independently released microservices. A monolith limited how often services could be released. Led the monolith-to-microservices migration. Owned HLD and LLD for core high-availability services. Defined SLOs and SLIs with Prometheus, Grafana, and PagerDuty. Reached 3x deployment throughput and independent release cycles per service. Held 99.9% availability and P99 latency under 300 ms.

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