Web: timmaundu.github.io
I build practical AI systems, web products, networking tools and cloud-backed automation for real workflows.
My current focus is useful AI: agents, RAG systems, model evaluation, SaaS products and the engineering around them. I also bring hands-on depth in networking, MikroTik, ISP billing and cloud computing, so the systems I build can connect to real infrastructure and operating environments.
- AI agents for research, operations, workflow automation and guided decision support
- RAG systems that retrieve, cite and explain source-grounded context
- SaaS products with clear dashboards, APIs, auth, data flows and deployment paths
- Networking and ISP billing systems around MikroTik, hotspot/PPPoE workflows and tenant operations
- Evaluation loops for model quality, latency, cost, failure modes and usefulness
- Africa-ready software that respects local context, connectivity, cost and trust
- Hakili AI - legal intelligence direction for source-grounded Kenyan legal research
- MUA Jobs - AI-assisted employment support for matching, application guidance and skills gaps
- AI implementation scorecards - practical ways to measure whether AI projects are moving from pilots into production
- Production software depth - networking, MikroTik, ISP billing, databases, APIs, dashboards, payment flows, automation and cloud operations behind the AI layer
I use AI for reasoning, investigation, prioritisation and communication, but important changes must stay traceable, reviewable and verified. Good software is not only clever; it is reliable enough for people to depend on.
- Portfolio: timmaundu.github.io
- X: @tim_maundu
- GitHub: github.com/timmaundu