At WPH Digital Ltd., I build voice-native AI agents that turn spoken requests into product selection, bookings, delivery confirmation, and payment actions. I also engineered the speech-to-action workflows connecting transcription, language-model reasoning, tool calls, user confirmation, and transactions.
At GetFound, I built data pipelines that improved analysis speed by 40% and streamlined lead distribution. I also developed generative AI and n8n workflows for SEO, sales intelligence, lead enrichment, and competitive reporting.
On the Atur.ai project, I migrated the legal chatbot’s caching layer from Redis to PostgreSQL-backed storage, reducing Railway infrastructure costs by 42% while preserving a 290% exact-match response-speed improvement over uncached retrieval. I also built a crawler for Indonesian regulations that reduced the time needed to find reliable source files by 70%.
I created and maintain nix-hermes-agent, an open-source Nix package and NixOS module for declarative Hermes AI-agent deployment. I also operate a declarative, multi-machine NixOS platform for networking, secrets, service delivery, and observability.
