Apptimia describes building a practical AI voice agent for front desk automation using Vapi for live calls, Make for post-call workflows, and MCP for dynamic data access. The prototype answers common questions, checks live information such as appointment availability, collects caller details, and sends summary emails. The key lesson: fast prototyping is feasible, but production quality depends on configuration, latency tuning, observability, and fallback design.

ApptiGEO is a geospatial app where users organize everything — map assets, text notes, images, documents, videos, and more — in a single tree hierarchy. The tree sidebar is the backbone of our UI, tightly coupled with an interactive map on the right. The challenge: how do you model 13 different content types under one tree, query them efficiently, and serve them over a real-time WebSocket — without the backend collapsing under its own weight? Let’s start with the data model t

Apptimia implemented a C++ STANAG communication layer for UAV payload integration, enabling gimbals, cameras and sensors from different vendors to exchange structured data reliably. The article explains decoding/encoding binary messages, strict big-endian handling, and why codec boundary code, naming conventions and byte-order tests are critical for interoperability.