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Rapid AI Voice Agent Development with Vapi, Make, and MCP
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.
7 min read


Taming Performance in a Real-Time Geospatial Application
ApptiGEO is a geospatial app where users organize everything β map assets, text notes, images, documents, videos, and more β 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 β without the backend collapsing under its own weight? Letβs start with the data model t
6 min read


Integrating NATO STANAG Standards for UAV Payload Device Interoperability
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.
5 min read


Apptifly - Aircraft Tracking System Built with Software Defined Radio
Apptifly is a real-time aircraft tracking platform built with low-cost SDR hardware. An RTL-SDR v3 and Raspberry Pi capture and decode ADS-B aircraft signals, then stream them through a Go backend on AWS to PostgreSQL and WebSocket clients. A React frontend shows live aircraft positions. The project demonstrates an end-to-end, affordable SDR-to-cloud tracking pipeline.
5 min read


UAV: Extending QGroundControl (QGC): Building an Interactive Primary Flight Display (PFD)
Open Source Ground Control Stations: The Feature Gap Open source Ground Control Station (GCS) software has dramatically lowered the barrier to entry for UAV development. Tools like QGroundControl , Mission Planner , and APM Planner give developers and operators a capable, cross-platform starting point - without the cost of proprietary alternatives. However, these platforms are designed for the broadest possible audience. Features standard in certified avionics - interactive
5 min read


Using Robot Operating System (ROS 2) in anti-drone, dual-use applications
Modern warfare is shifting toward low-cost drone dominance: UAVs costing hundreds or thousands of dollars can threaten assets worth millions. The article describes a ROS 2-based anti-drone prototype built with affordable hardware, PX4, simulation in Gazebo, radar-assisted approach logic, YOLO-based visual detection, and PID control for tracking/interception. It argues that dual-use, open, low-cost systems are reshaping defense economics.
4 min read


Leveraging the Power of AI Coding Agents at Apptimia
An AI coding agent combines an LLM with tools that let it run commands in a dev environment and connect to external services through plugins such as MCP. This enables actions like browser automation, design integration, and project management. Two main types exist: IDE-based agents, such as Cursor Agent mode and GitHub Copilot, and terminal-based agents, such as Claude Code and Codex CLI.
8 min read


Implementing System Observability on AWS: An Essential for Production Environment
System observability on AWS ensures reliability in production using CloudWatch, X-Ray, and Sentry for logs, metrics, tracing, and alerts.
6 min read


Modern Web Applications: Visualizing a Complex Interactive Graph with ReactJS, Drag&Drop, and Resize Patterns
An interactive timeline app built with React DnD, Re-resizable and Victory.js enables drag-drop editing, adaptive resizing & real-time sync.
4 min read


New approach to UAV Ground Control Station and Geospatial Data Integration
Apptimia's GCS for UAVs integrates geospatial data, web-based UI, and modular architecture for real-time analysis, scalability, and offline
3 min read


Orchestrating AI-driven Geospatial Workflows with Prefect
Prefect streamlines processing large-scale aerial imagery for forestry, handling ETL, AI models, and data aggregation with dynamic workflows
7 min read


Case Study: Testing Serverless Architecture on AWS
Explore our in-depth case study on Testing Serverless Architecture on AWS. Discover strategies for effective Testing Serverless Architecture
5 min read


Rapid Web Front End Development - How we built a Google Docs-like Editor in No Time
Discover how Rapid Web Front End Development enabled us to build a Google Docs-like editor swiftly. Learn Rapid Web Front End Development ti
4 min read


Creating a Super Scalable Photogrammetry Service with AWS
Super Scalable Photogrammetry Service with AWS: Drones and cloud tech transform inspections, boosting safety and scalability.
3 min read


Streaming real time IoT sensor data to Grafana with MQTT
Guide on streaming real-time IoT data with MQTT. Interfacing BMI160 sensor with RaspberryPi for real-time data streaming and visualization.
7 min read


Autonomous drones with on-board AI object recognition
Unmanned Aerial Vehicles (UAVs), commonly known as drones, have become indispensable for inspecting buildings and other structures. These...
3 min read


Forest AI tree recognition: Can a Neural Network Count a Forest?
The answer is affirmative; it is possible to train a neural network to detect objects such as trees even in very densely forested areas,...
2 min read


The purpose of this blog
Welcome to Apptimia's blog! π Here, we share in-depth software project analyses, tutorials, and industry insights to inspire tech enthusias
1 min read
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