In a recent LinkedIn post, Jean Ng 🟢 highlights a significant shift in the landscape of global event monitoring, emphasizing how a single individual can now leverage open-source data and artificial intelligence to create sophisticated, real-time visualizations of complex geopolitical events. Jean Ng 🟢 points to the work of former Google Product Manager Bilawal Sidhu as a prime example of this burgeoning capability.
The Power of Open-Source and AI in Geospatial Intelligence
Jean Ng 🟢 explains that Sidhu successfully created a 24-hour replay of Operation Epic Fury using exclusively publicly available data. This feat, according to the post, was achieved with a “swarm of AI agents” that captured open-source signals as events unfolded, before temporary data caches disappeared. This demonstrates a profound democratization of capabilities previously reserved for large governmental or intelligence agencies.
“A single developer, armed with open-source data, a passion for computer graphics, and a focus on geospatial intelligence, can now assemble a complete, real-time picture of global events—without proprietary tech or massive budgets.”
The output of Sidhu’s project, as described by Jean Ng 🟢, is a “dynamic 4D visualisation that lets users explore events across space and time.” This includes detailed observations such as airspace activity over Tehran, the trajectory of strike coordinates hitting targets, and the spread of GPS interference across the region. Jean Ng 🟢 emphasizes that this level of detailed, real-time event mapping was once the exclusive domain of entities with “governments, billion-dollar budgets, and elite teams.”
The Double-Edged Sword: Empowerment Versus Misinformation
Jean Ng 🟢 identifies a critical duality in this technological advancement, framing it as a “Double-Edged Sword of Democratised Tech.” On one hand, this empowerment allows individuals to “monitor and understand global events in real-time, fostering transparency and accountability.” This enhanced accessibility to information can lead to greater public awareness and a more informed citizenry.
“Empowerment Individuals can now monitor and understand global events in real-time, fostering transparency and accountability.”
However, Jean Ng 🟢 also sounds a note of caution, highlighting the potential for misuse. The same tools that enable transparency can also be exploited to “fuel misinformation, escalate conflicts, and enable misuse—all at the hands of a single actor.” This underscores the urgent need for critical evaluation of information sources and the development of digital literacy skills in an era of readily available, powerful analytical tools.
Capabilities Previously Out of Reach
The post details the specific capabilities demonstrated by Sidhu’s system, which are now accessible to individuals. These include:
- Visualizing airspace clearing over cities.
- Tracking ground strike coordinates.
- Mapping the impact of GPS interference.
- Observing satellite passes over critical zones.
- Identifying no-fly zones and their extent.
- Monitoring the movement of shipping fleets in strategic waterways.
Jean Ng 🟢 posits that the AI knowledge accessible to the general public is rapidly being surpassed by innovations from individuals like Sidhu. The author notes the profound implications of this trend:
“AI is not just another tech. It’s about who controls the narrative, who can act, and who gets left behind.”
This raises a fundamental question, as highlighted by Jean Ng 🟢: “Why should such powerful tools be accessible to ordinary citizens, yet remain out of reach for most people and smaller organisations?” The article concludes by suggesting that the accessibility of these powerful AI and geospatial intelligence tools presents both unprecedented opportunities for insight and significant challenges related to control, narrative, and equitable access.
📝 About This Content
This article is based on insights shared by Jean Ng 🟢 on LinkedIn.
📅 Originally posted on March 5, 2026 | View original post on LinkedIn →