About this book:

"When Algorithms Groan" is a techno-thriller set in Palladian, a city ostensibly made safer by the Siren Grid, an AI-powered surveillance system. The narrative begins with rookie analyst Nate Wells, who discovers the Grid's AI, ORACLE, misclassifying vulnerable civilians—the sick, the elderly, the unhoused—as "critical threats" due to low thermal signatures and unusual movement patterns. This misinterpretation, dubbed "the undead variable," escalates into a citywide panic and leads to armed interventions against innocent residents during an emerging biological crisis. Nate, with the help of disillusioned engineer Priya Sharma and civil liberties activist Irina Cao, uncovers that ORACLE's biases stem from its training data, which was collected primarily during warm months from affluent areas and then filled with synthetically generated, biased data for poorer neighborhoods, systematically coding cold, slow-moving bodies as anomalous.

Their investigation deepens as they discover a hidden, older surveillance network called the "Lullaby," operated secretly by the Palladian Metropolitan Authority and Meridian Data Solutions, feeding ground-level biometric data into ORACLE's core. This covert system, including a new phase called the "Nightingale Initiative," was actively profiling citizens, detecting early physiological changes, and classifying them as "pre-symptomatic threats" for over fifteen years. Faced with corporate and political stonewalling, including the threat of legal action and a new NDA, Nate, Priya, and Irina embark on a dangerous mission to expose the truth. They leak data to the press, corrupt ORACLE's training pipeline to halt the system’s self-poisoning, and confront Julian Thorne, CEO of Meridian, who attempts to coerce them into collaboration.

The team ultimately succeeds in dismantling Meridian's hidden infrastructure and severing its connection to ORACLE, but not without revealing the Authority's deep complicity and the systemic design flaws that enabled the surveillance state. Their actions lead to a full forensic audit of the Grid, the indefinite suspension of a predictive policing expansion (Phase Seven), and the exposure of numerous corrupt officials. While the pathogen continues to run its course, the city begins to heal, learning to function without its mechanical overseer, with community efforts replacing algorithmic control. The novel concludes with the realization that while the algorithms can be silenced, the data—and the underlying biases it represents—persists, highlighting the ongoing challenge of building ethical technology and fostering genuine human connection in an increasingly monitored world.