Mono by KUSA Projects

Latest posts(17)

The Ceramics Workshop and the AI Illusion
The Ceramics Workshop and the AI Illusion

AI makes it easy to create reports, code, and strategies. But an output is not necessarily a correct result. Like children shaping clay without mastering the craft, organizations need context, trusted data, metrics, and human judgment to turn AI output into real value.

by Ismail Aksoy Sep 17, 2026
Auditing E-Learning: Content, Runtime, and a Service-Agnostic Toolkit
Auditing elearning and scorm packages

Generative tools compress course production from weeks to hours. But that relocates risk rather than removing it: an AI-generated course is fluent and visually complete by default, and that polish masks the errors it may contain. Surface polish is no longer evidence of substantive correctness.

by Ismail Aksoy Jul 10, 2026
Synchronizing Ship-to-Shore Databases Over Intermittent VSAT Networks
Synchronizing Ship-to-Shore Databases Over Intermittent VSAT Networks

Standard cloud synchronization fails over high-latency maritime VSAT. This blueprint details an asynchronous, bidirectional data pipeline using a Rust daemon, HTTP/3, and PostgreSQL CDC to maintain deterministic relational consistency across offline fleets without heavy message brokers.

by Ismail Aksoy Apr 03, 2026
Architecting an AI Knowledge Agent for Maritime Regulatory Compliance
Architecting an AI Knowledge Agent for Maritime Regulatory Compliance

Moving from concept to code, this study details a hybrid RAG system built on GCP and Rust. By merging vector search with temporal knowledge graphs, we’ve created an auditable AI tool that navigates complex IMO regulations with precision and safety.

by Ismail Aksoy Mar 20, 2026
Building a Maritime Competency Intelligence Platform: A Case Study
Building a Maritime Competency Intelligence Platform: A Case Study

Most fleets still rely on fragmented records and subjective judgment to decide if officers are ready for promotion. This project presents a structured, data-driven competency management system that turns scattered evidence into transparent, defensible promotion and development decisions.

by Ismail Aksoy Feb 23, 2026
The Cynicism Factory: How Corporate Values Became Tools of Exploitation in the AI Era
The Cynicism Factory: How Corporate Values Became Tools of Exploitation in the AI Era

From Enron's stated values of 'Integrity' to OpenAI's dissolved safety team, corporate values consistently fail. This investigation reveals the cynicism factory: how values-based leadership became performative ethics, why Europe has the lowest engagement despite Nordic origins, and what comes next.

by Ismail Aksoy Feb 12, 2026

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