“While conventional wisdom suggests technical degrees offer the safest career paths, the rise of AI is actually making white-collar knowledge work more vulnerable than manual labor, forcing us to completely rethink career preparation by focusing on uniquely human skills like creativity, emotional intelligence, and critical thinking.” For parents, students, and professionals, the conversation around Artificial […]

Go-to-Market Strategy for “Business in a Box” The “Business in a Box” concept is a complete, ready-to-operate LPG microstation designed as an all-in-one turnkey solution for aspiring entrepreneurs. It includes a custom-built, weather-resistant steel kiosk, an integrated LPG scale system, internal piping, electrical points, secure storage, and safety features. This initiative aims to empower local […]

AI agents are fundamentally changing the landscape for small companies, offering significant advantages that were previously only accessible to larger enterprises. By automating repetitive tasks, enhancing customer service, boosting sales and marketing efforts, providing data-driven insights, and facilitating scalability, these tools enable small businesses to increase efficiency, reduce operational costs, and compete more effectively. The […]

Knowledge-Based Systems and Expert Systems in 2025Key points:Knowledge-based systems and expert systems focus on reasoned decision-making using structured knowledge, facts, rules, and logical inference.These systems typically consist of three components: a knowledge base (storing facts and rules), an inference engine (for reasoning), and a user interface.Modern systems have evolved from static rule-based systems to more […]

The Model Context Protocol (MCP) introduces structural elements that shape agentic system design, bringing both constraints and benefits. It incorporates an MCP server that mediates interactions, processes requests, and enforces permissions.By regulating context handling, MCP can limit persistent memory, potentially hindering long-term goal tracking and autonomous function. Its intermediary layer reduces direct memory control, requiring […]

The inefficiency of current data pre-processing in GIS is a significant challenge, driving the need for new paradigms like knowledge graphs. Traditional geo-enrichment services are often constrained by predefined categories and restricted data access. In contrast, knowledge graphs provide a more open and extensible approach to geo-data enrichment.Knowledge Graphs: A Flexible and Powerful AlternativeA Geographical […]

While testing accuracy and relevance during enrichment,  biases suddenly emerged when we included spatial data in knowledge graphs. We started seeing biases in all sorts of spatial statistics  and temporal statistics when using natural language processing technologies. Most knowledge graphs don’t do any meaningful in place-name disambiguation so the London in the UK is always […]

Knowledge Graph Enrichment Management – Highlights AI systems can mirror human-like processes of information gathering, analysis, and synthesis—but at scales impossible for human researchers to achieve individually. As research continues its rapid expansion, such multi-agent systems will likely become essential tools for maintaining comprehensive, up-to-date knowledge graphs.Large language models (LLMs) serve as the technological foundation […]