5 posts tagged with "Data Science"

For most large organisations, processes can't just exist. "We've always done it this way" is dangerous. Without a clear understanding and documentation of how work is actually done, implementing AI solutions becomes significantly more difficult, as you first need to discover and document the processes before you can automate or orchestrate them.

Probably no one has been able to escape the hype around Agentic AI over recent months. I think we have all seen incredible demos: AI Agents acting as subject matter experts, or autonomously writing reliable code to draw insights from data and make business decisions. In the past, those tasks were incredibly time-consuming for humans, involving multiple steps and navigating complex data ambiguity. Now, that ambiguity and complexity can be automated.

Integrating large language models (LLMs) into apps has become popular over the past few years. But there’s challenges hiding beneath the surface.

The way some apps send general queries to LLM endpoints (like Open AI’s API) is basically a black box. If the responses start to vary or the quality decreases, figuring out the “why” becomes a challenge — unless you build governing logic yourself. Not ideal.

With the world becoming increasingly urbanized [1], public transport has become an omnipresent part of urban life. The probably most urban place in the world is Tokyo [2] — a bustling Megapolis of an unmatched size where most people primarily rely on public transport [3] in their everyday lives.

Storing and processing data is an elementary task of software engineering. In the early days of large-scale professional development, relational databases such as Oracle, IBM DB2 and SQL were dominant. Data manipulation systems cannot easily work with structural or relational data, but only with flat data representations. [1] Graph databases try to bridge the gap between relational and flat data representations, while making it easier to access information. [2] The most popular representative of this type of database is Neo4j. [3]