1. Introduction: The Anatomy of an AI Environment An AI environment is a sophisticated synergy between human expertise and technical infrastructure. It is not merely a collection of algorithms but a managed lifecycle where technical components must be robust enough to support critical human decisions. Under the European AI Act, Read more
This document synthesizes the implementation blueprint for Knowledge Graphs (KGs) as the essential semantic infrastructure for Enterprise AI. It outlines the transition from plausible but unreliable AI outputs to governed, decision-grade intelligence. 1. Executive Summary Enterprise AI currently faces a critical “accuracy gap” that prevents it from delivering significant decision-making Read more
From Symbolic AI to Reasoning LLMs: A Strategic Infographic Research Report 2025 From Symbolic AI to Reasoning LLMs Modern AI isn’t just a model—it’s an accumulated stack of breakthroughs. Explore the lineage from 1950s logic to 2025’s agentic systems, operational constraints, and the rise of governance. The Strategic Thesis We Read more
The Definitive NLP and LLM Reading Stack. A Strategic Research Report on Engineering, Hardware, and Governance in the Age of Artificial Intelligence. The phase transition to agentic reasoning The trajectory of Artificial Intelligence is not a linear accumulation of capabilities but a series of distinct phase transitions, each precipitated by Read more
Summary The trajectory of artificial intelligence stands at a definitive historical inflection point. For the better part of a decade, the field has been dominated by a singular, industrial logic: the “Age of Scaling.” This era, roughly spanning from the release of GPT-3 in 2020 to the saturation points observed Read more
1. De Grote Herkalibratie De periode 2025-2030 markeert een fundamentele faseovergang in de evolutie van kunstmatige intelligentie. Waar de jaren 2022-2024 werden gedomineerd door Generatieve AI—het creëren van content—zal het komende half decennium worden gedefinieerd door Agentic AI: autonome systemen die in staat zijn tot complex redeneren, toolgebruik en het Read more
I. The Productivity Illusion: Deconstructing the Failure of Simplistic Measurement A. The “Black Box” Fallacy: Why Development Defies Easy Measurement For decades, the measurement of software developer productivity has been considered a “black box,” a challenge many in tech believed impossible to solve correctly.1 This difficulty stems from a fundamental Read more
Executive Summary Een Enterprise Data Platform als Product vormt de centrale voorziening om data waardevol en veilig te benutten binnen de overheid. Dit onderzoek beschrijft een geïntegreerde aanpak voor een data platform dat soeverein-by-design is – dus volledig in lijn met Europese regelgeving en zonder ongewenste extraterritoriale toegang. Belangrijke beslispunten Read more
Deel I: Strategisch imperatief en samenvatting 1. Van technische keuze naar strategische doctrine De digitale transformatie van de Nederlandse overheid bevindt zich op een strategisch keerpunt. Een convergentie van exponentiële technologische vooruitgang (met name Generatieve AI), een ongekende golf van dwingende EU-regelgeving, en een verscherpt geopolitiek klimaat dwingt tot een Read more
1. Executive Summary The proliferation of Large Language Model (LLM) assistants within European public sector organizations presents a paradigm shift in operational efficiency and service delivery. However, this integration introduces a novel and critical threat vector, starkly illustrated by the “EchoLeak” incident (CVE-2025-32711). This vulnerability, the first confirmed zero-click indirect Read more