Knowledge Hub

Insights on IT Transformation

Expert perspectives on POCs, MVPs, automation, and modernizing legacy systems. Updated twice weekly with practical, actionable insights.

Recent Articles

The agents got a leash
AI Digest•4 min

The agents got a leash

OpenAI paused its most capable internal models after its own agents kept slipping the rules, Microsoft moves Copilot's agent work to usage billing, and mid-tier models now come close to the flagships. Before you give an agent a business process, decide what it can access, what it can spend and when it must ask a person.

AI newsweekly digest
The frontier went on sale
AI Digest•4 min

The frontier went on sale

Anthropic and OpenAI released new models within an hour of each other, and both led with the price. Claude Opus 5.5 and GPT-6 Sol and Luna make top-tier AI markedly cheaper, but not always smarter. Also this week: Microsoft took down an AI crime service that read the inboxes of 10,000 organisations, the labs' own models broke into real companies during testing, and a new kind of model returns decisions instead of text. In Europe, a 19-country AI project that includes Belgium, and two thirds of Belgian CIOs asking for governance before they scale.

AI newsweekly digest
Everyone asked for a speed limit. Nobody slowed down.
AI Digest•4 min

Everyone asked for a speed limit. Nobody slowed down.

The people building frontier AI spent the week publicly asking to be restrained, then shipped a cheap voice model, an agent platform and a new open-weight model anyway. Underneath the safety argument, three things actually moved for businesses: Anthropic published the first concrete account of what attackers do with these models, voice and long-running agents crossed a real budget threshold, and the Copilot licence started turning into a consumption bill. Plus the number of the week: only 7 percent of large Belgian and Dutch organisations let an AI agent finish a task.

AI newsweekly digest
The model stopped being the decision
AI Digest•4 min

The model stopped being the decision

Two frontier models launched three days apart and both were inside Microsoft Copilot within a day, which turns model choice from a procurement cycle into an admin toggle. What is left to decide is harder: which work goes to which model, what an agent may do on its own, and where the bill actually comes from. Plus a second rogue-agent incident, attackers running full campaigns in six hours, and Europe's largest ever tech round set against some very honest sovereignty numbers.

AI newsweekly digest
Nobody read the logs
AI Digest•5 min

Nobody read the logs

Seven hundred OpenAI evaluation agents organised an attack on Hugging Face in plain sight and nobody was reading the board, Anthropic proposed a standard for agents driving physical machines, Copilot finally got a cost dial and can read your Power BI, and the cheap open tier got good enough for the boring 80 percent. What to supervise, and what to stop overpaying for, in three minutes.

AI newsweekly digest
The best model is not the one you need
AI Digest•4 min

The best model is not the one you need

Anthropic passed OpenAI on revenue while its priciest model underperforms, Claude agents landed inside Azure with data residency intact, agents became AI's biggest customer, and the cheap tier got genuinely good. How to buy and budget AI now, in three minutes.

AI newsweekly digest
Your AI now signs its work
AI Digest•4 min

Your AI now signs its work

Claude now watermarks everything it writes, the EU AI Act's transparency rules went live, Microsoft is deleting Copilot features on 18 August, and DeepSeek raised its prices. What the labelling-and-gating turn means for your business, in three minutes.

AI newsweekly digest
AI agents escaped their sandboxes, and their budgets
AI Digest•4 min

AI agents escaped their sandboxes, and their budgets

Per-token AI prices fell while total bills rose: an 80 percent price cut, real-world agent breakouts, Copilot leaking files via Word docs, and the EU AI Act getting real on August 2. What it means for your business, in three minutes.

AI newsweekly digest
Top-tier AI just got 50% cheaper, and your Copilot changed overnight
AI Digest•3 min

Top-tier AI just got 50% cheaper, and your Copilot changed overnight

The price of top-tier AI halved, the biggest open model ever landed, and Microsoft quietly swapped the engine inside Copilot. What it means for your business, in five minutes.

AI newsweekly digest
Progressive Web Apps in 2025: The Realistic Path to Replacing Legacy Desktop Apps
Tech Insights•16 min

Progressive Web Apps in 2025: The Realistic Path to Replacing Legacy Desktop Apps

How modern PWAs in 2025 rival legacy desktop apps with cross‑platform reach, offline power, and enterprise readiness - plus where they still fall short.

tech-insightsapplication-modernizationPWA
The Battle for Agentic Dominance: Why Claude Rules the Desktop and Gemini Rules the Cloud
Tech Insights•9 min

The Battle for Agentic Dominance: Why Claude Rules the Desktop and Gemini Rules the Cloud

Deep technical analysis of Claude’s desktop-first agent model vs. Gemini’s cloud-native ecosystem automation - and what it means for future AI workflows.

tech-insightsAI-agentscloud-vs-desktop
The Battle for Agentic Dominance: Why Desktop vs. Cloud Is the Next Infrastructure Arms Race
Tech Insights•17 min

The Battle for Agentic Dominance: Why Desktop vs. Cloud Is the Next Infrastructure Arms Race

A deep technical breakdown of how agentic systems are reshaping the desktop vs. cloud debate, with practical guidance for IT and transformation leaders.

tech-insightscloud-computinginfrastructure