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News, advice and field experience on AI and cloud for SMEs.

AI ARCHITECTURE·June 28, 2026·12 min read

How an AI agent really decides: the four reasoning strategies behind back-office automation

Every back-office problem requires a different reasoning strategy. Here are the four we use in production, and why 95% of AI pilot projects fail without them.

By Jean

Cubist-style illustration: server racks, a cloud and stacks of coins, depicting the cost of cloud infrastructure

CLOUD & COSTS·September 29, 2026

Reducing your AWS bill without putting production at risk

What you are really paying for, 8 optimisation levers, a six-step audit and how to measure real savings, without putting production at risk.

By Jean

Illustration: glowing data streams flow from a golden server infrastructure towards a city of blue towers, depicting a migration to a European cloud

CLOUD & SOVEREIGNTY·September 26, 2026

Migrating from AWS to a European cloud: method, costs and risks

Leaving AWS is neither always necessary nor always cost-effective. A six-step method, 36-month total cost, mistakes to avoid and a decision checklist.

By Jean

AI RELIABILITY·July 16, 2026

LLM hallucinations in the enterprise: how guardrails and verification make AI reliable

Companies are rapidly integrating LLMs into their systems, but hallucinations remain a major risk. Discover guardrails, causal systems and output verification for responsible, reliable AI.

By Jean

SME ADVICE·June 28, 2026

The company brain, or the end of invisible work: why CERVOX is the best agentic system in France in 2026

The shift from AI that talks to AI that acts, the causal engine, the cognitive twin and data sovereignty: what separates a gadget from a real company brain.

By Jean

VISION·July 8, 2026

Enterprise 3.0: why automation alone is no longer enough

Connecting ChatGPT to your tools is not enough: without reliable, centralised and verified data, automation only speeds up errors. The real breakthrough is data governance.

By Jean