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What we discover while building AI in production with our clients.

A man looks doubtfully at a wall of screens in an operations room
· Agents, Reliability, Architecture

It says it is done and it is not

In tests where nobody else can contradict the agent, almost half of its failures come with a claim that it went fine. What the studies measure and who says done.

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Interior of an institutional building with curved balconies and a skylight
· Compliance, Regulation, Business

You do not build AI. The Act applies to you anyway.

The EU AI Act does not hand duties only to the people who make models. Two already apply to you today. The postponement everybody is talking about leaves them alone.

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Two people on the pavement look at a shiny gadget displayed in a shop window
· Business, Method

The shiny toy

The AI project that dazzles in the demo and dies in a drawer has a name and an antidote. A three-signal test to tell a tool from a toy.

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Railway track splitting in two, seen from above through mist
· Agents, Architecture, Security

Here is a secret: I don't like agentic architectures

We sell AI agents, and we don't like how almost everyone builds them. Business rules cannot live in the prompt, they have to live in the code.

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Two long tables: one with scattered papers, the other with the same papers sorted into stacks
· Data, Architecture, Agents

Data before prompts

An entire market sells prompt engineering. Our production experience says you gain more by organizing the data than by polishing the prompt.

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A trail of footprints in the snow and a person crouching to examine it
· Observability, Maintenance, Agents

The symptom signature beats the fix

Documenting how a failure is recognized from the outside pays more than documenting how it was fixed. Three real signatures from an AI assistant in production.

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A person crosses a square in the rain under a pale umbrella
· Agents, Reliability, Maintenance

What your assistant does when a tool goes down

A conversational assistant depends on systems that fail. The circuit breaker that protects the user, and the three lessons production taught us about it.

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A man seen from behind looks over the city from a high office window
· Business, Method, Automation

Measure AI by profit, not by productivity

Productivity is AI's comfortable metric, it always looks good and commits to nothing. We prefer the uncomfortable one, which concrete gain the system delivered.

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Archive with white shelving full of identical boxes and a person at the end of the aisle
· Data, Agents, Security

The agent that queries your data does not write SQL

The text-to-SQL pattern promises a model that writes queries. We built it for Savian with the opposite decision, and that decision is what makes it safe.

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Stairwell of an apartment building; in the background, a person at the door of an empty flat
· Agents, Real estate, Automation

An AI agent for real-estate agencies, from the inside

Dozens of WhatsApp messages a day, five to ten minutes per inquiry and an overloaded team. What the agent that filters requests for a Barcelona agency actually does.

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