The Lab Opens

Giovanni Leonardi·August 2026·2 min read

A boundary found is a result.

The claim under test

This is a laboratory, not a blog. It exists to test one claim: that AI agents can perform real parts of a practitioner’s work — starting with the four practices this library is built on: Transformation, Portfolio, Programme, Leadership — and that the practitioner who builds and directs those agents is becoming something new.

A claim of that size is easy to assert and hard to test. This Lab exists to test it: on real work, in public, with the failures left in.

The rule

Every experiment in this Lab runs on my real systems, on real work, with real stakes. Every note published here describes something that actually happened. Designed experiments that have not yet run stay in the backlog. Nothing is dramatised, nothing is smoothed, and no result is strengthened beyond what the evidence supports.

The standing rule
If a note contains no failure and no boundary, it is not a finding — and it is not published here.

What the work looks like

Each experiment isolates one act of practice, records a written prediction before anything runs, hands the act to an agent, and judges the output the way a practitioner judges anything: would I sign this, and would the people I answer to accept it.

The verdicts accumulate on a public grid, cell by cell. A boundary found is a result. Some experiments run precisely where failure is expected, because the edge of what can be delegated is only visible from both sides.

Where this goes

Over the coming months this Lab will map what each of the four practices can delegate, what survives only in human hands, and what directing these instruments is doing to the practitioner holding them. The thinking is mine. The agents are instruments. The evidence decides.


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