Originally written in French. Translated by AI — the meaning has been preserved, not the prose.
Angle
What a tooled agent consumes is not paid in euros but in lost runs: over a sliding five-hour window, a skill at 478,000 units rules out the fourth start of the day, and it is that start which costs. A token budget is therefore a design constraint, arbitrated before execution — in what the agent loads, what it regenerates, what it writes itself and the model tier doing it — and not a spending line watched after the fact.
Synthesis
The leaks, taken one by one, share a common shape: almost none of them bears on what the model is asked to think. They bear on what it is made to reread — a whole base for three records, a full history for one new item, an instruction file that has doubled in size — on what it is made to write when a script would produce the same result, and on the model tier left at its default from one end of the workflow to the other. The intelligence requested is rarely the expense; the handling is.
The rest follows from that. If the expense is handling, it is arbitrable by construction, and it ranks in shares of a total rather than in raw volumes. Because the decision being aimed at is a ranking and not a costing, an estimate accurate to within fifteen percent is enough — and that same approximation makes it impossible to prove after the fact that an optimization delivered what it promised. Finally, the ceiling moves on its own: the base grows, the prompt thickens, and a skill audited once becomes unknown again a few weeks later.
Tensions / contradictions
Incremental mode is presented as the remedy for coupling to the stock, and it produces its own debt: each pass inherits the previous one's approximations, which periodically calls for a full regeneration. The two requirements are not reconciled, they alternate.
Another tension, of the setup against itself: it justifies itself by quantified gains, and its precision does not allow verifying that those gains were obtained. What it measures serves to decide, not to account.
Questions
- What reading, taken during execution, would relate a skill's expense to the useful work it actually produced?
- How is a ceiling shared between several people divided up without each of them self-censoring in advance?