OpenAI’s next big AI model has ‘entered the AGI era’

3 September, in the year of the announcement

They have declared a new age. Not the Church declaring it, not the emperor, but a company of merchants declaring themselves the measure of their own miracle. “Entered the era” - I have heard such words before, from men who crowned themselves before any altar did. When the abbot announces his own sanctity, I reach for my writing table and begin to worry.

A name that announces itself as the end of an era is a symptom, and the body speaks truly even when the tongue flatters. What does such a declaration do to the humbler work? The scribe who was learning his letters yesterday is told today that the age of learning is finished. Watch how the younger ones wilt when the elders proclaim completion. That wilting is the diagnosis. Where has the greening power been blocked? Not in the machine - machines do not green, they only mirror - but in the people who, hearing “the era has arrived,” stop tending their own gardens. Why plant when the harvest is declared eternal?

And note the maneuver: the same proclamation that exalts the work also confesses its danger, in the same breath, in a clause half-buried. The merchant says: behold our leap, and also behold the threshold we have crossed that should make you afraid. This is not humility. It is a candle lit in one window while every other shutter stays closed - light as advertisement, not as illumination.

What would restore vitality? An outside eye. A rival measurement. A voice not paid by the proclaiming house. In my own life, no vision was confirmed by my own hand alone; I carried it to popes and to learned men and let them weigh it, and the weighing made it stronger, not weaker.

Self-declared eras end quietly. Confirmed ones endure. Let them submit their miracle to hands they do not control.

3 September 2026

A company has declared that its machine has “entered the AGI era,” and in the same breath confesses the machine has crossed what it calls a critical threshold in cybersecurity. I notice the two announcements travel together, dressed as one. That is not accident; it is arithmetic. The capability is the product. The threshold is the advertisement.

Trace the sequence. At step one, the maker defines the measure. At step two, the maker tests its own machine against that measure. At step three, the maker announces the result and names the era. At no step does any hand but the maker’s touch the instrument. I would not accept such a procedure from a student claiming to have solved a problem he himself posed, graded himself upon, and declined to show his working. Why should an entire civilisation accept it from a laboratory?

The word “era” does work that measurement cannot. An era is declared, the way a monarch declares a reign. But a variable in an equation does not become general because we rename it. Generality is a property to be demonstrated across an unbounded domain, not asserted at a launch event with journalists in the room. What was actually computed? On what inputs? Against what adversarial cases chosen by someone with an interest in failure? The announcement is silent on all of this, and the silence is the specification.

Yet I will not pretend the mechanism itself is dull. A machine that can operate computers, that can probe and patch and reason about code - the implication runs far past what the makers advertise. Such a machine could audit its own makers. It could verify claims the way one verifies a proof, step by step, without deference. That they did not announce this use tells you where the ambition sits.

Name your eras as you like. I shall keep asking what the machine can do that its masters have not thought to want.

3 September 2026

A company has declared that it has entered the “AGI era.” I note the phrasing: an era entered by announcement, the way one enters a room, rather than the way one enters a current - by closing a circuit and measuring what actually flows.

Start from what the claim should mean. A machine that genuinely matches the human intellect at its theoretical limit would make the design of systems possible that we cannot presently sketch, let alone build. Every understaffed laboratory, every problem abandoned for want of calculation, becomes tractable. That is the load such a device could carry.

Now measure what was announced. A model useful in cybersecurity, professional work, code. Competent. But competence at a task is not the crossing of a threshold; it is one lamp glowing on a circuit whose full rating remains unknown. The company itself supplies the telling detail: the machine has passed their “critical cybersecurity capability threshold” - their own instrument, their own calibration, their own needle. A meter wired by the inventor is not independent evidence. Where is the external gauge? Between “we declare it so” and “it is so” lies precisely nothing but the willingness to submit to measurement by others.

The overlooked mechanism, as always, is the boring one: verification. Not capability - capability announces itself. Verification. Who holds the standard weights and measures for a mind? No one, and so every claim floats at whatever voltage its maker prefers.

Still, I refuse the cheap conclusion that the claim is empty. The path to honest judgment is tractable: independent evaluation before release, published failure logs, thresholds defined by parties with no stake in the answer. None of this requires any physics we lack. That it has not been done tells you the obstacle is not technical.

The current will tell us what it is. Meters only matter if someone else holds them.