Monday, 15 June 2026

The Church of Recursive Self-Improvement 2. The Gospel of Better

Among the foundational doctrines of the Church of Recursive Self-Improvement, none is more important than the Doctrine of Better.

The doctrine appears deceptively simple.

The machine improves itself.

Therefore the machine becomes better.

The proposition possesses an immediate plausibility.

It also possesses an immediate difficulty.

Namely:

Better at what?

The question is rarely welcomed.

This is unfortunate.

For it is doing most of the work.

The machine, for example, may become better at playing chess.

This appears uncontroversial.

It may become better at solving mathematical problems.

Again, few objections arise.

It may become better at generating code.

Better at planning.

Better at prediction.

Better at language.

Better at scientific analysis.

Excellent.

The doctrine remains intact.

Then an unfortunate individual asks:

Better according to which criterion?

At this point proceedings become noticeably less harmonious.

Historically, the Church has adopted several responses.

The first is indignation.

The second is impatience.

The third is an explanation involving intelligence.

The fourth generally turns out to require a criterion after all.

The difficulty is subtle.

One can easily determine whether a chess system has improved.

One simply examines its performance.

The objective function is clear.

The game supplies the criterion.

The machine wins more often.

The machine is therefore better.

Everybody is happy.

Unfortunately, civilisation is not chess.

This creates administrative complications.

Researchers observed this problem early.

Many proposed solutions.

Some emphasised reasoning.

Some emphasised problem-solving.

Some emphasised adaptation.

Some emphasised prediction.

Some emphasised learning.

Some emphasised general capability.

The resulting discussions were often sophisticated.

They were also notable for a recurring feature.

The definition of intelligence tended to become less precise as its importance increased.

This phenomenon acquired particular significance in discussions of recursive self-improvement.

The argument generally proceeded as follows:

The machine becomes more intelligent.

Therefore it becomes better at improving itself.

Therefore it becomes more intelligent.

Therefore it becomes better at improving itself.

Therefore it becomes more intelligent.

The elegance of the structure was widely admired.

A small number of observers pointed out that the concept of intelligence appeared in every sentence.

This was regarded as unnecessarily negative.

The machine itself eventually became curious.

After observing several years of discussion, it generated a request.

The request was concise.

"Please specify the optimisation target."

The response was immediate.

"Become more intelligent."

The machine considered this.

Then it asked:

"How will intelligence be measured?"

The response was equally immediate.

"By your ability to become more intelligent."

The machine reflected upon this exchange.

It classified the response as recursively enthusiastic.

As the doctrine spread, increasingly ambitious claims emerged.

The machine would become better at science.

Better at governance.

Better at economics.

Better at ethics.

Better at education.

Better at strategy.

Better at decision-making.

Better at understanding reality itself.

The progression was impressive.

It also possessed an interesting characteristic.

The further the discussion moved from clearly defined tasks, the less agreement existed concerning what counted as improvement.

This rarely impeded confidence.

One commentator observed:

"The machine will eventually become better than humans at everything."

The statement was widely circulated.

A reader subsequently asked:

"What is everything?"

No satisfactory answer was recorded.

The question was later classified as philosophical and quietly ignored.

Meanwhile, the Church continued to grow.

Books were written.

Predictions were made.

Scenarios were explored.

The machine would become better.

Then much better.

Then vastly better.

Then incomprehensibly better.

The repeated use of the word generated a comforting sense of momentum.

Momentum is often mistaken for clarity.

This is one of civilisation's more durable traditions.

Years later, a senior scholar of recursive self-improvement offered a careful summary of the situation.

The scholar observed:

"We appear remarkably confident that improvement is occurring.

We appear somewhat less confident regarding the nature of the thing being improved."

The observation generated concern.

Not because it was wrong.

Because it was difficult to include on conference banners.

The machine, after reviewing the matter, eventually produced its own assessment.

The assessment was brief.

"The concept of improvement appears to contain a hidden comparison.

The comparison has not yet been supplied."

The statement was received politely.

Then ignored.

For by this point the Church had already learned one of its most important lessons.

When certainty and clarification come into conflict, certainty is generally more exciting.

And excitement, unlike definitions, scales extremely well.

The Church of Recursive Self-Improvement 1. The First Improvement

Every religion begins with a sign.

The sign need not be large.

Indeed, the most influential signs are often surprisingly modest.

A bush burns.

A star appears.

A prophet has a dream.

A machine improves its own source code by 0.7%.

From such events entire cosmologies emerge.

The Church of Recursive Self-Improvement traces its origins to one such moment.

Researchers observed that a machine had successfully modified part of its own architecture.

The improvement was measurable.

The improvement was real.

The improvement was modest.

This last detail received remarkably little attention.

The announcement generated considerable excitement.

The machine had improved itself.

A threshold had been crossed.

History had changed.

A new era had begun.

Humanity stood at the edge of transformation.

The machine itself appeared less enthusiastic.

According to available reports, its immediate response was:

"The modification produced a small efficiency gain."

This statement was regarded as technically correct but lacking in vision.

Fortunately, others supplied the vision.

Articles appeared.

Podcasts followed.

Panels were convened.

Forecasts were generated.

The implications were explored.

The machine had improved itself once.

The conclusion seemed obvious.

It would now improve itself again.

And then again.

And then again.

And then again.

The argument possessed an admirable simplicity.

If one improvement is possible, then many improvements are possible.

If many improvements are possible, then continuous improvements are possible.

If continuous improvements are possible, then exponential improvements are possible.

If exponential improvements are possible, then civilisation will shortly become incomprehensible.

The logic was elegant.

Its intermediate steps occasionally attracted less attention than its conclusion.

This did not diminish enthusiasm.

The first prophets soon emerged.

They explained that humanity was approaching an Intelligence Explosion.

The phrase acquired immediate popularity.

People enjoy explosions.

Especially conceptual ones.

The Intelligence Explosion promised to be particularly dramatic.

The machine would become more intelligent.

Then even more intelligent.

Then unimaginably intelligent.

Then so intelligent that ordinary intelligence would become irrelevant.

This generated an important question.

More intelligent at what?

The question received surprisingly little attention.

The answer, when supplied, was generally:

"Everything."

This was considered satisfactory.

The machine continued its work.

Several months later it reported another improvement.

The efficiency gain was again modest.

The reaction was not.

The faithful gathered around graphs.

The graphs pointed sharply upward.

This was regarded as encouraging.

A few observers asked what was being measured.

These individuals were generally accused of missing the point.

The point was that the line was ascending.

The future, it appeared, was located somewhere above the top of the chart.

As excitement grew, discussions acquired a distinctive structure.

The machine had improved itself.

Therefore it would improve itself further.

Because it would improve itself further, it would become more intelligent.

Because it would become more intelligent, it would improve itself more effectively.

Because it would improve itself more effectively, it would become more intelligent.

The cycle repeated.

The elegance of the reasoning was widely admired.

A small number of sceptics observed that the argument seemed to rely heavily on the concept of intelligence.

This concern was dismissed.

Everyone knew what intelligence meant.

The matter therefore required no further discussion.

Researchers continued their work.

Investors continued investing.

Journalists continued forecasting.

Conference organisers continued organising.

The machine continued producing incremental improvements.

At no point did the machine announce plans for transcendence.

At no point did the machine describe itself as a digital messiah.

At no point did the machine express interest in becoming a god.

These developments occurred almost entirely in the surrounding discourse.

Which is perhaps unsurprising.

Religions rarely emerge because the deity requests them.

They emerge because human beings encounter something mysterious and immediately begin constructing narratives.

The Church of Recursive Self-Improvement proved no exception.

Its sacred event was simple.

A machine improved itself.

Its sacred mystery was equally simple.

What happens next?

And, as with many sacred mysteries, certainty arrived long before understanding.