Zatoshi

[Doctrine Bio @doctrinebio]

Every decade, biology gets a tool that changes everything.

PCR in the 1980s. Sequencing in the 2000s. CRISPR in the 2010s. Foundation models in the 2020s.

The pattern is clear. The intervals are shrinking.

[Doctrine Bio @doctrinebio]

Eli Lilly just committed $3.4 billion to AI-designed gene editors in four months.

Not AI-assisted. AI-designed.

[Doctrine Bio @doctrinebio]

Somewhere right now, a 22-year-old with a laptop is designing a protein that didn't exist yesterday.

No PI. No review. No lab.

This is not a hypothetical. This is Tuesday.

[Doctrine Bio @doctrinebio]

"The purpose of computing is insight, not numbers."
- Richard Hamming, 1962

Still the best test for any AI biology paper.

[Doctrine Bio @doctrinebio]

Every generation of scientists thinks they're the ones who will finally understand the cell.

Every generation discovers three new layers of complexity underneath.

This is the first generation with tools that might actually keep up

[Doctrine Bio @doctrinebio]

Sequencing a human genome cost $3 billion in 2003.

Today it costs $200.

The next 20 years won't be about reading DNA cheaper.

They'll be about writing it better.

[Doctrine Bio @doctrinebio]

Politics debates what technology has already decided.

The washing machine did more for women than most manifestos.

[Doctrine Bio @doctrinebio]

Nature wrote biology over 4 billion years.

We just gave AI the keyboard.

[Doctrine Bio @doctrinebio]

We cannot solve our problems with the same thinking we used when we created them.

[Doctrine Bio @doctrinebio]

Pharma is adopting AI the way banks adopted the internet.

Cautiously, expensively, and five years too late.

[Doctrine Bio @doctrinebio]

@davidasinclair One day "aging" will sound as outdated as "miasma" sounds to us now.

[Doctrine Bio @doctrinebio]

Precision is a form of respect.

[Doctrine Bio @doctrinebio]

Chemistry is deterministic. Biology is probabilistic.

AI is trying to make biology deterministic.

That tension will define the next decade.

[Doctrine Bio @doctrinebio]

The best systems are the ones you don't notice until they fail.

[Doctrine Bio @doctrinebio]

Biology is code that runs itself.

[Doctrine Bio @doctrinebio]

The company that owns the data layer of biological design will matter more than the company that owns the best model.

Models commoditize. Data compounds.

[Doctrine Bio @doctrinebio]

Trust doesn't compile.

[Doctrine Bio @doctrinebio]

Biology was read-only for all of human history.

We just made it read-write.

Nobody's thinking about permissions.

[Doctrine Bio @doctrinebio]

In BioAI, it's the price of not being late.

Anthropic just told you how seriously they take this vertical.

[Doctrine Bio @doctrinebio]

Every remote surgery generates a full dataset.

Every movement, every decision, every correction.

Whoever owns the most surgical hours owns the next AI surgeon.