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Approach

PyxisLabs

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Home

Approach

PyxisLabs

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Transforming biology from empirical to

Transforming biology from empirical to

foreseeable

foreseeable

Frontier AI lab training the first scientific poly-intelligence to read all the layers of biology and connect them to the outcomes that matter.

Frontier AI lab training the first scientific poly-intelligence to read all the layers of biology and connect them to the outcomes that matter.

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Biology is still an

empirical science

Every medicine begins as a hypothesis, tested by trial and error and confirmed only at the end, where being wrong costs the most.

9 in 10

9 in 10

medicines that enter human trials fail, and 95% when you consider discovery leads.

medicines that enter human trials fail, and 95% when you consider discovery leads.

Ali et al., 2025

$2.6B

$2.6B

to bring a new therapeutic to market

to bring a new therapeutic to market

Ali et al., 2025

10+ years

10+ years

per approved drug

per approved drug

Ali et al., 2025

The cost to develop a new drug doubles roughly every ten years. This is Eroom’s Law, and it’s driven by an inability to predict biological outcome

The cost to develop a new drug doubles roughly every ten years. This is Eroom’s Law, and it’s driven by an inability to predict biological outcome

Matterworks is reversing Eroom’s Law by making the outcome foreseeable

Matterworks is reversing Eroom’s Law by making the outcome foreseeable

Matterworks is reversing Eroom’s Law by making the outcome foreseeable

our approach

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