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Agentic Drug DiscoveryIP Landscape

Most pipelines rank. Ours first asks whether it may.

LOADINGPDB 5IRX / 5IRZ · illustrative

What you receive

01

Candidates

Each with what it was measured against.

02

Evidence

The controls that ran. Where the number holds.

03

Experiment brief

Written before the experiment.

Two of these are not failure

QUALIFIED

Beat its own null. Cleared the floor.

DISQUALIFIED

Under the floor. Shown, not assumed.

INSUFFICIENT

Undecided. Not the same as failed.

NOT_EVALUABLE

Instrument broke. Never a finding.

We report what went against us

When the Gate Fires: Calibration-Gated Agentic Discovery, and the Structure-Based Methods It Disqualified

Sung, Park & Lee · AgenticLS · NeurIPS 2026