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The KiraLOGIC Platform

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KiraLOGIC is our AI-powered Large Phenotype Model (LPM), built to design multiplex edits that keep immune cells functional under TME pressure.

 

It learns from real phenotypes—cytokine release, spheroid killing, post-stimulation persistence—so our edits are based on how cells actually behave, not just what they express.

Turning Data Into Durable Immunity

KiraLOGIC turns real biology into smarter edits using a closed-loop system powered by high-dimensional assays and machine learning.

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‘Intervention’ includes gene edit combinations applied to cells.

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Outputs shown are representative, not exhaustive

How It Works

1

Biology-Informed Inputs

Trained on organoids, cytokines, scRNA-seq, and phenotypic cues—KiraLOGIC starts with the right biology to ask the right questions.

2

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Multiplex Edit Prediction

Screens billions of edits to identify synergistic, low-toxicity combinations that resist TME-driven suppression.

3

Wet Lab Validation & Iteration

Top edits are tested in vitro and in vivo using high-content assays to sharpen predictions and speed translation.

4

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Improves with Every Dataset

KiraLOGIC is a closed-loop platform—constantly learning from new biology to refine edits and expand therapeutic reach.

Why It Matters

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Built to Persist

KiraLOGIC doesn’t just optimize edits—it designs programmable durability, embedding resistance into the therapy rather than patching it on. This becomes a logic layer for immune cells that endure where others fail.

Scalable by Design

Each program fuels the KiraLOGIC flywheel—refining smarter edits across αβ T, NK, and γδ T cells. Indication-specific insights become transferable resistance strategies, expanding reach without added complexity.

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The Engine Behind Programmable Immunity

 

We’re not just predicting biology.

We’re designing therapeutic function.

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KiraLOGIC is the backbone of our programmable cell therapy platform—

where suppression resistance is engineered, not hoped for.

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