Pipeline & Partnerships

From 16 billion possibilities to the combinations worth building.

Our algorithms reduce the possible combination and sequence space to the designs that can deliver durable control — now advancing through partner and internal programmes.

16B+possible combinations and sequences
12,308combinations explored
10programmes in design or terms
The opportunity

The same model predicting today's trials points to a fundamentally different ceiling for tomorrow's.

Paired with our combination optimisation engine, the model points to the potential to move diseases like PDAC from a current median overall survival of roughly 8–11 months to 84+ months — by finding the combinations and sequences that come close to fully eradicating cancerous cells, largely from assets already in clinical use. We're building those combinations in-house and with partners.

~8–11 mocurrent median OS, metastatic PDAC, best available regimens
84+ momodel-projected ceiling with optimised combinations and sequencing

Illustrative, model-based projection from current outputs — not a clinical or regulatory claim. Validation ongoing; figures to be confirmed and referenced as programmes mature.

Our focus, stated plainly

The synergistic interactions that are hardest to model.

We go deliberately narrow: novel synergies where the agents have never been observed together and conventional models have nothing reliable to interpolate from. By reasoning from mechanism and an evolving disease state, we can evaluate combinations at the cutting edge of immunotherapy before a comparable clinical dataset exists.

Today that means repurposing post-Phase 2 assets into better combinations, designing novel assets and combinations, and partnering across cancers, immune diseases and neurological diseases.

PartnerIndicationApproachStage
Biotech 01OsteosarcomaNovel-target small moleculeDesign
Biotech 01EsophagealNovel-target small moleculeDesign
Biotech 02ProstatePhase 2+ combination via viral deliveryDesign
Biotech 03PancreaticMatrix-degradation biologic + existing drugDesign
Biotech 03ProstateMatrix-degradation biologic + existing drugDesign
Biotech 04PancreaticResistance-modifying small-molecule comboDesign
Pharma 01–04scope tbdTop-10 · oncology BD discussionEarly discussion
InternalTBD within 6 monthsCommon pan-cancer strategies from a programme-level hallmark mapScoping

Partners shown anonymised. Programme details are indicative and evolve as work progresses.

Design-space reductionModel view
One world model reduces an impossible search space to a small number of programmes that survive mechanistic and clinical stress-testing.
Two ways to work with us

Partner on your assets — or build with us.

We de-risk partners' combinations with the world model, and advance our own programmes: starting in oncology, then the immune and neural systems where single-target thinking has failed for decades.

Every engagement starts with a single question and can grow into a scoped programme, a co-development partnership, or standing coverage.