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Biology in context
Lifespan and rejuvenation research, clearly distinguished. Tissue and hallmark context travels with the design.
Three months. Yours to explore. New chemistry.
LONGEVITY DRUG DISCOVERY, RECONSIDERED
New chemistry.
For a healthier
human future.
Turn questions about aging into molecules worth investigating. Design research candidates with biological context, predicted safety, and a route to the bench.
No credit card. Work email verification. Research use only.
AN OPEN SPACE FOR DISCOVERYFIG. 001
Biology informs the question.
Chemistry makes it testable.
Chemistry makes it testable.
01 / A DIFFERENT STARTING POINT
Beyond a single target.
A wider view of discovery.
A target is only part of the story. Explore it alongside tissue context and aging biology—then see the chemistry, the trade-offs, and the evidence in one place.
02
Recipes, not just structures
Search over chemical building blocks and reactions. Review a proposed synthesis route alongside each delivered candidate.
03
Clarity over confidence
See where a prediction leaves familiar chemistry. Inspect uncertainty instead of mistaking a high score for proof.
THE LIVING ATLAS / EXPLORE, DON'T JUST SCROLL
Choose a tissue.
Follow an aging process.
Two lenses. One research question. Explore the body and the hallmarks of aging, then bring your chosen context into molecular design.
Schematic tissue map · not an anatomical modelWHERE YOU ARE LOOKING
Liver
Metabolism & clearance
Review predicted liver injury and drug interactions. Tissue intent does not establish liver selectivity.
TISSUELiver
AGING PROCESSEpigenetics
AN EXPERIMENTAL QUESTION TO ASK
Does a molecular change reflect better cell function, rather than only a change in a clock readout?
Your selections are research lenses, not evidence of a causal tissue–hallmark interaction. No prediction or design job is run here. Hallmarks follow López-Otín et al., Cell (2023).
See how the search is structuredTHE SEARCH LAYER / QUANTUM-INSPIRED, CLASSICALLY COMPUTED
Inside the search.
Explore every operator.
9 registered8 integrated · 1 prototypeMaster flag off by default
A shared tissue × hallmark representation, with diagnostics kept distinct from measured biology. Select an entry to see its inputs, operation, output and boundary.
REGISTERED OPERATOR SETV1.1
Conceptual representation · no job, score or API request runs in this preview.
OPERATOR DETAILIntegrated · master flag required
target-state distance
QASE
Compares a 22-component representation with a target-state prior.
INPUT
Ten tissue ECR components and each molecule’s hallmark-localization profile.
OPERATION
Builds a 22-component representation and compares it with the target-state prior.
OUTPUT
A target-state distance for each candidate.
BoundaryThe target weights are priors, not measured efficacy or a predicted treatment effect.
The QX master flag is off unless explicitly set; this explorer is not a set of controls that enables engine flags. QRC decoder reordering requires its own opt-in. No quantum hardware advantage or efficacy result is implied.
02 / FOLLOW YOUR QUESTION
Big questions.
Molecular starting points.
Pick a target to explore a research context. This is a guided product preview, not a generated result or a treatment recommendation.
RESEARCH CONTEXT01 / 04
SIRT6
Explore the chemistry of cellular maintenance.
Investigate a chromatin-associated target at the intersection of lifespan and rejuvenation research.
- Biological context
- Chromatin · DNA repair
Activation is a design objective, not a measured property of a generated molecule.
Your research note: Epigenetic alterations. Hallmark selection is context, not an independent generation control.
Use this research context11 lifespan targets and 10 additional rejuvenation targets. SIRT6 bridges both research areas; their scores are not interchangeable.
03 / FROM QUESTION TO CANDIDATE
Not another score.
A clearer next step.
Example structure · not experimentally validated
A structure you can inspect.
Review molecular structures, physicochemical properties and similarity to reference compounds. Export candidates for your own analysis.
- 2D & 3D molecular views
- QED, synthetic accessibility and descriptors
- CSV & SDF exports
01 Choose a target & tissue02 Generate & inspect03 Export & test independently
04 / SCIENCE WITHOUT THE FINE-PRINT TRAP
Know the promise.
See the limits.
Novel chemistry is precisely where predictions become less reliable. We show that boundary—not just the most flattering benchmark.
Read the full evidenceRETROSPECTIVE BINDER RECOVERY
0.62ROC-AUC
Novel-chemotype slice
Novel-chemotype slice
0.000.50 · chance1.00
Performance falls on unfamiliar chemistry. Treat predictions as hypotheses for testing, not experimental measurements.
Longevity efficacy is not established. External lifespan tests did not demonstrate ranking ability: mouse ITP AUC 0.645, 95% CI [0.447, 0.826]; worm MMC correlation −0.023 (p = 0.796). These limitations remain visible in the full benchmark.
YOUR NEXT QUESTION STARTS HERE
Three months.
Room to discover.
Not a waitlist. Not a programme to join. A research platform to make your own.
Create your free accountWork or institutional email. No credit card.
Freefor 3 months
- 3 design runs every month
- Up to 12 candidates per run
- All 21 runnable targets
- Structures, predicted safety & proposed routes
- CSV, SDF & protocol exports
Need longer or more capacity? Talk to us about an extension
Candidate yield depends on chemistry and safety filters. Personal email addresses require review. After three months, existing results stay available; additional runs require an extension. View access details.
01What is included in free access?
3 months of access, 3 design runs each month, and up to 12 candidates per run. Explore all 21 runnable targets, inspect results and export your candidates. Safety and chemistry filters may return fewer candidates, including none.
02Do I need to join a research programme?
No. GeroQubit is a product you can use directly. Register with your work or institutional email and verify it to activate self-serve access. Personal email addresses go through manual review. No credit card is required.
03What happens after three months?
Your existing results remain available. Contact us to discuss an extension or additional capacity. Continued free access is not automatic, and there is no automatic paid subscription.
04Are the molecules experimentally validated?
No. These are computationally designed research candidates. Predicted binding, safety and aging-related signals require independent synthesis and experimental testing. GeroQubit does not provide medical advice or compounds for human use.