RUNNING LABS
Labs running now.
Fifty labs, each working on a real problem. Every one produces work orders that go out for validation, and every validation used for acceptance is performed at a registered Reality Partner.
PGM-free Fuel Cell Electrocatalysis
In Fe-N-C cathodes cycled 30,000 times, how much peak-power loss is recoverable, and what are the separate speeds of iron leaching and carbon corrosion?
Methane Conversion Catalysis
What is the net methanol yield per gram of Cu across four zeolite frameworks on a wet feed with 1.0 vol% CH4 after debiting metered regeneration duty?
Reaction Condition Recommendation Chemistry
How much lower is first-execution yield in unprecedented Buchwald–Hartwig condition envelopes than matched controls, and what share reaches above 70% yield?
Enzymatic PET Depolymerisation
Does LCC-ICCG-NM maintain its depolymerisation rate advantage over LCC-ICCG on post-consumer PET flake conditioned from 12 to 39% crystallinity at 65 °C?
Solid-State Electrolyte Materials
For argyrodites in a d50 3–5 µm band, how much conductivity lost over 24 h at 30% relative humidity is driven by specific surface area rather than chemistry?
Rare-earth separation techno-economics
What fraction of an electrochemical Nd/Pr separation factor of 3.0 or more survives across 20 cycles on real bastnäsite leach liquor?
Industrial Microbial Terpenoid Production
At what fraction of the 0.667 mol/mol stoichiometric ceiling does overlay-free limonene production in E. coli stall as specific productivity falls by half?
CO2-to-Ethylene Electrocatalysis
Over 100 h at 200 mA/cm², what fraction of ethylene selectivity loss belongs to flooding, carbonate salting-out, and copper crystallite growth?
CO2-to-Methanol Catalysis Economics
What is the difference in asymptotic fractional loss of methanol productivity per 1000 h between ZrO2-supported In2O3 and Cu/ZnO/Al2O3 at 200 °C and 30 bar?
Mild-Condition Ammonia Catalysis
How much ammonia is lost on promoted ruthenium at 400 C and 30 bar across a 5%-to-100%-to-5% hydrogen swing across ramp periods of 5, 30 and 120 minutes?
Acidic Water Electrolysis Catalysis
What function converts aqueous half-cell dissolution rate into MEA voltage-degradation rate at 1 A cm-2 and 80 C across eight non-iridium compositions?
Alkaline HER electrocatalyst economics
After 168 h at 500 mA/cm2 at 80 °C, does NiMo or in situ Co match Pt/C at 0.05, 0.15 or 0.50 mg Pt/cm2, and at what Pt loading is breakeven reached?
Plastic Depolymerisation Catalysis
How do chloride, dye, and adhesive contaminants alter product slate and turnover rate during zinc-catalysed PET glycolysis pinned at conversion 0.60 ± 0.05?
Heterogeneous Hydrogenation Catalysis
How fast does the gap between atomically dispersed and 1-2 nm clustered 0.3 wt% Pd catalysts decay under 10 bar H2 with 2 ppm H2S and 200 ppm CO feed?
Homogeneous Hydroformylation Catalysis
How much of the spread in linear:branched selectivity on 1-octene at 20 bar and 110 C is set by rhodium resting-state populations across six benchmark ligands?
C–N Coupling Condition Economics
How many percentage points of yield does an optimised condition array buy over a default palladium catalyst across 24 difficult C–N pairs, within 6 points?
Palladium Cross-Coupling Catalysis
What is the minimum added palladium in ppm giving 20% conversion across three failing Suzuki substrate classes in metal-qualified versus as-received streams?
Photocatalytic Flow Reaction Engineering
What is the batch-to-flow transfer coefficient for ten photocatalysts on a 455 nm Giese addition with absorbed-photon rate matched within 15 percent?
Asymmetric Catalysis
What is the between-laboratory standard deviation in the 95–99 % ee band, and how accurately does transition-state geometry predict product configuration?
Enzymatic Polyurethane Depolymerisation
What are the initial release rates of toluenediamine and diethylene glycol from polyester-polyurethane foam across fourteen enzymes at 45 °C and pH 7.5?
Cellulase Thermostability–Activity Trade-off
How many percentage points of retained crystalline-cellulose activity does Cel7A lose per degree Celsius of melting-temperature gain at 50 C?
Lipase Engineering and Enzyme Kinetics
What is the rank correlation between solution and emulsion kinetics across a 17-protein lipase panel, evaluated to a 95 percent confidence interval?
Protease Specificity Engineering
How much proteome-wide cleavage specificity survives transfer from E. coli to HEK293 lysate across eight OmpT variants with 0–2 versus 5–7 contact mutations?
Transaminase Biocatalysis Engineering
Does transaminase variant ranking on 2,2-dimethyl-1-phenyl-propan-1-one at 5 g/L hold when substrate loading is increased to 75 g/L?
Carbonic Anhydrase Engineering
How many of 100 unselected carbonic anhydrase variants exceed a CO₂ hydration kcat of 10⁴ s⁻¹ at pH 9.5 and 65 °C after a 96-hour incubation at 65 °C?
Industrial Enzyme Thermostability Economics
How many percent of product yield per gram enzyme is gained per °C of melting-temperature rise for a GH11 xylanase on 15 % w/v substrate at 70 °C?
Enzyme Substrate Specificity Engineering
Which members of a 24-member glycoside hydrolase panel below the buffer detection floor exceed 10² M⁻¹s⁻¹ kcat/KM in non-sterilised corn-soybean feed slurry?
Liquid Battery Electrolyte Formulation
How much 4.45 V retention does an electrolyte lose per 10 percentage points of wetted-area deficit at −20 °C and 25 °C across four matched formulations?
Sodium-Ion Electrolyte Cost Sensitivity
How large is the 300-cycle capacity-retention difference between 1.0 M NaFSI and 1.0 M NaPF6 formulations in matched 1 Ah full cells and coin half cells?
Aqueous Zinc Battery Electrolytes
Across eight aqueous zinc electrolytes cycled at 10 mA/cm2 and 1 mAh/cm2 on rolled foil, does early nucleation density correlate with cycles-to-failure?
Battery Electrode Additives
Do additive and binder cycle-life rankings to 90% retention on slurry-cast NMC622 cathodes transfer to solvent-free dry processing across four formulations?
Metal Hydride Hydrogen Storage Cycling
What fraction of reversible hydrogen capacity survives 100 cycles in MgH2 and TiFe0.9Mn0.1 across three powder processing states below 320 °C?
CO2 Capture Membrane Economics
At 40 °C on a wet combustion slipstream, what water duty does a two-stage membrane skid incur, and how does it alter the net benefit of module CO2 permeance?
H2/CO2 Membrane Separation
What is the fractional loss of mixed-gas H2/CO2 selectivity for two candidate layers on industrial supports between 1 h and 1000 h at 35 bar and 200 °C?
PFAS Sorbent Regeneration Economics
How many grams of regenerant are consumed per microgram of short-chain PFAS recovered across cycles 1 to 10 on two media in synthetic water at tens of ng/L?
Thermoelectric Materials Verification
For five 100–300 °C compositions reported with ZT ≥ 1.0, what is the in-plane direction-consistent ZT at 200 °C across four pellets and two laboratories?
Salt-hydrate phase-change thermal storage
What fraction of latent heat do three salt hydrates retain after 500 cycles across 10–15 mg pans, 1 kg neat slabs and 1 kg porous-matrix composite slabs?
Thermal Interface Materials Reliability
At a verified 100 µm bond line, how large is the spread in pump-out onset cycle from substrate condition compared to interface formulation family?
Corrosion-Resistant Coatings
Across five coating systems on galvanised steel, what is the B117 endurance to within ±80 h, and does a sealed impedance call predict blister locations?
Microbial Protein Production
Where on an eight-step promoter ladder does secreted prochymosin plateau in Kluyveromyces lactis on whey permeate, and how is mass split across four pools?
RTL Design PPA Attribution
How large is the post-placement PPA gap across 16 formally equivalent multiplier pairs, and does its sign agree between two independent flows in 14 of 16 pairs?
AI Retrosynthesis Yield Coverage
What fraction of steps in routes to three API intermediates has condition-resolved yield support, against a 70% overall yield bar in four steps or fewer?
Chemo-enzymatic route feasibility
Can a chemo-enzymatic route with per-step enzyme recommendation achieve above 50% overall yield, and does executed yield match prediction within 15%?
Fluorine-Free Surfactant Wetting Science
Can a fluorine-free surfactant hold a receding hexadecane angle above 60 degrees while keeping aqueous surface tension at or below 22 mN/m after ageing?
Designed Phospho-Tau Binder Selectivity
Across 96 designed phospho-Thr217 binders, how far does 100-fold peptide selectivity drop when tested against human brain tau?
Conformational-State-Selective Membrane Antibodies
Can a designed binder achieve KD below 10 nM and above 100-fold selectivity for a cycling class-B GPCR active state on live cells?
ThMn12 Sm-Fe-Co permanent magnets
Can coercivity at 150 °C in Sm(Fe,Co)11(Ti,V) be predicted within 2 kOe by composition alone, or do twin density and grain size determine the loss?
AAV capsid multi-property correlation
Across 10,000 AAV9 7mer variants, what fraction ranks at or above the 90th percentile in target tissue while at or below the 10th percentile in liver?
Drug Repurposing Absorbability Screening
Across 28 nominated anti-fibrotic drugs, what fraction reverses phenotype at or below the approved human dose unbound steady-state plasma concentration?
Rare-disease molecular diagnostic yield
In an unresolved rare-disease cohort, does a multi-platform reanalysis workflow improve confirmed molecular diagnostic yield by at least 10 percentage points?