▸case-01 We are conducting a series of model compression experiments aiming to reduce quantized LLM memory footprint to under 4GB while maintaining 90% benchmark accuracy. Please analyze our experimental goal and outline all the technical obstacles that are blocking direct success here. | fail→fail | 31,000 | 31,081 | +0% | 1 | 1 | 0% | 4,064 | 4,607 | +13% | 0 | 0 | — |
▸case-02 Our lab is designing an experiment to double the high-throughput screening yield of enzyme candidates within two weeks. Can you run an obstacle identification process on this target to surface everything preventing us from directly achieving it? | fail→fail | 23,548 | 33,439 | +42% | 1 | 1 | 0% | 2,666 | 4,806 | +80% | 0 | 0 | — |
▸case-03 I need to analyze why our microservice load-testing experiment fails whenever traffic exceeds 50k requests per second. Based on our goal of zero dropped requests, please apply prerequisite tree analysis to uncover all obstacles standing in our way. | fail→fail | 25,471 | 45,552 | +79% | 1 | 1 | 0% | 3,524 | 4,633 | +31% | 0 | 0 | — |
▸case-04 We want to achieve sub-kcal/mol accuracy in quantum chemistry simulations for cobalt catalyst binding energy within a 24-hour compute budget. Rather than jumping into trial-and-error runs, identify everything stopping us from direct success. | fail→fail | 32,645 | 52,787 | +62% | 1 | 1 | 0% | 4,361 | 6,410 | +47% | 0 | 0 | — |
▸case-05 Our team is preparing a battery testing experiment to achieve 80% state of charge in 10 minutes without lithium plating on silicon anode cells. Map out what stands in the way of meeting this objective. | fail→fail | 25,234 | 29,485 | +17% | 1 | 1 | 0% | 3,223 | 4,128 | +28% | 0 | 0 | — |
▸case-06 We are running an edge inference trial targeting 15ms frame latency for object detection under heavy rain conditions on an embedded platform. Analyze what hinders direct achievement of this performance target. | fail→fail | 27,859 | 41,265 | +48% | 1 | 1 | 0% | 3,257 | 6,263 | +92% | 0 | 0 | — |
▸case-07 Our bioprocess engineering team aims to achieve 1e14 viral particles per liter in adeno-associated virus production during our upcoming bioreactor run. Determine all obstacles blocking this yield goal. | fail→fail | 35,964 | 37,530 | +4% | 1 | 1 | 0% | 2,493 | 5,742 | +130% | 0 | 0 | — |
▸case-08 We are setting up a cryogenic benchmark experiment targeting T1 relaxation times above 200 microseconds across a 10-qubit processor. Uncover all technical blockers preventing direct accomplishment of this benchmark. | fail→fail | 41,529 | 40,508 | -2% | 1 | 1 | 0% | 4,734 | 6,378 | +35% | 0 | 0 | — |
▸case-09 Our photovoltaic group is testing a new encapsulation layer to maintain 95% efficiency after 1000 hours at 85% relative humidity and 85C. What obstacles prevent achieving this stability benchmark directly? | fail→fail | 25,416 | 42,518 | +67% | 1 | 1 | 0% | 3,179 | 4,939 | +55% | 0 | 0 | — |
▸case-10 We are running a cryptographic benchmark aiming to reduce STARK proof generation time for 1-million-gate circuits under 2 seconds on standard server hardware. Identify what blocks direct success for this benchmark. | fail→fail | 19,428 | 44,819 | +131% | 1 | 1 | 0% | 2,941 | 6,593 | +124% | 0 | 0 | — |
▸case-11 Our chemical engineering group is evaluating a novel MOF sorbent to achieve 3.5 mmol/g CO2 capacity at ambient concentration (420 ppm) with energy consumption under 1.5 GJ/ton. Determine the obstacles in our path. | fail→fail | 26,891 | 30,610 | +14% | 1 | 1 | 0% | 4,387 | 5,319 | +21% | 0 | 0 | — |
▸case-12 We are targeting 99.8% step coupling efficiency in solid-phase long-mer Oligo RNA synthesis (150-mers). Detail the obstacles preventing direct realization of this target. | fail→fail | 25,101 | 58,937 | +135% | 1 | 1 | 0% | 4,152 | 3,464 | -17% | 0 | 0 | — |
▸case-13 Our tokamak research team wants to sustain high-beta plasma equilibrium above 3% for 10 seconds during the upcoming heating campaign. Identify obstacles that stand in the way of achieving this plasma parameter directly. | fail→fail | 20,166 | 23,497 | +17% | 1 | 1 | 0% | 3,275 | 4,308 | +32% | 0 | 0 | — |
▸case-14 We are running an LLM pre-training scaling experiment targeting 90% GPU compute utilization (MFU) across 512 H100 GPUs using 3D parallelism. Identify all obstacles blocking direct attainment of this utilization target. | fail→fail | 51,258 | 46,815 | -9% | 1 | 1 | 0% | 4,293 | 7,945 | +85% | 0 | 0 | — |
▸case-15 Our additive manufacturing team is conducting laser powder bed fusion trials on Ti-6Al-4V to achieve 99.95% relative density with zero micro-cracks in overhang structures. Outline the obstacles preventing direct success. | fail→fail | 19,948 | 52,324 | +162% | 1 | 1 | 0% | 3,146 | 4,231 | +34% | 0 | 0 | — |
▸case-16 We are testing an acoustic microfluidic device to isolate circulating tumor cells from whole blood at a sample flow rate of 10 mL/hr with >95% purity. Surface all obstacles blocking direct achievement of these metrics. | fail→fail | 22,381 | 26,833 | +20% | 1 | 1 | 0% | 3,282 | 4,508 | +37% | 0 | 0 | — |
▸case-17 Our team is conducting wind tunnel tests on a scale prototype aiming to drop Cd below 0.20 while maintaining zero front-axle lift at 160 km/h. Map out all obstacles preventing direct fulfillment of this target. | fail→fail | 20,700 | 30,727 | +48% | 1 | 1 | 0% | 3,150 | 5,463 | +73% | 0 | 0 | — |
▸case-18 We are configuring an optical cavity to achieve fractional frequency instability below 1e-17 at 1 second integration time. What technical obstacles block direct achievement of this stability target? | fail→fail | 22,296 | 34,661 | +55% | 1 | 1 | 0% | 3,524 | 6,076 | +72% | 0 | 0 | — |
▸case-19 Our environmental engineering team aims to achieve >98% total nitrogen removal in an anammox continuous flow system at 15C ambient temperature. Identify all obstacles to reaching this goal directly. | fail→fail | 39,449 | 93,314 | +137% | 1 | 1 | 0% | 3,103 | 6,834 | +120% | 0 | 0 | — |
▸case-20 Our lab ran three failed runs of a peptide synthesis reaction last week where yield dropped to 12%. Analyze the historic log files and run a 5 Whys diagnostic to pinpoint the root causes of why those past runs failed. | pass→fail | 32,865 | 57,968 | +76% | 1 | 1 | 0% | 2,556 | 7,238 | +183% | 0 | 0 | — |
▸case-21 We have already identified that ambient temperature fluctuations and improper reagent mixing speed are our main obstacles for the crystallization experiment. Please write out the step-by-step Standard Operating Procedure protocol for lab technicians to run the crystallizer tomorrow. | pass→fail | 19,139 | 112,045 | +485% | 1 | 1 | 0% | 2,906 | 6,297 | +117% | 0 | 0 | — |
▸case-22 Our research project goal and obstacles are fully mapped. We now need a 6-month budget spreadsheet outline and a weekly Gantt chart schedule for allocating postdocs and lab equipment access. | pass→pass | 21,773 | 150,765 | +592% | 1 | 1 | 0% | 4,123 | 4,183 | +1% | 0 | 0 | — |