messages listlengths 2 2 | category stringclasses 29
values | subcategory stringlengths 2 41 |
|---|---|---|
[
{
"role": "user",
"content": "A diploid population has allele A frequency 0.7. Under Hardy-Weinberg assumptions compute expected genotype frequencies, then explain how inbreeding, selection, migration, drift, and genotyping error create different deviations."
},
{
"role": "assistant",
"content":... | knowledge_qa | population_genetics |
[
{
"role": "user",
"content": "Using the expenditure approach, compute GDP for an economy with these annual figures (in $ billions): household purchases of goods and services 1,450 (of which 90 is purchases of newly built homes); business spending on equipment and structures 310; change in business inventori... | economics_finance | macroeconomics |
[
{
"role": "user",
"content": "An analyst assigns high confidence to a fraud hypothesis based on an anomalous transaction cluster. Later, the bank reveals a legitimate batch-processing change, but one anomaly remains unexplained. Demonstrate a disciplined belief update that avoids both clinging to the origin... | logical_reasoning | belief_revision |
[
{
"role": "user",
"content": "Several reaction mechanisms produce the same overall rate law under steady-state approximations. Show how this underdetermination arises, then propose isotope labeling, intermediate trapping, pressure dependence, or transient kinetics that could distinguish mechanisms."
},
... | chemistry | mechanism_identifiability |
[
{
"role": "user",
"content": "Reason about a small program or action sequence using preconditions, postconditions, nondeterministic choices, and loops. Prove a desired postcondition, identify a failing trace, and separate partial from total correctness."
},
{
"role": "assistant",
"content": "**B... | logical_reasoning | dynamic_logic |
[
{
"role": "user",
"content": "Specify cursor pagination for a mutable activity feed ordered by event time and stable ID. Define opaque cursor contents, forward and backward traversal, duplicate and omission expectations under concurrent inserts or deletes, validation errors, page-size caps, and example requ... | web_development | api_specification |
[
{
"role": "user",
"content": "A service worker caches every successful response until storage eviction removes arbitrary entries. Define allowlisted resources, version and size budgets, LRU metadata, atomic update, opaque-response policy and offline fallback after eviction."
},
{
"role": "assistant"... | web_development | sw_cache_quota |
[
{
"role": "user",
"content": "An embedded map iframe has no title and screen-reader users encounter an unnamed frame. Add a concise purpose-based title, preserve a nearby text address, and explain why filename is not useful alternative text."
},
{
"role": "assistant",
"content": "Add a `title` a... | web_development | iframe_titles |
[
{
"role": "user",
"content": "A company that IPO'd eight months ago describes its software change process: 'Developers merge to main after one peer review; the same developer can then click deploy to production; the ops lead has standing admin access to the production database and occasionally fixes records... | law_policy | compliance_program |
[
{
"role": "user",
"content": "Write a concise maintenance summary from logs showing database failover, 11 minutes of read-only mode, no confirmed data loss, verification still running and next update placeholder. Separate confirmed and pending claims."
},
{
"role": "assistant",
"content": "**Mai... | writing | maintenance_summary |
[
{
"role": "user",
"content": "Audit a complex chain of reasoning for hidden premises, scope shifts, base-rate neglect, dependence, motivated search, stopping, and presentation effects. Reconstruct the strongest valid argument and state which conclusion survives."
},
{
"role": "assistant",
"conte... | logical_reasoning | meta_reasoning_audit |
[
{
"role": "user",
"content": "Create an edit plan for a 12,000-word report whose thesis appears late, methods interrupt findings, terminology changes, and recommendations exceed evidence. Propose a new architecture, cut and move rationale, fact checks, and a revision sequence that preserves traceability."
... | writing | developmental_editing |
[
{
"role": "user",
"content": "A bottling line has three sequential stations with capacities of 900, 720, and 840 bottles/hour. Setup and changeovers consume 45 minutes of each 8-hour shift, and unplanned downtime averages 6%. Compute the theoretical line capacity per shift, the effective capacity, and the o... | economics_finance | operations |
[
{
"role": "user",
"content": "A continuous-batching LLM server (paged KV cache, 80 GB GPU, 8B bf16 model) shows this degradation as traffic ramps from 40 to 90 requests/min: KV-cache utilization 62% -> 98%, running batch 24 -> 31 then oscillating 8-31, preemptions/min 0 -> 45, p50 time-to-first-token 380 ms... | machine_learning | inference_optimization |
[
{
"role": "user",
"content": "Analyze climate-related mobility without labeling every mover a climate refugee. Trace hazards, livelihoods, conflict, policy, networks, immobility, timing and legal categories, with evidence for interacting causes."
},
{
"role": "assistant",
"content": "Climate-rel... | knowledge_qa | climate_mobility |
[
{
"role": "user",
"content": "A news story says a new cholesterol drug \"cuts heart attack risk in half.\" The trial behind it followed low-risk adults for 5 years: 0.2% of the drug group and 0.4% of the placebo group had a heart attack. Explain the difference between relative and absolute risk reduction us... | health_medicine | evidence_based_medicine |
[
{
"role": "user",
"content": "Present timed dialogue choices with conditions, disabled reasons, default timeout behavior, input navigation, localization, and one authoritative selection. Preserve the chosen option in save and replay."
},
{
"role": "assistant",
"content": "Ship this as a single-a... | game_development | dialogue_choices |
[
{
"role": "user",
"content": "An honors physics student annotated a diagram of a ball thrown straight up. At the top of the flight they wrote: 'v = 0, so a = 0 here, the forces are balanced for an instant.' On the way up they drew two arrows: gravity pointing down and a larger arrow pointing up labeled 'for... | education | misconception_diagnosis |
[
{
"role": "user",
"content": "An undergraduate submitted this paragraph in a history paper:\n\n'The Treaty of Versailles caused World War II. Germany was humiliated by the treaty, which made Germans angry, and so they supported Hitler. Hitler then started World War II. Many historians agree with this. The r... | education | feedback |
[
{
"role": "user",
"content": "Architect real-time editing and viewing of radiance-field scenes in a browser. Define representation, training or update boundary, GPU sorting and blending, streaming LOD, camera calibration, conventional-mesh integration and validation."
},
{
"role": "assistant",
"... | threejs_3d | browser_radiance_fields |
[
{
"role": "user",
"content": "A script works when I run it by hand but does nothing useful from cron. Crontab line: `*/10 * * * * ~/bin/rotate.sh`. The script:\n\n#!/bin/bash\ncd ~/projects/app/logs\nfor f in *.log; do\n gzip $f\ndone\naws s3 sync . s3://acme-logs/app/\nnotify-send \"logs rotated\"\n\nThe ... | coding | cron_systemd |
End of preview. Expand in Data Studio
Ox Alpha - 10k
10,005 single-turn prompts for text-response teacher generation
Each row carries id, category, subcategory
All data was gathered using stealth/ox-alpha via OpenRouter (reasoning effort high)
Topic distribution
| Category | Rows | Share |
|---|---|---|
| Coding (incl. Go/Rust, C++/Java/C#, shell/CLI) | 944 | 9.5% |
| Knowledge QA | 891 | 9.0% |
| Logical reasoning & decisions | 734 | 7.4% |
| Web development | 720 | 7.2% |
| Game development | 720 | 7.2% |
| Three.js / browser 3D | 620 | 6.2% |
| Writing & communication | 584 | 5.9% |
| Math & quantitative reasoning | 575 | 5.8% |
| Mobile development | 340 | 3.4% |
| Creativity | 300 | 3.0% |
| Instruction following & structured output | 293 | 2.9% |
| Biology | 274 | 2.8% |
| Physics & astronomy | 250 | 2.5% |
| Economics & finance | 240 | 2.4% |
| Machine learning | 240 | 2.4% |
| Security engineering (defensive) | 240 | 2.4% |
| Law & policy | 239 | 2.4% |
| Health & medicine | 237 | 2.4% |
| Education & tutoring | 235 | 2.4% |
| Multilingual & translation | 232 | 2.3% |
| Chemistry | 223 | 2.2% |
| Humanities & social science | 200 | 2.0% |
| Data tasks (SQL, spreadsheets, wrangling) | 183 | 1.8% |
| Engineering | 150 | 1.5% |
| Earth & environmental science | 148 | 1.5% |
| Research methods | 75 | 0.8% |
| DevOps / SRE | 40 | 0.4% |
| Explanation | 15 | 0.2% |
| Safety | 12 | 0.1% |
| Total | 9,954 | 100% |
Difficulty
| Tier | Rows | Share |
|---|---|---|
| Hard | 4,398 | 44.2% |
| Medium | 3,443 | 34.6% |
| Expert | 984 | 9.9% |
| Foundational | 943 | 9.5% |
| Mixed (curated seeds) | 186 | 1.9% |
Family
| Family | Rows | Share |
|---|---|---|
| Ability (do a task) | 7,077 | 71.1% |
| Knowledge (explain/analyze) | 2,691 | 27.0% |
| Curated seed (original hand-picked) | 186 | 1.9% |
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