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clarify-prod-en-362
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must m...
{ "source_id": "SYNTH-362", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-364
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make...
{ "source_id": "SYNTH-364", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-370
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who mu...
{ "source_id": "SYNTH-370", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-372
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must...
{ "source_id": "SYNTH-372", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-374
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the ...
{ "source_id": "SYNTH-374", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-376
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the...
{ "source_id": "SYNTH-376", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-378
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make th...
{ "source_id": "SYNTH-378", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-380
clarification
en
train
[ { "role": "user", "content": "Create a presentation in pharmaceutical manufacturing to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who m...
{ "source_id": "SYNTH-380", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-384
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-384", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-386
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision...
{ "source_id": "SYNTH-386", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-388
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?...
{ "source_id": "SYNTH-388", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-390
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the dec...
{ "source_id": "SYNTH-390", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-392
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-392", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-394
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"W...
{ "source_id": "SYNTH-394", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-396
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"...
{ "source_id": "SYNTH-396", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-398
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\...
{ "source_id": "SYNTH-398", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-400
clarification
en
train
[ { "role": "user", "content": "Create a presentation in public sector to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-400", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-402
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",...
{ "source_id": "SYNTH-402", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-404
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"W...
{ "source_id": "SYNTH-404", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-406
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\...
{ "source_id": "SYNTH-406", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-412
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-412", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-414
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"Which ...
{ "source_id": "SYNTH-414", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-416
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"Which...
{ "source_id": "SYNTH-416", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-418
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"Whic...
{ "source_id": "SYNTH-418", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-420
clarification
en
train
[ { "role": "user", "content": "Create a presentation in B2B SaaS to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisio...
{ "source_id": "SYNTH-420", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-422
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-422", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-424
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisio...
{ "source_id": "SYNTH-424", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-426
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-426", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-428
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisi...
{ "source_id": "SYNTH-428", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-430
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the ...
{ "source_id": "SYNTH-430", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-432
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-432", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-434
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",...
{ "source_id": "SYNTH-434", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-436
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\"...
{ "source_id": "SYNTH-436", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-438
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-438", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-440
clarification
en
train
[ { "role": "user", "content": "Create a presentation in specialty retail to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the...
{ "source_id": "SYNTH-440", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-442
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-442", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-444
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision...
{ "source_id": "SYNTH-444", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-446
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisi...
{ "source_id": "SYNTH-446", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-452
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the dec...
{ "source_id": "SYNTH-452", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-454
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\...
{ "source_id": "SYNTH-454", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-456
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",...
{ "source_id": "SYNTH-456", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-458
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\"...
{ "source_id": "SYNTH-458", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-460
clarification
en
train
[ { "role": "user", "content": "Create a presentation in urban logistics to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the ...
{ "source_id": "SYNTH-460", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-462
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-462", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-464
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisio...
{ "source_id": "SYNTH-464", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-466
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-466", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-468
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisi...
{ "source_id": "SYNTH-468", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-470
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the ...
{ "source_id": "SYNTH-470", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-472
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-472", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-474
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",...
{ "source_id": "SYNTH-474", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-476
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\"...
{ "source_id": "SYNTH-476", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-478
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-478", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-480
clarification
en
train
[ { "role": "user", "content": "Create a presentation in renewable energy to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the...
{ "source_id": "SYNTH-480", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-482
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-482", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-484
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-484", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-486
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the dec...
{ "source_id": "SYNTH-486", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-494
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-494", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-496
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?...
{ "source_id": "SYNTH-496", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-498
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision...
{ "source_id": "SYNTH-498", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-500
clarification
en
train
[ { "role": "user", "content": "Create a presentation in financial services to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make t...
{ "source_id": "SYNTH-500", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-502
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make ...
{ "source_id": "SYNTH-502", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-504
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the...
{ "source_id": "SYNTH-504", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-506
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make t...
{ "source_id": "SYNTH-506", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-510
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must m...
{ "source_id": "SYNTH-510", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-512
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must mak...
{ "source_id": "SYNTH-512", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-514
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-514", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-516
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the dec...
{ "source_id": "SYNTH-516", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-518
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-518", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-520
clarification
en
train
[ { "role": "user", "content": "Create a presentation in automotive manufacturing to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must ...
{ "source_id": "SYNTH-520", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-522
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisi...
{ "source_id": "SYNTH-522", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-524
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?...
{ "source_id": "SYNTH-524", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-528
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision...
{ "source_id": "SYNTH-528", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-530
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-530", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-532
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-532", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-538
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",...
{ "source_id": "SYNTH-538", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-540
clarification
en
train
[ { "role": "user", "content": "Create a presentation in digital health to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the d...
{ "source_id": "SYNTH-540", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-542
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-542", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-544
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-544", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-546
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the dec...
{ "source_id": "SYNTH-546", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-548
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-548", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-550
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make th...
{ "source_id": "SYNTH-550", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-552
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the ...
{ "source_id": "SYNTH-552", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-554
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to select a vendor, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-554", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-556
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to prepare a launch, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?...
{ "source_id": "SYNTH-556", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-558
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision...
{ "source_id": "SYNTH-558", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-560
clarification
en
train
[ { "role": "user", "content": "Create a presentation in telecommunications to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make t...
{ "source_id": "SYNTH-560", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-562
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?...
{ "source_id": "SYNTH-562", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-564
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",...
{ "source_id": "SYNTH-564", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-566
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\...
{ "source_id": "SYNTH-566", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-568
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\"...
{ "source_id": "SYNTH-568", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-570
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-570", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-572
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decisio...
{ "source_id": "SYNTH-572", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-578
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to reallocate budget, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decision?\",\"W...
{ "source_id": "SYNTH-578", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-580
clarification
en
train
[ { "role": "user", "content": "Create a presentation in hospitality to choose among three scenarios, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-580", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-582
clarification
en
train
[ { "role": "user", "content": "Create a presentation in food manufacturing to decide on an investment, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the de...
{ "source_id": "SYNTH-582", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-584
clarification
en
train
[ { "role": "user", "content": "Create a presentation in food manufacturing to address a margin gap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the decis...
{ "source_id": "SYNTH-584", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-586
clarification
en
train
[ { "role": "user", "content": "Create a presentation in food manufacturing to prioritize the roadmap, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the dec...
{ "source_id": "SYNTH-586", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-588
clarification
en
train
[ { "role": "user", "content": "Create a presentation in food manufacturing to reduce customer churn, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the deci...
{ "source_id": "SYNTH-588", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-590
clarification
en
train
[ { "role": "user", "content": "Create a presentation in food manufacturing to assess geographic expansion, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make th...
{ "source_id": "SYNTH-590", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
clarify-prod-en-592
clarification
en
train
[ { "role": "user", "content": "Create a presentation in food manufacturing to size operational capacity, but the audience, authorized facts, and deadline are not specified." }, { "role": "assistant", "content": "<CLARIFY>\n{\"status\":\"clarification_required\",\"questions\":[\"Who must make the ...
{ "source_id": "SYNTH-592", "teacher_model": "qwen/qwen3.5-397b-a17b", "synthetic": true, "hidden_reasoning_excluded": true }
End of preview. Expand in Data Studio

OfficeSmith PPTX Clarification and Critique

Ambiguous presentation requests and structured PPTX IR critiques.

Dataset summary

This dataset is part of the OfficeSmith collection for training models to plan, build, clarify, critique, and repair editable business presentations. It contains observable outputs only: no hidden chain of thought, secret benchmark prompt, personal data, or API credential is included.

  • Train rows: 160
  • Validation rows: 0
  • Test rows: 0
  • Languages: French and English
  • Teacher: Qwen3.5-397B-A17B through OpenRouter
  • Campaign API spend across all OfficeSmith v1 production data: $5.9199, under a hard $10 cap

Generation and validation

Briefs are deterministic synthetic business scenarios with explicit source identifiers and authorized numeric facts. Teacher responses are accepted only after JSON parsing, normalization to pptx-ir/v0.1, JSON Schema validation, numeric-fidelity checks, deduplication, and PPTX compilation checks. A stratified subset is rendered with LibreOffice for visual validation.

Derived repair and critique rows use deterministic corruptions of validated IR objects. Clarification rows contain fixed, observable questions for underspecified requests.

Licensing and attribution

The upstream Qwen3.5-397B-A17B model is Apache-2.0 licensed. OpenRouter's distillable flag was enforced at capture time. This dataset is released under Apache-2.0; retain attribution and notices. OpenRouter metadata is indicative and was paired with a direct upstream license audit.

Intended use and limitations

Designed for research and development of editable PPTX planning systems. The facts are synthetic and must not be treated as real business data. Automated validation reduces but does not eliminate stylistic or factual defects. The secret OfficeSmith benchmark is deliberately excluded.

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