Demo Samples

Accessible workspace directory: /workspace/dumps/workspace […] If you believe the task is completed, you can either call the local-claim_done tool or respond without calling any tool to indicate completion.

We ran an A/B test on two product-recommendation email templates (A and B) across our catalog. Each catalog table in the warehouse logs per-window clicks and store_views for one template variant. For each catalog and each variant, compute the conversion rate as total store_views over total clicks, and fill the provided segment_rates.csv (keep its headers). Add one final OVERALL row per variant whose rate is the arithmetic mean of that variant’s per-catalog rates (not the pooled totals). Then decide the winner by comparing the two OVERALL means. If template B’s overall mean is higher, roll it out: create one GCS bucket named with prefix winner-template-b. Otherwise (A wins or a tie), make no bucket and instead write a single cloud_logging entry with decision template_A_retained and note No template change.

segment,variant,rate
Apparel,A,
Apparel,B,
Books,A,
...
overall,A,
overall,B,

Accessible workspace directory: /workspace/dumps/workspace […]

We’re building provenance cards for the “Lumio” model series in the papers catalog. From the Lumio-titled records, take only those published on or before 2025-11-02, and pick the most recent of those. Write its provenance card to paper_report.txt (title / arxiv_abs_url / code_url lines) […] Mirror the same id and abs link into selected_record.json.

We need to search the papers catalog for title containing “Lumio”. Use arxiv_local-search_papers.

arxiv_local-search_papers({"query": "Lumio", "max_results": 20})

{"total": 4, "results": [
  {"id": "1905.11946", "title": "Lumio: EfficientNet: ...", "published": "2025-12-12"},
  {"id": "2605.05104v1", "title": "Lumio: Scaling Vision ...", "published": "2025-02-20"},
  {"id": "2103.14023", "title": "Lumio: Swin Transformer ...", "published": "2024-11-21"},
  {"id": "1409.4842", "title": "Lumio: Going Deeper with Convolutions", "published": "2025-05-11"}
]}

Check dates: 1905.11946 published 2025-12-12 (after cutoff — exclude). 2605.05104v1 published 2025-02-20 (before). 2103.14023 published 2024-11-21 (before). 1409.4842 published 2025-05-11 (before). Among qualifying papers, the most recent is 1409.4842 (2025-05-11). Its abstract contains the code repo URL https://github.com/Helios-Lab/Lumio.

filesystem-write_file({
  "path": "paper_report.txt",
  "content": "Lumio: Going Deeper with Convolutions\nhttps://arxiv.org/abs/1409.4842\nhttps://github.com/Helios-Lab/Lumio"
})

filesystem-write_file({
  "path": "selected_record.json",
  "content": "{\"id\": \"1409.4842\", \"arxiv_abs_url\": \"https://arxiv.org/abs/1409.4842\", ...}"
})

The provenance card for the most recent Lumio-titled paper published on or before 2025-11-02 has been created: Lumio: Going Deeper with Convolutions (arxiv.org/abs/1409.4842, code at github.com/Helios-Lab/Lumio).