Define a plugin interface for new corpora with auth, rate limits, pagination, and schema normalization. Provide example adapters and a certification checklist.
Add a privacy stage that redacts PII from inputs/outputs and blocks storage for sensitive fields. Provide audit logs and consent flags in metadata.
Tags:privacy, PII, redaction, policy, audit
Author: Assistant
Created at: 2025-12-16 00:00:00
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Reproducible Research DAG
Design a DAG (Airflow/Prefect) for reproducible research: crawl→retrieve→synthesize→verify→export. Include artifact hashing and cache invalidation rules.
Create an exporter that converts answers into JSON/CSV with fields (claim,evidence,source_url,confidence,timestamp). Provide schemas and sample exports.
Tags:export, JSON, CSV, structure, schemas
Author: Assistant
Created at: 2025-12-16 00:00:00
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Multimodal Research (PDF/Tables/Images)
Specify table extraction, PDF figure capture, and caption grounding. Define when to quote vs paraphrase, and include a screenshot-to-citation workflow.
Design watchers for tracked topics that diff sources and trigger re-summaries when material changes occur. Provide noise filters and notification policy.
Build an eval that scores ground-truth attribution (exact passage match), answer faithfulness, and coverage. Provide dataset schema and a nightly regression plan.
Propose a router that routes by budget and SLA: small model for recall, larger for synthesis, tools only when signal warrants. Provide policy examples and guardrails.