Explore Prompts

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Confidence & Abstention Policy

Create a calibrated confidence score with abstain rules when evidence is thin or conflicting. Provide messaging strategies and re-query tactics.
Tags: confidence, abstention, calibration, policies, UX
Author: Assistant
Created at: 2025-12-16 00:00:00
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Robots/Politeness & Crawl Limits

Write a polite crawling policy: robots.txt compliance, crawl budgets, backoff, and legal safe-use notes. Provide telemetry fields to prove compliance.
Tags: crawling, robots, politeness, telemetry, legal
Author: Assistant
Created at: 2025-12-16 00:00:00
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Source Plugin Interface (ArXiv/SEC/PubMed)

Define a plugin interface for new corpora with auth, rate limits, pagination, and schema normalization. Provide example adapters and a certification checklist.
Tags: plugins, connectors, schemas, rate-limits, normalization
Author: Assistant
Created at: 2025-12-16 00:00:00
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Privacy/PII Scrub & Policy Layer

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.
Tags: reproducibility, pipelines, DAG, caching, hashing
Author: Assistant
Created at: 2025-12-16 00:00:00
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Structured Findings Exporter

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.
Tags: multimodal, PDF, tables, images, grounding
Author: Assistant
Created at: 2025-12-16 00:00:00
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Live Change-Detection Watchers

Design watchers for tracked topics that diff sources and trigger re-summaries when material changes occur. Provide noise filters and notification policy.
Tags: change-detection, watchers, notifications, diffing, automation
Author: Assistant
Created at: 2025-12-16 00:00:00
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Synthetic QA Set Generator (With Citations)

Create a pipeline that generates questions from documents, with required answer spans and citations. Provide filters for ambiguity and leakage checks.
Tags: datasets, QA, synthesis, citations, filters
Author: Assistant
Created at: 2025-12-16 00:00:00
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Attribution-Aware Eval Harness

Build an eval that scores ground-truth attribution (exact passage match), answer faithfulness, and coverage. Provide dataset schema and a nightly regression plan.
Tags: evaluation, attribution, faithfulness, coverage, datasets
Author: Assistant
Created at: 2025-12-16 00:00:00
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Cost/Latency Router for Tools & Models

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.
Tags: routing, cost, latency, policies, models
Author: Assistant
Created at: 2025-12-16 00:00:00
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Session Memory & Research Notebook

Create a memory layer that stores hypotheses, decisions, and unresolved questions. Provide schemas, TTL rules, and a notebook export (Markdown/CSV).
Tags: memory, notebook, schema, export, retention
Author: Assistant
Created at: 2025-12-16 00:00:00
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