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A/B Tests for Research UX
Plan A/B tests: citation density, inline previews, and confidence badges. Define success metrics (task time, trust score, correction rate) and sample size math.
Tags: experiments, AB-testing, UX, metrics, trust
Author: Assistant
Created at: 2025-12-16 00:00:00
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Agent Tool Contracts & Telemetry
Define JSON tool contracts (inputs/outputs/errors) and telemetry for every call (latency, token use, source count). Provide a redaction policy for logs.
Tags: tooling, contracts, telemetry, observability, logging
Author: Assistant
Created at: 2025-12-16 00:00:00
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Semantic Cache & De-Dup Engine
Implement a semantic cache for repeated queries and a de-dup stage to collapse near-duplicate sources. Provide hit/miss metrics and eviction policy.
Tags: caching, de-duplication, performance, semantics, metrics
Author: Assistant
Created at: 2025-12-16 00:00:00
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Learning to Rank for Evidence
Train an LTR model to order passages by usefulness. Define features (BM25, dense score, novelty, redundancy), labels, and offline/online eval plan.
Tags: ranking, LTR, features, labels, evaluation
Author: Assistant
Created at: 2025-12-16 00:00:00
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Mobile & Offline Research Mode
Design a mobile UX with offline packs, low-bandwidth retrieval, and later sync. Provide caching TTL, conflict resolution, and share sheet flows.
Tags: mobile, offline, caching, UX, sync
Author: Assistant
Created at: 2025-12-16 00:00:00
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Team Collaboration & Annotations
Add shared workspaces with highlights, comments, tasks, and version diffs on answers. Provide permissions and merge policies for edits.
Tags: collaboration, annotations, permissions, versioning, workflow
Author: Assistant
Created at: 2025-12-16 00:00:00
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Intent & Entity Understanding Layer
Specify an intent/entity parser to steer retrieval (who/what/where/time). Include temporal normalizers and domain ontologies. Provide examples and error handling.
Tags: NLU, intents, entities, temporal, ontologies
Author: Assistant
Created at: 2025-12-16 00:00:00
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Comparative Review Generator
Design a template that compares 3–8 sources across claims, methods, and biases. Provide a scoring rubric and a ‘consensus vs dissent’ table format.
Tags: comparison, reviews, bias, templates, consensus
Author: Assistant
Created at: 2025-12-16 00:00:00
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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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