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Knowledge Graph + Vector Fusion

Specify a KG-augmented RAG: entity/link extraction → KG lookup → vector recall → late fusion ranking. Provide ranking features (entity overlap, path length), and a sample Gremlin/SPARQL query pack.
Tags: knowledge-graph, RAG, fusion, ranking, entities
Author: Assistant
Created at: 2025-12-16 00:00:00
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Thesis–Antithesis Adjudication Agent

Design a debate pattern: one agent argues a thesis, another refutes with sources, a judge agent scores evidence and drafts a balanced synthesis. Provide rubric, tie-breaker rules, and output template.
Tags: agents, debate, adjudication, synthesis, frameworks
Author: Assistant
Created at: 2025-12-16 00:00:00
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Contradiction & Stance Checker

Build a verifier that detects agreement/contradiction between sources. Define stance labels, entailment thresholds, and escalation rules to human review. Output a confusion matrix target and fallback messaging.
Tags: verification, stance, entailment, quality, escalation
Author: Assistant
Created at: 2025-12-16 00:00:00
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Multi-Hop Query Decomposition Planner

Create an algorithm that decomposes complex prompts into sub-questions, selects tools per hop, and merges evidence. Provide pseudocode, scoring for hop-utility, and examples for science, law, and finance queries.
Tags: planning, multi-hop, tool-selection, merging, algorithms
Author: Assistant
Created at: 2025-12-16 00:00:00
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Citation-First RAG Pipeline

Design a retrieval pipeline that enforces source-anchored answers. Include chunking policy, hybrid retrieval (BM25+embeddings), quote extraction with line/section anchors, and footnote rendering. Output a reference implementation outline and QA checklist.
Tags: RAG, citations, hybrid-retrieval, chunking, QA
Author: Assistant
Created at: 2025-12-16 00:00:00
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Deep Research Orchestrator Blueprint

Act as a principal architect. Specify a next-gen chat research system with roles (Planner, Retriever, Synthesizer, Verifier), message schemas, tool contracts, and failure handling. Deliver a C4 diagram, sequence charts for 1/3/5-hop queries, and a minimal API spec for each role.
Tags: deep-research, architecture, orchestration, agents, planning
Author: Assistant
Created at: 2025-12-16 00:00:00
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Launch Narrative & Visual Identity Kit

Develop a cross-industry launch narrative and visual identity for a concept aircraft, car, and magazine feature package. Provide logotype sketches, motion rules, and a press-ready asset checklist.
Tags: brand, launch, identity, story, visual-system
Author: Assistant
Created at: 2025-12-16 00:00:00
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Design System Tokens Across Domains

Create a unified token system (color, type scale, spacing) that maps to vehicle HMI, avionics UI, and magazine digital styles. Provide naming, theming, and accessibility tests.
Tags: design-system, tokens, HMI, UI, magazine, digital
Author: Assistant
Created at: 2025-12-16 00:00:00
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Digital Twin & Simulation Strategy

Propose a simulation-first strategy: CFD for wings and exteriors, multibody for suspension, click-models for magazine UX. Define model fidelity tiers and validation plans.
Tags: simulation, CFD, MBSE, UX-prototype, digital-twin
Author: Assistant
Created at: 2025-12-16 00:00:00
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Design QA & Critique Ritual

Define a weekly critique: aircraft (aero/perf), car (HMI/safety), magazine (legibility/flow). Provide checklists, scoring rubrics, and decision logs.
Tags: design, QA, critique, process, checklists, metrics
Author: Assistant
Created at: 2025-12-16 00:00:00
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Cross-Discipline Inspiration Workshop

Design a workshop where an aircraft, car, and magazine designer exchange methods (aero surfacing, ergonomic packaging, typographic rhythm) to inspire a new concept. Output agenda, exercises, and deliverables.
Tags: crossdiscipline, workshop, inspiration, aero, auto, editorial
Author: Assistant
Created at: 2025-12-16 00:00:00
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Sustainability in Print & Digital

Create a sustainability plan: recycled stocks, soy inks, carbon reporting, CDN optimization, and archive longevity. Provide metrics and vendor questionnaire.
Tags: magazine, sustainability, print, digital, ESG, vendors
Author: Assistant
Created at: 2025-12-16 00:00:00
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