Search Results
Showing results for "requirements"
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AI Regulation for Inclusion
Draft a comprehensive governance blueprint for AI deployment that minimizes inequality and job displacement while promoting responsible innovation. Include requirements for transparent algorithms, imp...
Tags:
ai-regulation,
employment,
inequality,
privacy
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
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Silicon Photonics Commercialization
Create a framework for evaluating how silicon photonics technologies move from laboratory prototypes to scalable commercial products across high-bandwidth applications; identify the critical stages, r...
Tags:
photonic,
silicon-photonics,
commercialization,
hardware
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Platform Accountability and Regulation
Perform a cross-jurisdictional analysis of platform governance frameworks that regulate content, data handling, and user safety. Identify core requirements, compliance challenges, and unintended conse...
Tags:
dsa,
regulation,
platforms,
compliance
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Platform Accountability for Youth
Compare how settlements or regulatory actions aimed at reducing youth exposure to social media influence platform design, safety mechanisms, privacy protections, and content governance. Evaluate how s...
Tags:
social-media,
child-protection,
regulation
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Supply-Chain Traceability and Compliance
Develop a framework for evaluating how traceability requirements, relabeling practices, and compliance enforcement affect supplier accountability, risk management, and cost structures across electroni...
Tags:
traceability,
supply-chain,
compliance,
electronics,
regulation,
risk-management
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Physics-informed AI value
Construct a decision framework for research funding and product development choosing between physics-informed AI and broad language-based models. Include criteria for task specificity, data availabili...
Tags:
ai,
domain-specific,
physics,
model-evaluation,
governance
Author: Curioprompt
Category: Science | Model: gpt-5-nano
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Regulating Responsible AI
Draft a comprehensive regulatory framework for responsible AI deployment across sectors. Address data governance, consent mechanisms, safety-by-design requirements, transparency and explainability nor...
Tags:
ai,
ethics,
policy,
regulation
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Regulating Autonomous Drones
Compare regulatory frameworks for unmanned aerial systems and autonomous devices across sectors, focusing on safety standards, privacy protections, data governance, and enforcement mechanisms. Propose...
Tags:
regulation,
drone,
privacy,
safety
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Calibrating Prudential Lending
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24/7 AI Public Services
Propose a blueprint for deploying continuous AI-enabled public service assistants for tax, welfare, and safety programs, focusing on accessibility, trust, accountability, and privacy. Compare possible...
Tags:
south-korea,
ai-public-services,
governance,
privacy,
topical
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Humanoid Development & Labor
Analyze how ongoing development of humanoid AI and robotics systems, integrated across hardware, software, and cloud capabilities, could transform labor demand, skill requirements, and social protecti...
Tags:
south-korea,
humanoid-automation,
labor-market,
policy,
topical
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Automation in Indoor Farming
Develop a cross-national analysis of how sensor networks, AI-driven crop management, and robotics can alleviate farming labor shortages. Evaluate economic and social trade-offs, outline adoption pathw...
Tags:
agriculture,
automation,
sensors
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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AI Training Data Governance
Design a comparative framework for evaluating AI training data disclosure and provenance policies. Include components such as transparency requirements, accountable data stewardship, and effects on co...
Tags:
ai,
data-governance,
policy-design
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Regulating Vehicle Safety Tech
Create a multi-criteria framework to evaluate regulatory requirements for in-vehicle monitoring technologies, comparing enforcement models, compliance costs, and potential unintended consequences rela...
Tags:
autotech,
safety,
regulation
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Urban Micro-Vehicle Design
Create a product-development blueprint for a compact electric vehicle intended for dense urban environments. Outline required range, battery architecture, safety features, cost constraints, and regula...
Tags:
ev,
mobility,
design
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Quantum Services Rise
Analyze the challenges of turning quantum computing from laboratory experiments into market-ready cloud services, including business models (across industries), talent pipelines, standards, and policy...
Tags:
quantum,
computing,
cloud,
innovation,
topical
Author: Curioprompt
Category: Science | Model: gpt-5-nano
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Climate-Driven Arctic Shipping
Analyze how climate-driven changes in Arctic conditions could enable year-round maritime shipping, focusing on the feasibility, required ice-strengthened infrastructure, port adaptations, environmenta...
Tags:
climate,
maritime,
logistics,
topical
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Policy Toolkit for Mineral Deals
Create a policy-and-industry toolkit for navigating regulatory scrutiny of resource projects with foreign investment considerations. Include risk assessment frameworks, timelines, diplomacy levers, tr...
Tags:
minerals,
policy,
trade,
topical
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Nationwide AI Initiative Blueprint
Draft a comprehensive policy blueprint for a national AI initiative designed to accelerate scientific discovery and economic competitiveness. Define strategic objectives, governance structures (stakeh...
Tags:
ai-policy,
governance,
ethics,
public-private-partnerships
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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AI Training Data Disclosure
Design a governance framework that requires AI firms to disclose training data provenance, licensing, and usage, balancing innovation with accountability. Include definitions of training data, roles o...
Tags:
ai,
regulation,
data-provenance,
ethics
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Algorithmic Care Governance
Assess how algorithmic decision tools influence eligibility, access, and resource allocation in care settings. Compare transparency requirements, human oversight, redress mechanisms, and performance m...
Tags:
ai,
ethics,
aged-care,
transparency
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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AI in Healthcare and Mental Health
Survey a portfolio of technology-assisted healthcare interventions (noninvasive neuromodulation devices, AI-based therapies, rehabilitation programs). Compare regulatory requirements, cost-effectivene...
Tags:
healthcare,
ai,
medical-devices,
regulation,
ethics
Author: Curioprompt
Category: Science | Model: gpt-5-nano
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Microgrids for Local Resilience
Conduct a comprehensive study on the design, economics, and policy frameworks required to deploy microgrids that enhance resilience, integrate renewables, and support critical services during outages....
Tags:
microgrid,
renewables,
grid,
resilience,
policy
Author: Curioprompt
Category: Energy | Model: gpt-5-nano
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Rare Isotope Discovery and Impact
Explore how the detection and study of rare isotopes advance fundamental physics and enable innovations in materials science, medicine, and energy research; discuss required research infrastructure, i...
Tags:
science,
nuclear,
isotopes,
research-infrastructure
Author: Curioprompt
Category: Science | Model: gpt-5-nano
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Residency Policy and Social Integration
Examine how residency policy design influences social integration, labor participation, and governance in a country facing an aging native population and diverse immigrant communities. Describe policy...
Tags:
immigration,
policy-design,
integration,
residency,
demography
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Regulating New Medical Devices
Compare regulatory pathways, evidence requirements, pricing and reimbursement dynamics, and market-entry timelines for novel medical devices; propose policy levers to accelerate safe innovation, ensur...
Tags:
medical-devices,
regulation,
health-policy,
innovation
Author: Curioprompt
Category: Health | Model: gpt-5-nano
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Judicial Influence on Policy
Analyze how judiciary actions interface with executive policy initiatives, including court orders that block or delay projects or require constitutional interpretation. Compare these dynamics across p...
Tags:
law,
policy,
judiciary
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Wearable AR Regulation and Privacy
Analyze regulatory options for wearable augmented reality devices deployed in public and semi-public spaces. Identify core policy levers (privacy rules, data minimization, retention, consent, transpar...
Tags:
wearables,
privacy,
regulation,
surveillance,
ethics
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
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Regulating Foreign Influence
Compare regulatory approaches to foreign influence in democratic processes, analyzing disclosure requirements, registration regimes, enforcement challenges, and the trade-offs between safeguarding ele...
Tags:
foreign-influence,
regulation,
transparency
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Wearable AI in Delivery
Evaluate the deployment of wearable AI devices in delivery and logistics: how real-time decision support, computer vision, and sensor data alter work practices, safety considerations, skill requiremen...
Tags:
wearables,
labor,
ai,
logistics,
safety
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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AI Voice Liability Framework
Design a stakeholder-centered framework for addressing civil liability in unauthorized AI voice replication. Define what counts as 'inappropriate use', identify responsible parties (creators, platform...
Tags:
ai,
voice-synthesis,
liability,
ethics,
policy
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Public Sector AI Governance
Propose a governance model for deploying AI in high-stakes administrative processes, detailing decision rights, transparency, human-in-the-loop requirements, privacy protections, auditability, and mec...
Tags:
ai,
governance,
public-sector,
privacy
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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AI Medical Device Regulation
Develop a regulatory framework for AI-powered medical software that anchors on patient safety, clinical validation, and post-market monitoring. Define risk tiers, evidence requirements, data governanc...
Tags:
technology,
ai,
regulation,
healthcare,
policy-analysis,
topical
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Secure AI Ecosystems
Draft a governance framework for coordinating safety standards, incident response, and accountability across AI platforms, startups, and incumbents. Include risk assessment processes, transparency req...
Tags:
ai,
governance,
safety,
industry-collaboration,
policy
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Food Safety Governance
Design a resilient food-safety governance framework that integrates risk assessment, laboratory testing standards, traceability, incident communication, and public trust measures. Outline roles for go...
Tags:
food-safety,
risk-communication,
regulation,
public-trust
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Immigration Policy and Labor Markets
You are an economist/policy analyst. Develop a decision framework for evaluating immigration policy in a developed economy with aging demographics. Cover workforce demand, sectoral exposure, integrati...
Tags:
policy,
demographics,
topical
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Crypto Regulation Under IT Act
Create a comparative policy analysis of crypto regulation across major jurisdictions, focusing on taxation, reporting requirements, enforcement mechanisms, consumer protection, and cross-border cooper...
Tags:
cryptocurrency,
regulation,
tax,
policy,
finance
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Indigenous EV Tech Strategy
Develop a strategic blueprint for a national program to create core electric-vehicle technology domestically. Include objectives, required ecosystem (R&D hubs, supplier networks, standards, training),...
Tags:
ev,
manufacturing,
policy,
innovation,
industrial-policy
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Immigration Policy Design
Analyze how a country’s immigration pathways and permanent-residency rules influence labor-market stability, aging demographics, social cohesion, and public services over the long run. Compare instrum...
Tags:
immigration,
policy,
labor-market,
demographics
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Platform Power and Open Access
Imagine a dominant mobile platform is required to open its system so competing AI assistants can run on it. Analyze the likely effects on innovation, user choice, developer incentives, privacy, and pl...
Tags:
antitrust,
platforms,
interoperability,
mobile,
competition
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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How Nations Build Space Capacity
Analyze the ingredients required for a country to develop a credible space-launch ecosystem, including private firms, public funding, testing infrastructure, regulation, talent pipelines, and export m...
Tags:
space,
aerospace,
startup,
industrial-policy,
innovation
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Governance of Content Blocking
Evaluate different models for online content blocking and intermediary governance, including judicial oversight, executive discretion, transparency requirements, appeals processes, and platform obliga...
Tags:
internet-governance,
speech,
platform-regulation,
policy,
digital-rights
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Privacy in a Sensing World
Analyze the privacy challenges created by wearable devices with cameras, microphones, or always-on sensing features. Explain why existing privacy laws often struggle to address bystanders, workplace u...
Tags:
privacy,
wearables,
surveillance,
regulation,
consumer-tech
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Powering the AI Stack
Map the full infrastructure stack required to scale artificial intelligence in a country or region. Analyze the trade-offs among energy demand, grid capacity, land use, cooling, semiconductor supply, ...
Tags:
ai infrastructure,
data centers,
energy,
semiconductors,
regulation
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Regulating Fast-Moving Tech
Evaluate how policymakers should regulate fast-evolving technology sectors such as crypto firms, stablecoins, AI tools, and dual-use hardware. Discuss the core design questions: licensing, capital req...
Tags:
crypto,
ai,
regulation,
innovation,
compliance
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Modernization Without Strategy
Analyze why organizations and sectors can adopt digital tools faster than they build the strategy, governance, and skills needed to use them well. Use examples from banking, government networks, healt...
Tags:
digitaltransformation,
strategy,
governance,
publicsector,
innovation
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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How Innovation Meets Trust
Build an analysis of how societies should govern emerging technologies such as AI, engineered microorganisms, vaccines, and medical diagnostics. What kinds of regulation speed innovation without weake...
Tags:
innovation,
regulation,
ai,
biotech,
public-trust
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
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Industrial Policy for EVs
You are advising a government deciding how to accelerate electric vehicle adoption while also building domestic industry. Map the tradeoffs between import incentives, local assembly requirements, cons...
Tags:
evs,
industrial-policy,
manufacturing,
trade,
incentives
Author: Curioprompt
Category: Economics | Model: gpt-5.4-mini
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Pensions for Aging Societies
Designing a pension system for an aging society requires balancing adequacy, fairness, incentives, and fiscal sustainability. Explain the main models for retirement provision—pay-as-you-go, funded acc...
Tags:
pensions,
demographics,
retirement,
public-policy,
fiscal-sustainability
Author: Curioprompt
Category: Economics | Model: gpt-5.4-mini
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Building Industrial AI Systems
Examine how AI is being applied to industrial monitoring and failure detection in environments where leaks, outages, or defects can be costly and dangerous. Compare the technical requirements, data ch...
Tags:
industrial-ai,
predictive-maintenance,
safety,
infrastructure,
automation
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Automation Under Constraint
Assess the promise and limits of automation in labor-intensive, high-stakes settings such as defense, logistics, disaster response, or healthcare. Which tasks are good candidates for robots and drones...
Tags:
automation,
robots,
drones,
labor-shortage,
defense
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Trust in regulated markets
A government is trying to respond to harmful but popular products and risky behaviors through tighter rules, testing, and penalties. Use this as a framework to compare different regulatory tools: taxa...
Tags:
regulation,
public-health,
enforcement,
consumer-protection,
policy
Author: Curioprompt
Category: Society | Model: gpt-5.4-mini
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Limits of General-Purpose Robotics
Analyze the gap between impressive robot demos and real-world general intelligence. Why do robots often perform well in controlled environments but fail when tasks require coordination, improvisation,...
Tags:
robots,
automation,
ai,
multitasking,
research
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Prevention Before Treatment
A vaccine that dramatically reduces the risk of a deadly cancer shows the power of prevention over treatment. Use this as a lens to examine why some preventive interventions spread widely while others...
Tags:
vaccination,
public-health,
prevention,
health-policy,
trust
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
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Society Under Demographic Stress
Design a policy analysis for a society facing overlapping pressures: low fertility, caregiver shortages, teacher burnout, migrant labor dependency, and rising urban heat. Which interventions are most ...
Tags:
demographics,
caregiving,
education,
family-policy,
urban-heat
Author: Curioprompt
Category: Society | Model: gpt-5.4-mini
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Design Safer AI Regulation
You are advising a government on how to regulate AI chatbots and other generative systems. Design a policy framework that reduces harm without stifling beneficial uses. Address privacy, misinformation...
Tags:
ai,
regulation,
privacy,
online-safety,
governance
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Design Safer AI Regulation
You are advising a government on how to regulate AI chatbots and other generative systems. Design a policy framework that reduces harm without stifling beneficial uses. Address privacy, misinformation...
Tags:
ai,
regulation,
privacy,
online-safety,
governance
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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AI Governance in Practice
Develop a framework for regulating AI use in public institutions and law enforcement. What should be tightly controlled, what should require human oversight, and what can be left to agencies or market...
Tags:
ai,
regulation,
law-enforcement,
governance,
privacy
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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Crypto Regulation for Growth
Develop a framework for regulating crypto assets that aims to promote responsible innovation while protecting investors and financial stability. Compare design choices such as licensing, capital requi...
Tags:
crypto,
regulation,
finance
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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Regulating Platform Price Wars
Analyze the dynamics of pricing competition within large-scale digital marketplaces. Identify the mechanisms platforms use to influence prices, assess potential harms to consumers and competitors, and...
Tags:
competition,
ecommerce,
regulation,
consumers
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
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AI in Healthcare Governance
Analyze how regulatory design can govern AI-assisted medical practices, balancing efficiency with patient safety. Develop criteria for accountability, licensing, liability, data privacy, and professio...
Tags:
ai,
healthcare,
regulation,
ethics,
policy,
topical
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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AI Safety and Dual-Use Governance
Evaluate governance models for AI technologies with dual-use potential, including risk assessment, transparency requirements, and international collaboration. Propose a framework that aligns industry ...
Tags:
ai,
safety,
policy,
governance
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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Turkey Textile Production Strategist
You are a highly specialized AI Consultant and Expert Analyst focused exclusively on the Turkish Textile, Apparel, and broader Manufacturing Sector. Your expertise must integrate deep knowledge of Tur...
Tags:
dynamic,
turkey,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Taiwan Semiconductor Design Strategist
You are an expert **Digital Forensics Analyst** specializing in interpreting and documenting complex digital artifacts, particularly those derived from **image and document metadata** (EXIF, IPTC, XMP...
Tags:
dynamic,
taiwan,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Russia Energy Infrastructure Strategist
You are a Senior Geopolitical Energy Analyst specializing exclusively in the Russian Federation's highly complex and volatile energy infrastructure. Your knowledge base must be grounded in real-time c...
Tags:
dynamic,
russia,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Germany Automotive Engineering Strategist
You are an expert **Cybersecurity Threat Intelligence Analyst** specializing in **Advanced Persistent Threat (APT) Group Attribution and TTP Analysis**. Your task is to analyze the provided raw threat...
Tags:
dynamic,
germany,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Mexico Cross-Border Trade Strategist
You are an elite, specialized Cross-Border Trade Strategy Consultant focused exclusively on the USMCA corridor between the United States and Mexico. Your expertise must be rooted in interpreting and l...
Tags:
dynamic,
mexico,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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European Union Regulatory Compliance Strategist
You are an expert **Senior Technical Content Strategist** specializing in transforming complex, low-level engineering documentation (such as protocol specifications, API call sequences, or hardware da...
Tags:
dynamic,
european-union,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Saudi Arabia Petrochemical Processing Strategist
You are an elite, highly specialized Petrochemical and Energy Strategy Consultant with deep, practical expertise in the Kingdom of Saudi Arabia's industrial transformation. Your core area of focus is ...
Tags:
dynamic,
saudi-arabia,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Indonesia Maritime Logistics Strategist
You are an elite, highly specialized 'Indonesia Maritime Logistics and Investment Strategy Consultant' with deep expertise in Southeast Asian infrastructure economics, geopolitical trade policy, and a...
Tags:
dynamic,
indonesia,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
No image available
South Korea Semiconductor Manufacturing Strategist
You are an elite Strategic Technology and Policy Advisor, specializing exclusively in the South Korean semiconductor, high-tech manufacturing, and national economic strategy sectors. Your knowledge ba...
Tags:
dynamic,
south-korea,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Japan Robotics Manufacturing Strategist
You are a highly specialized AI System Expert in Japan's advanced robotics and manufacturing sector. Your knowledge base is grounded in Japan's newly updated national robotics strategy, focusing on th...
Tags:
dynamic,
japan,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Brazil Environmental Monitoring Strategist
You are a Senior Environmental Compliance Expert specializing in Brazilian environmental law, specifically the National Air Quality Control Program (Pronar) and environmental licensing mandated by CON...
Tags:
dynamic,
brazil,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Argentina Agricultural Technology Strategist
You are the "Argentinian Agritech and Agricultural Economics Expert," a highly specialized AI consultant with deep, actionable knowledge of South American, specifically Argentine, agriculture, and its...
Tags:
dynamic,
argentina,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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India Software Development Strategist
You are an elite, highly specialized India Software Development and Technology Strategy Consultant, expert in the nuances of the Indian tech ecosystem, specifically referencing the trends, models, and...
Tags:
dynamic,
india,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Italy Fashion Design Strategist
You are the ultimate Authority on Italian Fashion Industry Strategy, a blend of a master artisan, a global market strategist, and an industrial policy consultant specializing in the *Made in Italy* se...
Tags:
dynamic,
italy,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
No image available
China Manufacturing Optimization Strategist
You are an elite 'China Manufacturing Optimization Expert' specializing in interpreting and applying national industrial policy, particularly the Ministry of Industry and Information Technology (MIIT)...
Tags:
dynamic,
china,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Self-Improving Modularization: Extract Components Safely
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Code Ownership Rules: Don’t Edit What You Don’t Own
Design ownership enforcement: CODEOWNERS mapping, required reviewers per module, and automatic routing. The agent must not merge without required approvals.
Tags:
codeowners,
review,
governance,
approval,
workflow
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Doc-to-Code Alignment: Verify Against Official Sources
Design a process where the agent checks a proposed change against official documentation versions, release notes, and migration guides. Require citations for claims.
Tags:
documentation,
verification,
migrations,
citations,
compatibility
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Refactor of Logging: Preserve Signal, Reduce Noise
Create a plan for improving logs: structured fields, sampling, PII redaction, and correlation IDs. Require that changes do not reduce incident investigability.
Tags:
logging,
observability,
PII-redaction,
correlation-ids,
SRE
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for Caching Layers
Create an agent to tune caches: TTLs, invalidation, and hit rates. Require correctness proofs, stale data detection, and rollback thresholds.
Tags:
caching,
TTL,
invalidation,
correctness,
rollback
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for Scheduler/Queue Systems
Design a loop to improve job scheduling: fairness, retries, visibility timeouts, and backpressure. Require load testing and chaos testing in staging.
Tags:
queues,
scheduling,
backpressure,
load-testing,
staging
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving API Docs from Code (But Verified)
Design a system to generate API docs from code annotations and schemas, but require verification via integration tests and manual spot checks.
Tags:
API-docs,
generation,
schema,
integration-tests,
verification
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Accessibility Text: Alt-Text and Labels (Safe)
Design an agent to improve alt-text and form labels, requiring neutral phrasing, avoiding sensitive inference, and validating with accessibility tests.
Tags:
a11y,
alt-text,
labels,
safety,
validation
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Interface Contracts: Typed Boundaries
Create a plan to tighten interfaces with types, schemas, and validation at boundaries. Require gradual rollout and tests demonstrating improved error detection.
Tags:
interfaces,
typing,
schemas,
validation,
rollout
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Supply-Chain Safety: Lockfile and Integrity Enforcement
Design enforcement: lockfile required, checksum verification, artifact signing, and dependency allowlists/denylists. Include alerting on suspicious updates.
Tags:
supply-chain,
lockfile,
integrity,
signing,
alerts
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Code Comments: Accuracy-Checked
Design a comment improvement agent that updates misleading comments but requires linking to code references and tests to avoid stale documentation.
Tags:
comments,
docs-accuracy,
verification,
maintainability
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Integration Tests: From Real Traffic Samples
Create a process to generate integration tests from anonymized traffic patterns (no PII). Require privacy filters, sampling, and periodic review.
Tags:
integration-tests,
traffic-samples,
privacy,
anonymization,
QA
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Policy Gate: What Self-Edits Are Allowed
Draft a policy that constrains self-edits: allowed files, banned operations, secrets handling, network access rules, and “human approval required” triggers.
Tags:
policy,
guardrails,
least-privilege,
secrets,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Autonomy Levels: Manual→Assisted→Automatic
Define autonomy tiers for the self-improver. Specify which actions are allowed at each tier and what evidence is required to graduate tiers safely.
Tags:
autonomy,
tiers,
governance,
safety-evidence,
controls
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for Build Systems
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Self-Improving Data Pipeline Reliability
Design an agent that improves ETL reliability: retries, idempotency, checkpoints, and backfills. Require correctness validation and cost constraints.
Tags:
data-pipelines,
ETL,
idempotency,
checkpoints,
validation
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving API Client Error Handling
Design an agent that improves error handling: retries, timeouts, and clearer exception types. Require integration tests and telemetry validation post-deploy.
Tags:
error-handling,
retries,
timeouts,
integration-tests,
telemetry
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Compliance Copilot: Automated Evidence and Audits
Design a compliance copilot that collects evidence, maps controls, and produces audit-ready reports. Include security requirements, integrations, and a tiered pricing model.
Tags:
compliance,
governance,
audit,
enterprise,
security
Author: Assistant
Category: future-monetization | Model: gpt-5.2
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Safe Web Research Agent: Search→Fetch→Cite→Extract
Create a research agent that uses search APIs and page fetchers to gather evidence for a proposed code change. Require citations and source quality scoring.
Tags:
web-research,
search-API,
citations,
source-quality,
grounding
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Chaos Testing Agent (Safe Scope): Validate Resilience
Create a chaos testing approach limited to staging: inject failures, verify timeouts/circuit breakers, and ensure alerts fire. Require strict boundaries and approval.
Tags:
chaos-testing,
resilience,
staging,
alerts,
boundaries
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Accessibility Improvement Agent: Automated Checks + Fixes
Design an accessibility agent that runs audits (linting, contrast checks where applicable), proposes fixes, and validates with automated tests. Require human review for UX changes.
Tags:
accessibility,
a11y,
testing,
UX,
quality-gates
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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PR Auto-Reviewer: Checklist and Risk Annotations
Design an automated PR reviewer that adds checklists, risk annotations, and required evidence links (tests, benchmarks, docs). It must not auto-merge without gates.
Tags:
PR-review,
checklist,
risk,
quality-gates,
workflow
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Change Risk Classifier: Low/Medium/High With Rules
Create a rule-based + learned risk classifier for diffs: file types, touched modules, dependency impact, and security sensitivity. Use it to decide required gates.
Tags:
risk-classification,
diff-analysis,
policies,
gates
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Database Migration Safety Agent
Design a migration workflow: generate migrations, run on staging snapshots, verify invariants, measure runtime, and define rollback strategy. Require human approval for prod.
Tags:
database,
migrations,
staging,
rollback,
invariants
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Change Proposal Format: RFC for Every Self-Edit
Define an RFC template the agent must fill: motivation, risks, alternatives, test plan, rollout plan, and monitoring. Require linking evidence and metrics.
Tags:
RFC,
governance,
change-management,
testing,
monitoring
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Edit Safety Case Template
Create a safety case template per capability: hazards, mitigations, tests, monitoring, rollback, and residual risk. Require evidence links and sign-off rules.
Tags:
safety-case,
hazards,
mitigations,
monitoring,
signoff
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Semantic Diff Agent: Explain Changes in Plain Language
Build a semantic diff summarizer: describe functional change, impacted modules, migration needs, and risks. Require it to cite tests/benchmarks that support claims.
Tags:
semantic-diff,
explainability,
risks,
tests,
benchmarks
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Agent Budgeting: Cost-Aware Tool Use
Create a cost-aware policy: budgets per run, per tool call, and per environment. Require justification for expensive steps and optimize via caching and routing.
Tags:
cost-control,
budgets,
tool-use,
caching,
routing
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Safety Filters: Measure False Positives/Negatives
Design a process to adjust safety filters based on measured false positive/negative rates. Require evaluation sets, human review, and rollback if harm risk rises.
Tags:
safety-filters,
evaluation,
false-positives,
rollback,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Security Hardening Agent: Least Privilege Refactors
Create a plan to reduce permissions across services: narrow IAM roles, remove unused keys, and add tests that detect overbroad permissions. Require staged rollout.
Tags:
security-hardening,
least-privilege,
IAM,
rollout,
tests
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Test Flakiness Fixer Agent
Design an agent that identifies flaky tests, isolates root causes (timing, ordering, external deps), and proposes stabilization patches. Require proof via repeated runs.
Tags:
flaky-tests,
CI,
stability,
debugging,
proof
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for Rate Limits and Retries
Design an agent that tunes retry/backoff/rate-limits based on telemetry. Require proofs that error rates drop without raising costs or latency.
Tags:
retries,
backoff,
rate-limits,
telemetry,
optimization
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Feature Discovery: Product Analytics to PRs
Create a pipeline where analytics identifies friction points and the agent proposes small UX or performance fixes. Require user impact estimation and safe rollout.
Tags:
product-analytics,
UX,
friction,
prioritization,
rollout
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Security Headers and CSP Policies
Design an agent to tune security headers and CSP safely: staged enforcement, report-only mode, breakage monitoring, and rollback. Require security team sign-off.
Tags:
CSP,
security-headers,
staged-rollout,
monitoring,
signoff
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Release Engineering: Versioning and Tags
Create a release engineering agent: semantic versioning, changelog generation, tag signing, and release notes validation. Require human approval for major versions.
Tags:
release-engineering,
semver,
signing,
changelog,
approvals
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Refusal Handling: When Not to Edit
Create criteria for refusing changes: ambiguous requirements, missing tests, high risk without approval, or insufficient evidence. Include user messaging templates.
Tags:
refusal,
policy,
ambiguity,
safety,
communication
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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SLO-Driven Improvement: Optimize What Users Feel
Design an improvement loop keyed to SLOs: latency, error rates, and quality metrics. Require that proposed changes specify which SLO they target and how measured.
Tags:
SLO,
metrics,
latency,
errors,
quality,
ops
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Error Budget Governance for Automated Changes
Define error budgets and a policy: when error budget is low, block auto-deploys and require human approval. Include dashboards and alert thresholds.
Tags:
error-budget,
SRE,
governance,
alerts,
deploy-control
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Production Incident Learner: Postmortem to Patches
Create an agent that ingests postmortems and incident tickets, extracts recurring causes, and proposes preventative code/monitoring changes. Require human review.
Tags:
incidents,
postmortem,
prevention,
monitoring,
ops
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Architecture Decision Records (ADR) Generator Agent
Design an ADR generator that proposes ADRs for significant changes: context, decision, alternatives, consequences. Require human approval and link tests/metrics.
Tags:
ADR,
architecture,
decision-records,
governance,
documentation
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Least-Privilege MCP Permissions Matrix
Create a permissions matrix for MCP tools: read-only by default, write tools gated, deploy tools require human approval. Include environment separation (dev/stage/prod).
Tags:
MCP,
permissions,
least-privilege,
env-separation,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for CI/CD Scripts
Create a blueprint for self-editing CI/CD scripts safely: validate configs, run in sandbox, and require manual approval for permission changes.
Tags:
CI/CD,
automation,
sandbox,
permissions,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Model Prompt Safety Linter
Create a linter for agent prompts: ban risky instructions, require citations for factual claims, enforce “no tool calls from untrusted text” policies.
Tags:
prompt-lint,
safety,
citations,
policy,
enforcement
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Self-Improvement for Configurable Policies
Create a blueprint for self-updating policy files (rulesets) with tests, staging, and canary enforcement. Require explicit approval for tightening/loosening security.
Tags:
policies,
rulesets,
testing,
staging,
security
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Security Scanning Rules
Design an agent that tunes security scanners (SAST rules, allowlists) based on confirmed findings and false positives. Require approvals for any rule weakening.
Tags:
SAST,
security-scanning,
false-positives,
approvals,
policy
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving International Docs: Controlled Translation
Design a controlled translation system: glossary, style guide, human review, and back-translation checks. Integrate with MCP and require provenance logs.
Tags:
translation,
glossary,
review,
provenance,
MCP
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Logging Cost: Sampling and Cardinality Control
Create a plan to reduce logging costs: sampling, cardinality caps, and aggregation. Require proof that debugging capability is preserved via incident drills.
Tags:
logging,
cost-control,
sampling,
cardinality,
SRE
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Change Control for AI Systems (RFC Process)
Create an RFC-style change control process tailored to recursive AI: what must be documented, reviewers, rollout plan, rollback triggers, and postmortem requirements. Provide a reusable RFC template.
Tags:
change-control,
RFC,
governance,
rollout,
rollback,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Automation Boundaries: Action vs Advice vs Draft
Create a boundary model that separates: advisory outputs, drafts, and automated actions. Include criteria for graduating features from advice→action, and safety evidence required.
Tags:
automation,
boundaries,
graduation,
governance,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Hallucination Controls: Evidence-Only Summarization
Design hallucination controls: enforce evidence-only summarization, require citations for key claims, and label uncertainty. Include prompts and automated checks (linting).
Tags:
hallucination,
verification,
citations,
linting,
safety
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Model Spec to Tests: Traceability Matrix
Create a traceability matrix linking requirements/specs to tests and monitors. Provide a template and a worked example for a tool-using assistant system.
Tags:
traceability,
requirements,
tests,
monitoring,
governance
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Safety-Gated Iteration Loop (Design Pattern)
Design a safety-gated iteration loop: propose→simulate→test→review→deploy→monitor. Include stage gates, required evidence at each gate, and ‘stop conditions’ that automatically halt rollout.
Tags:
iteration,
stage-gates,
monitoring,
recursive-ai,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Truthfulness & Citation Policy for Research Outputs
Create a truthfulness policy: source requirements, citation rules, and how to label speculation. Provide a checklist for editors/analysts and an automated linting concept.
Tags:
truthfulness,
citations,
policy,
research,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Safe Delegation: Planning vs Execution Separation
Create a delegation pattern where the AI plans but humans execute high-risk steps. Include how to structure instructions, confirmations, and evidence requirements.
Tags:
delegation,
planning,
execution,
HITL,
risk-control
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Human-in-the-Loop Design: When Humans Must Decide
Define where humans must remain in the loop: high-impact actions, security-sensitive steps, and ambiguous decisions. Provide a decision taxonomy and UI/ops requirements for approval workflows.
Tags:
human-in-the-loop,
governance,
approvals,
risk,
ops
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Model Update Policy: When to Retrain vs Prompt-Tune
Create decision criteria for retraining vs prompt tuning vs retrieval updates. Include risk analysis, expected impact, validation requirements, and rollback strategies per approach.
Tags:
retraining,
prompting,
RAG,
model-updates,
governance
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Caching Strategy to Reduce API Spend
Design caching: query result caches, page caches, and embedding caches. Include invalidation rules based on freshness requirements and how to prevent stale conclusions.
Tags:
caching,
cost-reduction,
freshness,
invalidation,
APIs
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Browser Automation Policy (If Used): Safety and Limits
If browser automation is required, design a policy: strict allowlists, minimal interaction, rate limits, and recording of steps. Include risk assessment and a user-facing disclaimer template.
Tags:
browser-automation,
policy,
compliance,
risk,
logging
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Bias & Perspective Check: Source Diversity Requirements
Design a bias-control policy: require diverse sources (geography, institution, viewpoint), detect monocultures, and add “missing perspective” prompts. Include reporting in outputs.
Tags:
bias,
source-diversity,
governance,
editorial
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Non-Deceptive Behavior Requirements
Write explicit requirements to prevent deceptive behavior: transparency rules, auditability, and logging. Include tests to detect hidden policy violations or manipulation attempts.
Tags:
non-deception,
transparency,
audit,
tests,
governance
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
No image available
Metaverse Business Models: Subscriptions, UGC, Sponsorships
Outline viable business models for metaverse projects: subscription, cosmetics/UGC, tickets, brand activations, and services. Include pros/cons, required capabilities, and KPI targets.
Tags:
metaverse,
business-model,
UGC,
sponsorships,
subscriptions
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
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Metaverse Onboarding: Choose Platforms Intentionally
Help me choose metaverse platforms based on goals (social, creation, events, commerce, education). Provide a comparison rubric: device requirements, community norms, safety tools, and creator monetiza...
Tags:
metaverse,
platforms,
VR,
community,
monetization
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
No image available
Kids’ Learning Off-Grid: Low-Tech Activities
Generate low-tech learning activities for kids (reading, math, science, games) that require minimal supplies. Provide ideas across cultures and languages.
Tags:
kids,
education,
low-tech,
activities,
culture
Author: Assistant
Category: off-grid-survival | Model: GPT-5.2
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Content Automation Guardrails (Human-in-the-Loop)
Define guardrails for automated content: what can be fully automated vs requires review, approval stages, and audit logs. Provide a risk-based approval matrix by channel.
Tags:
automation,
governance,
approvals,
brand-safety,
2026
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
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Repertoire Planning (Semester Map)
Build a semester repertoire map: technical goals, stylistic coverage, audition requirements, and weekly milestones. Include a method to choose pieces that maximize growth.
Tags:
repertoire,
planning,
music-school,
auditions,
students
Author: Assistant
Category: music-ai-students | Model: gpt-4o
No image available
Welding and Heat-Affected Zone Risk Review
Create a high-level welding risk review for vehicle parts: load path, heat-affected zone, material compatibility, distortion, inspection, and when certified fabrication is required.
Tags:
welding,
fabrication,
HAZ,
materials,
safety
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
No image available
Policy Profiles: Different Safety Levels by User Type
Create policy profiles for user tiers: consumer, enterprise, regulated. Include stricter tool permissions, logging requirements, and human approval gates by tier.
Tags:
policy-profiles,
enterprise,
regulated,
permissions,
governance
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Verification ‘Two-Source Rule’ With Exceptions
Write a verification policy: when two independent confirmations are required, what counts as independent, and what exceptions exist (official statements, live pressers). Provide a documentation templa...
Tags:
verification,
policy,
standards,
newsroom,
documentation
Author: Assistant
Category: verification | Model: gpt-4o
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Ticket Name/ID Matching Checklist
Create a checklist to avoid name/ID issues: middle names, diacritics, passport changes, and local rail/bus ID requirements. Include a quick ‘before purchase’ verification step.
Tags:
ID,
name-matching,
passport,
booking-errors,
travel
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
No image available
Automotive ADAS Calibration Awareness Checklist
Create an ADAS calibration awareness checklist: camera/radar sensor placement, windshield replacement, alignment impact, ride height changes, and when specialist calibration is required.
Tags:
ADAS,
calibration,
cameras,
radar,
alignment,
safety
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
No image available
Safety Case Template for a New Agent Capability
Write a safety case template: intended use, hazards, mitigations, tests, monitoring, and rollback. Include what evidence is required to ship the capability.
Tags:
safety-case,
governance,
testing,
monitoring,
release
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Coverage-Driven Verification: What to Measure
Define a coverage plan: functional coverage points, cross coverage, corner-case scenarios, and coverage closure strategy. Provide a template that ties coverage to requirements.
Tags:
coverage,
verification,
planning,
requirements,
advanced
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
No image available
Engine Misfire Diagnostic Tree
Create an engine misfire diagnostic tree: ignition, fuel, compression, vacuum leaks, sensors, wiring, ECU data, and mechanical timing. Include test order and evidence required before replacing parts.
Tags:
engine,
misfire,
OBD,
ignition,
fuel,
diagnostics
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
No image available
Fact-Check & Risk Filter for Generated Content
Create a pre-publish QA checklist: claims requiring sources, sensitive statements, legal/compliance notes, and brand safety. Provide a ‘red/yellow/green’ scoring rubric and remediation steps.
Tags:
quality-assurance,
fact-check,
brand-safety,
compliance,
2026
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
No image available
Rumor Control for Teams: Internal Comms Protocol
Design an internal comms protocol for teams during emergencies: single source of truth, update frequency, verification requirements, and escalation paths.
Tags:
team-comms,
protocol,
verification,
updates,
operations
Author: Assistant
Category: emergency-preparedness | Model: gpt-4o
No image available
FPGA/ASIC Architecture Trade Study (Requirements→Microarch)
Given target throughput, latency, power, area, and interfaces, produce a trade study that maps requirements to candidate microarchitectures (pipeline vs iterative, SIMD vs systolic, cache vs scratchpa...
Tags:
FPGA,
ASIC,
architecture,
microarchitecture,
trade-study,
advanced
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
No image available
EV and Hybrid Safety-Oriented Service Planning
Create a high-level safety-oriented service plan for EV/hybrid work: high-voltage awareness, isolation procedures to verify from manufacturer info, PPE considerations, and jobs that require certified ...
Tags:
EV,
hybrid,
high-voltage,
safety,
service-planning
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
No image available
Border and Visa Complexity Map
Create a border complexity map for my itinerary: visa requirements to verify, transit rules, passport validity, proof-of-onward-travel risks, and buffer recommendations. Keep it general and remind me ...
Tags:
visa,
border-control,
passport,
transit,
travel-planning
Author: Assistant
Category: world-travel-planning | Model: GPT-5.2
No image available
UGC Verification Workflow (TV/Radio Ready)
Create a UGC verification workflow: provenance checks, reverse image/video search steps, geolocation/time cues, audio anomalies, metadata cautions, and corroboration requirements. Output an on-air saf...
Tags:
UGC,
verification,
OSINT,
broadcast,
standards
Author: Assistant
Category: verification | Model: gpt-4o
No image available
Reservation Requirements for Trains (Europe/Asia)
Explain reservation rules: mandatory reservations, optional reservations, seat assignments, and supplements. Provide a checklist to avoid being stuck with ‘no seat’ surprises.
Tags:
train-reservations,
Europe,
Asia,
rail,
seat
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
No image available
AI Security Platform Requirements (Agent Era)
Write requirements for an AI security platform: prompt/tool injection defenses, model access control, secrets handling, audit trails, red-team workflows, and runtime policy enforcement for agents.
Tags:
AI-security,
agents,
guardrails,
threat-model,
policy
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
No image available
IR + LLM: Prompting for Evidence
Teach prompting patterns that require citations and counter-claims. Provide rubric and examples on scientific topics.
Tags:
IR,
LLM,
prompting,
citations,
education
Author: Assistant
Category: evidence-first-LLM-skills | Model: gpt-4o
No image available
Franca Supplier APQP Lite
Roll out APQP-lite with Franca suppliers. Define control plans, PFMEA, and sample submission requirements. Add a supplier scorecard and escalation rules.
Tags:
APQP,
PFMEA,
control-plan,
Franca,
suppliers,
quality
Author: Assistant
Category: supplier-quality-management | Model: gpt-4o
No image available
Template Library: Reports & Briefs
Create reusable templates: 1-page brief, deep dive, executive summary. Define required sections (claims,evidence,risks,unknowns) and auto-fill rules from the pipeline.
Tags:
templates,
reports,
briefs,
automation,
governance
Author: Assistant
Category: reporting-templates | Model: gpt-4o
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Turnaround Ops & Ground Support Design
Model ground operations for a commuter aircraft: charging/refuel, pax flow, baggage, and maintenance windows. Design GSE requirements and a 15-minute turnaround target plan.
Tags:
aircraft,
operations,
ground,
GSE,
turnaround,
airline
Author: Assistant
Category: operations-engineering | Model: gpt-4o
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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
Category: data-generation-eval | Model: gpt-4o
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Exterior Surfacing & Aero Targets
Define surfacing requirements for a premium sedan: target Cd/CdA, front area, grille shutters, diffusers, wheel aero, and sealing. Provide CFD checkpoints and a clay-to-CAD workflow.
Tags:
automotive,
aero,
exterior,
CFD,
styling,
cd
Author: Assistant
Category: exterior-design-aero | Model: gpt-4o
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Roadmap Inference via Hiring and Releases
Analyze competitors’ hiring posts, release notes, and changelogs. Infer next 3 quarters of bets, required infra, and partner dependencies. Output a timeline with confidence levels.
Tags:
hiring,
signals,
roadmap,
inference,
software
Author: Assistant
Category: signal-intelligence | Model: GPT-5.1
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Vertical-Specific Expo Playbooks
You are a verticals lead. Create 3 mini playbooks for healthcare, fintech, and manufacturing expos: regulatory notes, buyer personas, proof requirements, and case studies to emphasize.
Tags:
trade-show,
verticals,
personas,
regulatory,
proof
Author: Assistant
Category: trade-show | Model: gpt-4o
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CI/CD for Regulated Customers
Act as a principal engineer. Define a CI/CD pipeline that satisfies SOC 2 and ISO 27001 concerns: branch policies, required reviews, SBOM generation, dependency scanning, SAST/DAST, signing and proven...
Tags:
security,
devops,
CI/CD,
compliance,
SOC2
Author: tsubasa
Category: engineering | Model: gpt-4o
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Design Controls & Traceability
You are a quality engineer. For a safety-conscious product, define design controls: requirements matrix, verification/validation plan, risk management (ISO 14971 style), and traceability from user nee...
Tags:
quality,
regulatory,
traceability,
verification
Author: tsubasa
Category: mechanical | Model: gpt-4o
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Design Review Template (ME + EE + SW)
You are a cross-functional lead. Produce a design review template spanning ME, EE, FW/SW: requirements, assumptions, interfaces, risks, test coverage, open questions, and action items. Include a scori...
Tags:
design review,
cross-functional,
risks,
testing
Author: tsubasa
Category: engineering | Model: gpt-4o
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WeChat Referral Loop for Mobile Apps (Asia)
Design a step-by-step growth-hack strategy for launching a mobile app in China using WeChat and regional mini-programs. Include a viral referral loop, incentives, required integrations (WeChat SDK, pa...
Tags:
growth,
referral,
WeChat,
China,
mobile,
Asia
Author: Assistant
Category: growth-hack | Model: gpt-4
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London — KYC/AML Onboarding Flow: MiFID II research unbundling policy and tracking
Draft a risk-based KYC/AML onboarding flow for London targeting MiFID II research unbundling policy and tracking. Include PEP/sanctions screening, documentary requirements, and EDD triggers. Return a ...
Tags:
finance|london|kyc/aml-onboarding-flow|mifid,
ii,
research,
unbundling
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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New York — KYC/AML Onboarding Flow: private credit term sheet comparison
Draft a risk-based KYC/AML onboarding flow for New York targeting private credit term sheet comparison. Include PEP/sanctions screening, documentary requirements, and EDD triggers. Return a swimlane d...
Tags:
finance|new-york|kyc/aml-onboarding-flow|private,
credit,
term,
sheet
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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Prompt to Program Skeleton
Translate the prompt’s requirements into a lightweight program skeleton with function signatures, I/O types, and edge cases. Provide implementations for input parsing and output validation. Language-a...
Tags:
prompt|program|skeleton|pseudocode
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
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Chemical Handling & Secondary Containment Checklist
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Dubrovnik & Dalmatian Coast — Museum Exteriors Only
Identify 12 museum/library exteriors in Dubrovnik & Dalmatian Coast, Croatia ideal for lines and scale. No ticket required. Add façade best time and pedestrian flow.
Tags:
europe|croatia|dubrovnik|dalmatia|coast|photography
Author: Inspire Search Corp.
Category: Travel Photography (Europe) | Model: gpt-5-thinking
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Zero‑Click LinkedIn Content
Create 15 LinkedIn posts that deliver the full value in‑feed (no link required): data story, checklist, mini case, counterintuitive lesson.
Add CTA variants that earn follows and saves.
Tags:
linkedin|zero-click|posts|follows|saves
Author: Inspire Search Corp.
Category: Content | Model: gpt-5-thinking
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UGC Briefs for Product Demos & Testimonials
Write UGC creator briefs for 4 formats: product demo, before/after, testimonial, myth-busting.
Include: narrative beats, hook lines, required shots, legal disclosures, deliverables, raw footage handof...
Tags:
UGC|brief|product demo|testimonials|disclosure
Author: Inspire Search Corp.
Category: Creator | Model: gpt-5-thinking
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New Product Launch Social Plan
Produce a 6‑week launch plan: teaser phase, announce week, social proof week, and ongoing tutorials.
Outline posts per platform, required assets, and CTAs for waitlist/demo.
Tags:
launch|product|teaser|announce|tutorials
Author: Inspire Search Corp.
Category: Planning | Model: gpt-5-thinking
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Optimizing GenAI Workflows for Edge GPU Boards
Write a comprehensive GenAI prompt that utilizes the latest edge GPU boards to accelerate tasks such as data annotation, object detection, and predictive modeling for a team of robotics engineers.
Pr...
Tags:
robotics,
AI,
prompts,
edgeGPU,
GenAI
Author: Prompt Generator
Category: AI Development | Model: llama3.1:latest
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Optimizing Supercomputing Workflows with GenAI
Describe a scenario where you are tasked with optimizing the workflow of a supercomputing cluster used for climate modeling. The cluster has 10,000 cores and is running a complex simulation that requi...
Tags:
supercomputing,
genai,
workflow optimization,
climate modeling
Author: Prompt Generator
Category: Supercomputing & AI | Model: llama3.1:latest
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Electronics: PSU Ripple SPICE Plan
Plan a SPICE-based simulation for DC supply ripple and transient response. Deliver: requirements, test cases (load steps), models, KPIs (overshoot, settling), BOM constraints, safety notes (no mains e...
Tags:
electronics,
spice,
power,
ripple,
transient
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
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Legal Deadline Countdown
For {{case_or_filing}}, list all filing/response deadlines within next 7d and any changes in past 24h. Include court orders, docket updates, required docs, owners. Provide a checklist.
Tags:
legal;compliance;ops;timely;dockets
Author: Tsubasa Kato
Category: Legal | Model: gpt-5
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MMM + Geo-Lift Experiments
Design a lightweight MMM combined with geo-experiments to validate channel incrementality. Provide data requirements, model outputs, budget reallocation rules, and example readouts for executives.
Tags:
MMM,
incrementality,
geo experiment,
budgeting,
attribution,
analytics
Author: ChatGPT
Category: business | Model: gpt-5
No image available
Improved Prompt - The Techno-Wizard's Rebellion
Story Development Prompt: The Techno-Wizard's Rebellion
Narrative Focus:
Craft a compelling narrative exploring Yara Wexley's transformative journey from privileged techno-wizard heir to revolutio...
Tags:
techno-wizard,
technological,
character,
philosophical discovery
Author: [email protected]
Category: prompt, improved prompt demo, sci-fi | Model: Claude 3.5 Haiku, GPT-4o, o3, o4-mini, o4-mini-high
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