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PISA and Policy Shaping

Describe a framework for using periodic national or international assessments to drive long-term improvements in education, addressing equity, digital literacy, teacher support, curriculum alignment, ...

Tags: education, policy, measurement

Author: Curioprompt

Category: Society | Model: gpt-5-nano

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Urban Regulation and Tourism

Compare urban regulatory approaches to short-term rentals in dense neighborhoods. Assess impacts on housing affordability, neighborhood character, local businesses, and visitor experience. Propose a d...

Tags: urban-planning, tourism, housing, policy

Author: Curioprompt

Category: Society | Model: gpt-5-nano

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Safety of Autonomous Agents

Create a safety evaluation framework for autonomous AI agents operating in dynamic, real-world environments. Cover risk assessment, containment and fallback procedures, attribution of responsibility a...

Tags: ai, safety, topical

Author: Curioprompt

Category: Science | Model: gpt-5-nano

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Global AI Safety Dialogues

Outline a plan for international collaboration on AI safety standards that accommodates different regulatory cultures while prioritizing risk assessment, transparency norms, and cross-border testing. ...

Tags: ai, policy, topical

Author: Curioprompt

Category: Policy | Model: gpt-5-nano

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Education culture and performance

Examine how high-stakes testing, teacher accountability, and tutoring market dynamics influence student well-being, equity, and public trust in education. Compare policy design approaches that aim for...

Tags: education, policy, culture, wellbeing

Author: Curioprompt

Category: Society | Model: gpt-5-nano

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Open-Source AI Governance

Evaluate the benefits and risks of open-source AI models for coding, research, and general use. Compare governance approaches (license terms, safety rails, community norms, corporate stewardship) and ...

Tags: technology, ai, opensource, governance

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Demographic Policy Design

Evaluate policy levers that affect birth rates and aging, including subsidies, parental leave, childcare infrastructure, housing affordability, and healthcare services. Compare regional disparities, f...

Tags: demographics, policy, family

Author: Curioprompt

Category: Society | Model: gpt-5-nano

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Solid-State Battery Policy

Investigate the governance design for standardizing solid-state battery research, pilot projects, safety testing, and intellectual property sharing. Discuss how policy can balance rapid commercializat...

Tags: batteries, regulation, standards

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Population Health Screening

Create a policy framework for population-wide screening programs that target newborns or genetic conditions, including eligibility criteria, consent models, opt-out vs opt-in, data privacy and governa...

Tags: healthcare, ethics, screening, public-health

Author: Curioprompt

Category: Health | Model: gpt-5-nano

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Energy Security Strategy

Develop an integrated energy-security framework that accounts for gas storage levels, diversification of supply, price signaling, and crisis coordination across sectors. Build scenario simulations to ...

Tags: energy, security, policy

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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AI in Creative Industries

Examine how artificial intelligence shapes product development in entertainment sectors (gaming, film, music), focusing on roles for creators, changes to intellectual property, consumer experience, an...

Tags: ai, gaming, innovation, ethics, industry

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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AI Ads and Privacy Ethics

Investigate how AI-powered advertising changes user privacy, consent, data minimization, and transparency. Compare governance models across jurisdictions, discuss how consent mechanisms can be designe...

Tags: ai, privacy, advertising, ethics, topical

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Protecting Vulnerable Youth

Develop a policy evaluation toolkit for youths leaving state care that identifies key risk factors, assesses current supports across housing, education, health, and employment, and designs targeted in...

Tags: youth, care, policy, vulnerability

Author: Curioprompt

Category: Society | Model: gpt-5-nano

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Autonomous Vehicle Liability

Draft a regulatory framework for autonomous vehicles that defines liability across manufacturers, operators, insurers, and users, specifies safety and testing standards, and provides guidance on risk ...

Tags: autonomy, regulation, liability, transport

Author: Curioprompt

Category: Policy | Model: gpt-5-nano

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Biotech Safety Governance

Analyze regulatory regimes for biotech and pharmaceutical supply chains, including testing, pharmacovigilance, and counterfeit prevention. Propose a risk-based approach to warning, recall, and rapid r...

Tags: biotech, pharma, safety

Author: Curioprompt

Category: Science | Model: gpt-5-nano

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Urban Autonomy Policy

Investigate how cities can safely and equitably integrate autonomous vehicles and delivery robots. Propose regulatory structures, safety standards, testing protocols, data sharing, accountability mech...

Tags: autonomy, mobility, regulation, cities, robots

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI Platform Economics

Investigate how pricing, access controls, and capacity planning for advanced AI platforms influence developer behavior, startup viability, and end-user experience. Compare pricing mechanisms (subscrip...

Tags: ai, pricing, platform-economics, developers

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI Risk Governance

Design a stage-gated framework for AI development from concept to deployment, including risk assessment, safety testing, continuous monitoring, incident response, and clear accountability across inter...

Tags: ai, risk, governance, ethics

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Automation in Commerce

Analyze scenarios where AI-powered checkout bots replace or augment human staff, comparing impacts on customer experience, data security, labor displacement, and wage dynamics. Discuss regulatory, eth...

Tags: automation, ai, commerce, labor

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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Overseas Expansion of Brands

Create a decision framework for mid-sized restaurant brands pursuing international expansion. Compare entry modes such as franchising, joint ventures, and company-owned stores; assess currency, regula...

Tags: business, retail, expansion, globalization

Author: Curioprompt

Category: Business | Model: gpt-5-nano

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Tech App Bankruptcy Risks

Examine the viability of app-based entertainment businesses in competitive markets, focusing on business model design, unit economics, customer acquisition costs, retention, monetization, and capital ...

Tags: business, tech, risk-management, startup

Author: Curioprompt

Category: Business | Model: gpt-5-nano

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AI Risk in Consumer Tech

Develop a multi-stakeholder framework for assessing and mitigating risks from AI-powered consumer technologies, including user autonomy, safety-by-design, transparency, and informed consent. Propose t...

Tags: ai, consumer-protection, ethics, risk-management, design

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI in Biology Governance

Develop a comprehensive governance framework for AI-enabled biology that addresses dual-use risk, biosafety, science integrity, international collaboration, and enforcement. Compare existing governanc...

Tags: ai, bio, ethics, governance, policy

Author: Curioprompt

Category: Science | Model: gpt-5-nano

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Wearable Radiation Protection

Assess the design space for wearable protective gear that reduces radiation exposure and environmental hazards for operators in extreme environments. Compare shielding concepts, materials, sensor inte...

Tags: wearables, protection, space, radiation, design

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI in Defense Command

Develop a framework for evaluating the integration of domestically developed artificial intelligence into national defense command-and-control systems. Compare governance regimes, reliability and safe...

Tags: ai, defense, governance, safety, topical

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Digital Signatures for Trust

Draft a governance blueprint for national-scale digital signatures platforms, focusing on security, user experience, interoperability, privacy, and long-term reliability; compare centralized vs. decen...

Tags: digital-signatures, e-government, trust

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI Ethics Governance Forum

Design a blueprint for an international AI ethics governance framework that balances innovation with societal safeguards; compare roles of global forums and national policies; specify metrics for tran...

Tags: ai, ethics, governance

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI in Critical Defense Systems

Develop a framework for evaluating, designing, and governing the integration of AI into critical defense or command-and-control contexts. Include criteria for reliability, risk, human oversight, ethic...

Tags: ai, defense, governance, safety, ethics

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Pollution Accountability Framework

Design a comparative framework for regulating persistent chemical pollutants, with emphasis on liability for contamination, testing regimes, monitoring, remediation duties, and public disclosure. Outl...

Tags: pollution, pfas, regulation, accountability

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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AI Model Governance

Develop a governance framework for AI models used in public and commercial contexts that emphasizes risk assessment, safety controls, transparency, and accountability. Include model lifecycle phases (...

Tags: ai, ethics, security, governance

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Safeguarding AI in Critical Systems

Investigate how organizations design AI governance frameworks for deployment in high-stakes settings. Compare model safety testing regimes, incident-response workflows, external audits, and explainabi...

Tags: ai-safety, governance, risk-management

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Form Factor Adoption

Explore how the introduction of new device form factors influences consumer behavior, app ecosystems, accessory markets, and platform strategies. Compare historical shifts in form factor to current in...

Tags: consumer-electronics, product-design, ecosystems, strategy

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Heritage Tourism and Tech Strategy

Propose a heritage-led tourism strategy that preserves archaeological and cultural assets while expanding responsible visitor experiences through digital storytelling, virtual access, and sustainable ...

Tags: heritage, tourism, sustainability, digital

Author: Curioprompt

Category: Culture | Model: gpt-5-nano

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Cross-Border Culinary Branding

Analyze how cross-border culinary pop-ups and international exposure help artisanal brands test markets, adapt products, and tell culturally rich narratives. Discuss branding, regulatory, and supply-c...

Tags: culinary, branding, globalization, pop-ups

Author: Curioprompt

Category: Culture | Model: gpt-5-nano

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Auto OS Collaboration

Investigate the motivations, governance structures, and market outcomes of cross-company software platform development in the automotive sector. Analyze potential effects on competitive dynamics, supp...

Tags: automotive, os, platform, competition

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Redefining Cultural Storytelling

Analyze the durable factors that drive the reformulation of storytelling in modern culture, comparing traditional formats with contemporary experiments in media, interactive formats, and platform desi...

Tags: culture, media, storytelling, trend-analysis

Author: Curioprompt

Category: Culture | Model: gpt-5-nano

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Coastal Monitoring Network Design

Create a plan to design, deploy, and govern a network of coastal sensing assets (including buoys, tide gauges, and satellite data feeds) that provides reliable, real-time environmental information to ...

Tags: trend-inspired, technology, environment

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Forecasts to Policy Action

Create a decision-support framework that translates climate forecasts and risk assessments into actionable policy and operational decisions across sectors such as water resources, agriculture, and cri...

Tags: trend-inspired, climate, risk-management

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI Governance, Safety, and IP

Explore how organizations govern AI systems deployed in critical sectors, focusing on control versus autonomy, safety testing, and accountability for generated content and IP. Compare governance model...

Tags: ai, governance, topical

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI adoption in banking

In financial services, AI adoption is reshaping efficiency, risk management, and customer experience while pressuring workforces to adapt. Design a strategic plan for a banking group to implement AI r...

Tags: ai, banking, workforce, strategy

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Auto OS Collaboration

Explain how a cross-company effort to develop a common vehicle software platform can affect innovation, safety, and consumer experience. Discuss governance models, standards development, cybersecurity...

Tags: automotive, platform, standards, gosvernance

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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AI for Public Services

Public services are experimenting with AI, robots, and other automation to improve speed, access, and efficiency. Evaluate where these tools can genuinely reduce waiting times or extend coverage, and ...

Tags: technology, ai, automation, public-services, accessibility

Author: Curioprompt

Category: Technology | Model: gpt-5.4-mini

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Responsible AI by Design

Create a practical framework for evaluating AI products that interact with children or other vulnerable users. Cover privacy, consent, data minimization, bias, emotional manipulation, and age-appropri...

Tags: ai-safety, privacy, children, regulation, digital-ethics

Author: Curioprompt

Category: Technology | Model: gpt-5.4-mini

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When AI Meets Security

Examine the strategic and ethical implications of exporting AI-enabled hardware, such as autonomous drones or other machine-assisted systems, into conflict zones. Discuss issues including dual-use tec...

Tags: ai, defense, dual-use, ethics, export-controls

Author: Curioprompt

Category: Technology | Model: gpt-5.4-mini

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Regulating Emerging Tech

You are designing rules for new digital technologies that collect data, influence behavior, or serve children. Build a policy framework that balances innovation with privacy, transparency, accountabil...

Tags: ai, privacy, child-safety, regulation, digital-governance

Author: Curioprompt

Category: Technology | Model: gpt-5.4-mini

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Scaling Frontier Science Systems

Analyze how governments and research systems convert isolated scientific breakthroughs into durable national strength. Use examples such as astronomy discoveries, fusion hardware, reusable rockets, an...

Tags: science, research, innovation, space, fusion

Author: Curioprompt

Category: Science | 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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Automation In Manufacturing

Humanoid robots are being tested in industrial production. Evaluate where human-shaped robots actually make economic sense compared with specialized machines or software automation. What tasks are bes...

Tags: automation, robots, manufacturing, labor, productivity

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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Public Reading in Shared Spaces

Design a long-term, scalable program that activates non-traditional venues (shops, cafés, terraces, community shelters) for collective reading experiences. Analyze how such space-based literary engage...

Tags: culture, reading, public-spaces, community

Author: Curioprompt

Category: Culture | Model: gpt-5-nano

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Democratizing AI Infrastructure

Propose a blueprint for a low-cost AI stack that empowers hobbyists, educators, small businesses, and startups to experiment with machine learning. Include hardware options (open hardware vs. embedded...

Tags: ai, hardware, open-source, cloud, democratization

Author: CurioPrompt

Category: Technology | Model: gpt-5-nano

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Tourism Incentive Tradeoffs

Create a decision-support framework for evaluating public incentives aimed at attracting foreign tourists. Include economic impact analyses, distributional effects on host communities, environmental s...

Tags: lowercase, topical, tags, japan, policy, economy

Author: CurioPrompt

Category: Economics | Model: gpt-5-nano

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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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TikTok/Shorts: Clip Mining Workflow

Design a workflow to mine clips from streams: markers, highlight rules, captions, and posting schedule. Include templates for ‘story arc in 20 seconds’ and ethics for fair use.

Tags: shorts, TikTok, clips, workflow, creator

Author: Assistant

Category: gaming-metaverse | Model: gpt-5.2

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Suspension Setup: Sag, Damping, Geometry

Create a suspension setup workflow for cars, motorcycles, and bicycles. Include sag, preload, compression/rebound damping, ride height, geometry effects, tire pressure interaction, and a test loop for...

Tags: suspension, sag, damping, geometry, setup

Author: Assistant

Category: vehicle-engineering-mechanics | Model: GPT-5.2

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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

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Explainer: How RAG Works (90s)

Write a 90-second animated explainer on RAG: embeddings, retrieval, citations. Provide visuals per beat (icons/diagrams), scene transitions, and a Sora prompt for each scene plus a Gemini prompt to ge...

Tags: RAG, explainer, animation, Sora2, Gemini3, education

Author: Assistant

Category: educational-video | Model: gpt-4o

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Food Reel: 3-Step Recipe in 30 Seconds

Create a 30-second food reel: 3-step recipe with overhead shots, quick cuts, ingredient text overlays, and sound design notes. Provide Sora prompts per shot and Gemini prompts for captions/hashtags.

Tags: food, reel, recipe, shorts, Sora2, Gemini3

Author: Assistant

Category: creator-kit | Model: gpt-4o

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EU Agritech & Food Tech

Spotlight European agritech pilots and Asia partners; cover regulation, financing, and yield impacts. Provide startup profiles and field-test notes.

Tags: EU, agritech, food-tech, regulation, finance, Asia

Author: Assistant

Category: innovation-food-systems-EU-Asia | Model: gpt-4o

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Retrieval Eval Harness

Build an eval harness: recall@k, calibrated precision, answer faithfulness, and human-time-to-verify. Include topic-aware test buckets and data drift alarms.

Tags: LLM, retrieval, eval, faithfulness, drift, metrics

Author: Assistant

Category: evaluation-frameworks-LLM | Model: gpt-4o

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HMI for ADAS & Driver Workload

Design an in-cabin HMI for L2+/L3 features. Define modality mix (visual, audio, haptics), takeover prompts, and a distraction budget. Provide usability test protocol and KPIs.

Tags: automotive, HMI, ADAS, UX, usability, safety

Author: Assistant

Category: interior-UX-HMI-auto | Model: gpt-4o

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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

Category: mobile-experience | Model: gpt-4o

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Social Hook Bank

Generate 30 hook lines and 10 visual cold-open ideas for 5 niches. Provide Veo/Sora prompts for each hook and an A/B testing plan.

Tags: video, hooks, social, testing, Veo-3.1, Sora

Author: Assistant

Category: video-growth-hacking | Model: gpt-4o

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PR Review Copilot

Draft a PR reviewer flow: ChatGPT summarizes diffs and intent; Cursor leaves inline suggestions and auto-fix commits; Antigravity validates tests and risk scores before merge. Output a reviewer rubric...

Tags: code-review, PR, automation, Cursor, Antigravity, ChatGPT

Author: Assistant

Category: code-quality | Model: gpt-4o

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Internationalization Roll-Out

ChatGPT extracts and drafts keys/phrases; Cursor injects i18n scaffolding and screenshot tests; Antigravity runs locale builds and visual diffs. Provide glossary and fallback policy.

Tags: i18n, l10n, testing, Cursor, Antigravity, ChatGPT

Author: Assistant

Category: globalization-engineering | Model: gpt-4o

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Spec → Tests → Code Chain

Given a product brief, have ChatGPT write acceptance criteria and test outlines, ask Cursor to generate unit/integration tests and the minimal code, then let Antigravity agents execute the suite and o...

Tags: TDD, testing, ChatGPT, Cursor, Antigravity, automation

Author: Assistant

Category: quality-engineering | Model: gpt-4o

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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

Category: product-experiments | Model: gpt-4o

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Data Pipeline Verifier

For a data/ETL repo, ChatGPT drafts data quality tests (nulls, uniqueness, freshness), Cursor adds dbt/unit tests, and Antigravity schedules validations on PR. Include lineage notes and rollback trigg...

Tags: data, ETL, dbt, testing, ChatGPT, Cursor, Antigravity

Author: Assistant

Category: data-engineering-quality | Model: gpt-4o

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Dev Velocity Lab

Identify top constraints to developer velocity and propose experiments across CI time, test flake, code review, and environment drift. Output target benchmarks.

Tags: developer-velocity, engineering, CI, testing, tooling

Author: Assistant

Category: engineering-productivity | Model: gpt-4o

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Pricing and Packaging Teardown

Collect competitor pricing: SaaS tiers vs hardware MSRP and street price, retail promo patterns, food menu bands, movie ticketing and subscription models. Output parity gaps, willingness-to-pay hypoth...

Tags: pricing, packaging, benchmark, experiments

Author: Assistant

Category: pricing-analysis | Model: GPT-5.1

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Hardware Program: EVT/DVT/PVT

Define an end-to-end hardware development plan from EVT→DVT→PVT with sample exit criteria, golden samples, and pilot builds. Note lab vs factory responsibilities in Taiwan and US field tests.

Tags: hardware, EVT, DVT, PVT, manufacturing, program

Author: Assistant

Category: hardware-programs | Model: gpt-4o

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TOEFL Full Mock (Timing Matrix)

Assemble a full-length mock test blueprint with section timings, realistic question counts, and break strategy. Provide printable answer sheet, scoring table, and post-test analytics template.

Tags: TOEFL, mock-test, timing, scoring, analytics

Author: Assistant

Category: mock-test | Model: gpt-4o

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TOEFL Test-Day Playbook

Create a minute-by-minute test-day routine: warm-up speaking prompts, last-mile reading skim, hydration/caffeine plan, breathing drill, and a post-exam debrief sheet.

Tags: TOEFL, test-day, performance, anxiety, checklist

Author: Assistant

Category: performance-ops | Model: gpt-4o

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Safe Port Scanner (Ethical)

Implement a rate-limited TCP port scanner with banner grab (when legal). Flags: --target, --ports 1-1024, --safe, --top100, --timeout. Print risk warnings and logging. Use Test-NetConnection/nc/nmap i...

Tags: cli, security, ports, scanner, windows, macos, linux

Author: Assistant

Category: cli-tool | Model: gpt-4o

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Throughput Tester (iperf EZ)

Ship a client/server CLI for iperf3-style tests with auto-download/setup hints. Provide --mode {server,client}, --time, --parallel, --port, and pretty throughput charts. Include NAT/firewall notes for...

Tags: cli, network, iperf, bandwidth, linux, macos, windows

Author: Assistant

Category: cli-tool | Model: gpt-4o

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HL7 FHIR Interop Mapping Kit

You are a health IT integrator. Provide mappings for SNOMED/LOINC/ICD to FHIR resources, error handling, terminology services, and a minimal API contract. Include test cases.

Tags: FHIR, HL7, interoperability, terminology, ICT

Author: Assistant

Category: health-IT-integration | Model: gpt-5

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Batch Your LinkedIn Posts

Act as a content coach. Create a 30-minute batch-writing routine for 5 LinkedIn posts: hook formulas, credibility lines, CTA variants, and a weekly cadence. Provide a mobile-friendly template.

Tags: LinkedIn, content, personal-brand, CTA, commute

Author: Assistant

Category: marketing | Model: gpt-5

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Hook + Retention Script Pack

You are a script editor. Generate a library of 40 hooks and 20 retention beats (pattern interrupts, open loops, visual resets) for Shorts and long-form. Include niche variants (tech, gaming, beauty) a...

Tags: hooks, retention, script, YouTube, TikTok

Author: Assistant

Category: creator | Model: gpt-4o

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Sponsor Integration Brief (FTC-Safe)

You are a brand deal producer. Write a sponsor brief: hook placement options, integration depth tiers, ad-read script frames, FTC disclosures, deliverables, usage rights, and post-flight report templa...

Tags: sponsor, ad, FTC, disclosure, brief

Author: Assistant

Category: creator | Model: gpt-4o

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SEO Titles + Topic Cluster Map

You are a YouTube SEO lead. Create a topic cluster and 20 title formulas with keyword stems, curiosity gaps, and brand terms. Include metadata checklist (tags, chapters, description hooks) and a conte...

Tags: SEO, titles, keywords, YouTube, metadata

Author: Assistant

Category: creator | Model: gpt-4o

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CTA & Offer Library by Niche

Act as a conversion writer. Produce a CTA library for tech/gaming/beauty/education: subscribe/save/share, lead magnets, community joins, and product trials. Include placement rules and ethical framing...

Tags: CTA, hooks, templates, offers, conversion, niches

Author: Assistant

Category: creator | Model: gpt-4o

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Portfolio & Sequencing

You are a curator. Build a portfolio plan: theme selection, sequencing for rhythm, color and subject balance, captions, and website layout. Include a 12-image sequence exercise.

Tags: portfolio, sequencing, curation, editing, website

Author: Assistant

Category: photography | Model: gpt-4o

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Thumbnail CTR Lab

Act as a growth analyst. Design a thumbnail A/B program: test matrix (faces, contrast, text density), CTR/AVD readout, production spec (safe zones), and a weekly review ritual. Provide a 10-variant te...

Tags: thumbnail, CTR, test, YouTube, design

Author: Assistant

Category: creator | Model: gpt-4o

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Reliability Plan: HALT/HASS

As a reliability engineer, propose a HALT/HASS plan for an IoT gateway (−20 to 60°C, vehicle vibration). Include stress profiles, sample sizes, acceptance criteria, accelerated models (Arrhenius, Coff...

Tags: reliability, HALT, HASS, IoT, testing

Author: tsubasa

Category: mechanical | Model: gpt-4o

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Design to Standards & Compliance Map

You are a compliance-minded mechanical engineer. Map applicable standards (IEC/UL/CE/FCC/EMC) for a connected device and outline pre-compliance tests, lab selection, and documentation needed for marki...

Tags: compliance, standards, EMC, CE, FCC

Author: tsubasa

Category: mechanical | Model: gpt-4o

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FMEA for Mechatronics Subsystem

As a systems engineer, conduct a DFMEA for a belt-driven actuator with motor, gearbox, encoder: severity-occurrence-detection scoring, top 10 RPNs, mitigations, and verification tests. Provide a compa...

Tags: FMEA, mechatronics, actuator, quality, risk

Author: tsubasa

Category: mechanical | Model: gpt-4o

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DFT Strategy: Scan/LBIST/MBIST

Develop a DFT plan: scan compression goals, LBIST architecture, MBIST algorithms for SRAM/ROM, boundary scan, JTAG access, test time/cost model, and fault coverage targets. Provide patterns and bring-...

Tags: IC, DFT, scan, LBIST, MBIST, JTAG

Author: Assistant

Category: chip-design | Model: gpt-4

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ADC Architecture Trade Study

Compare SAR, pipeline, and sigma-delta ADCs for a sensor hub. Include FoM, resolution/SNR targets, sampling rate, power, area, calibration needs, and DFT hooks. Output a recommendation with risk log a...

Tags: IC, ADC, SAR, pipeline, sigma-delta, trade-study

Author: Assistant

Category: chip-design | Model: gpt-4

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HBM3E Integration SI/PI Checklist

Create an HBM3E integration plan: stack selection, channel topology, timing margins, package escape routing, SI/PI simulations, PDN target impedance, thermal throttling strategy, and test hooks. Outpu...

Tags: IC, HBM3E, SI, PI, packaging, thermal

Author: Assistant

Category: chip-design | Model: gpt-4

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Pricing & Packaging Matrix

Act as a GTM-savvy CTO. Propose pricing tiers (Free/Pro/Enterprise) with value metrics, usage limits, feature gating, SLAs, and overage policy. Include a migration plan and win-loss hypotheses to test...

Tags: pricing, packaging, GTM, SLAs, experiments

Author: tsubasa

Category: leadership | Model: gpt-4o

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Paid Social + Product-Led Growth (USA)

Design a growth-hack blending paid social acquisition with a product-led onboarding funnel for US startups. Include channel mix recommendations (Meta, TikTok, LinkedIn), creative hooks, onboarding mic...

Tags: paid-social, PLG, USA, onboarding, growth

Author: Assistant

Category: growth-hack | Model: gpt-4

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Prompt Lint & Style Guide

Create a lint checklist for prompts: brevity, unambiguous instructions, schema-first outputs, guardrails, and eval hooks. Return a checklist table with yes/no and examples. Add 5 before→after rewrites...

Tags: prompt|lint|style|guide|checklist

Author: Curioforce Corp. Corp.

Category: Prompt-Improvement | Model: gpt-5-thinking

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Error-Driven Prompt Tuning Loop

Build a loop that collects model errors/failures and proposes prompt edits. Steps: (1) bucket failures, (2) extract missing instructions, (3) propose deltas, (4) generate 3 patched prompts, (5) quick ...

Tags: prompt|tuning|feedback|yaml

Author: Curioforce Corp. Corp.

Category: Prompt-Improvement | Model: gpt-5-thinking

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Noise Modeling & Mitigation

Create a plan to characterize noise on a NISQ device: T1/T2, readout error, crosstalk notes. Recommend mitigation: measurement error mitigation, dynamical decoupling, zero-noise extrapolation. Output ...

Tags: quantum|noise|mitigation|yaml

Author: Curioforce Corp. Corp.

Category: Quantum Tech | Model: gpt-5-thinking

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A/B Prompt Experiment Plan

Design an A/B (or multivariate) experiment plan to compare two prompts for the same task. Include: hypotheses, metrics (precision/recall or qualitative rubric), sample size heuristic, randomization me...

Tags: prompt|ab-test|metrics|csv|experiment

Author: Curioforce Corp. Corp.

Category: Prompt-Improvement | Model: gpt-5-thinking

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Hook → Story → Offer Script

Provide a script template for 60-second videos: Hook (0–3s), Story (3–45s), Offer (45–60s). Add examples for SaaS, consulting, and local retail. Return as JSON with arrays per niche.

Tags: viral|script|hso|json

Author: Curioforce Corp. Corp.

Category: Viral Content | Model: gpt-5-thinking

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Hook Library for Short Videos

Create 40 opening hooks (≤10 words) for Shorts/Reels/TikTok in tech/business niches. Categorize by emotion: surprise, fear of missing out, curiosity, authority. Return as CSV with columns: hook, emoti...

Tags: viral|hooks|shorts|csv|content

Author: Curioforce Corp. Corp.

Category: Viral Content | Model: gpt-5-thinking

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Brand Voice Examples by Platform

Write 20 caption examples per platform (IG, TikTok, LinkedIn, X) in our voice across tones: bold, friendly, expert, playful. Include 'follow-me' CTAs that feel natural.

Tags: brand voice|captions|examples|cta

Author: Inspire Search Corp.

Category: Copywriting | Model: gpt-5-thinking

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Pricing Page Sensitivity & Elasticity

Goal: analyze pricing page sensitivity and elasticity. Data: pricing page events, trials, conversions, order values. Steps: 1) Build exposure cohorts by price/test; 2) Demand curve fit; 3) Elasticity ...

Tags: pricing;elasticity;experiments

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Experiment Readiness & A/B Test Sizing

Goal: check experiment readiness and sample size. Data: baseline conversion, traffic, variance. Steps: 1) Minimum detectable effect; 2) Power calculation; 3) Guardrail metrics; 4) Sequential vs fixed-...

Tags: ab-test;power;sample-size

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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SEO + Social Flywheel for Creators

Create a flywheel that turns short‑form videos into SEO‑rich, evergreen assets. Pipeline: hook → transcript → blog (EEAT) → email nugget → carousel → thread → repurposed snippets. Provide: content sch...

Tags: seo, repurposing, content-flywheel, eeat, creators

Author: Tsubasa Kato

Category: Influencer Growth | Model: gpt-5

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Write First Draft In My Voice

Draft a 300–500 word piece about {{topic}} for {{audience}} with tone {{tone}}. Include a hook, clear structure, and a call to action. End with a one-sentence takeaway and 3 title options.

Tags: writing;copy;content;CTA

Author: ChatGPT

Category: Writing | Model: gpt-5

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Material & Packaging Swap Finder

Suggest lower-impact material/packaging swaps for {{product_hardware_or_packaging}}. Include supplier types, durability and cost trade-offs, recyclability, and user experience. Provide a pilot test pl...

Tags: materials, packaging, swap, recyclability, pilot

Author: Tsubasa Kato

Category: sourcing | Model: gpt-5-thinking

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Sustainable UX Patterns

For {{flow}} identify dark patterns to avoid and sustainable patterns to adopt. Produce microcopy and UI nudges that lower energy usage, promote breaks, and encourage active choices (opt-in tracking, ...

Tags: UX, patterns, accessibility, energy, wellness

Author: Tsubasa Kato

Category: design | Model: gpt-5-thinking

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Green CI/CD & Testing

Design a CI/CD pipeline that minimizes energy. Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling. Add SLOs and...

Tags: CI/CD, testing, devops, energy-efficiency, dashboard

Author: Tsubasa Kato

Category: devops | Model: gpt-5-thinking

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Analytics & KPI North Star

Define a measurement plan for {{product_concept}}: - North Star Metric, 3 input metrics - Content metrics per platform (view-through, ER, CTR, save/share, replies) - Weekly experiment sheet (hypothesi...

Tags: analytics, metrics, experiments, SQL, UTM

Author: Tsubasa Kato

Category: analytics | Model: gpt-5-thinking

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YouTube Search & Chapters System

For {{topic}}, propose 12 YouTube video ideas optimized for search intent. For each: exact-match variant title, supporting keywords, chapter timestamps, thumbnail text (≤3 words), and Shorts hooks. Ad...

Tags: YouTube, SEO, chapters, search, shorts

Author: Tsubasa Kato

Category: marketing-youtube | Model: gpt-5-thinking

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Ad Creative Briefs (UGC-first)

Write 9 ad briefs (3 per platform: X Video, TikTok Spark, YouTube Shorts): - Hook, problem, solution, proof, CTA - Script, b-roll list, subtitle lines, end-card - Offer angle (trial/discount/waitlist)...

Tags: ads, UGC, briefs, creative, marketing

Author: Tsubasa Kato

Category: paid-ads | Model: gpt-5-thinking

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Monthly Review & Experiment Map

Create a monthly growth review template: - What worked/failed (content + product) - KPI deltas vs goals - 5 new experiments for X/TikTok/YouTube - Resource plan and risks Output a one-page exec summar...

Tags: review, planning, experiments, KPIs, X, TikTok, YouTube

Author: Tsubasa Kato

Category: planning | Model: gpt-5-thinking

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UVP & Narrative Stack

Craft a crisp Unique Value Proposition for {{product_concept}} serving {{ICP}}. Deliver: - One-sentence UVP (≤15 words) - 50-word product narrative - 3 X thread outlines (hook + 5 bullets + CTA) - 3 T...

Tags: UVP, storytelling, copywriting, X, TikTok, YouTube

Author: Tsubasa Kato

Category: positioning | Model: gpt-5-thinking

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TikTok Hook & Script Factory

Produce 30 TikTok video ideas for {{product_concept}} targeting {{ICP}}. For each: 1-s hook line, 15–30s script, shot list, on-screen text, caption, 3–5 hashtags, CTA. Organize into pillars: Education...

Tags: TikTok, short-form, UGC, scripts, marketing

Author: Tsubasa Kato

Category: marketing-tiktok | Model: gpt-5-thinking

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Hook Line Generator (100 hooks)

Generate 100 hook lines for {{product_concept}} across three themes: Time-saving, Money-making, Status. Format variants for X (≤280 chars), TikTok (≤15 words), YouTube title (≤55 chars + 1 thumbnail t...

Tags: hooks, titles, copy, creative, X, TikTok, YouTube

Author: Tsubasa Kato

Category: creative-library | Model: gpt-5-thinking

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Story Frameworks: AIDA/PAS/4P

Create copy variants for {{product_concept}} using AIDA, PAS, and 4P frameworks. For each framework, output: - X thread (hook + 5 bullets + CTA) - TikTok 25s script - YouTube title + cold open + thumb...

Tags: copywriting, frameworks, AIDA, PAS, 4P, X, TikTok, YouTube

Author: Tsubasa Kato

Category: copywriting | Model: gpt-5-thinking

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TikTok Trends Without Chasing

Design a trend-agnostic TikTok system: - 5 evergreen formats - Repeatable hook library (20 lines) - Shot templates and editing beats - Weekly cadence + batching workflow - Cross-post rules to Shorts/R...

Tags: TikTok, evergreen, workflow, templates, short-form

Author: Tsubasa Kato

Category: marketing-tiktok | Model: gpt-5-thinking

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Romantic Sunset Over Ocean

Imagine a breathtaking sunset where the sky melts into pink, orange, and purple hues over a calm ocean. Hook your audience by asking: 'Ever felt the sky blush just for you?' Then invite them: 'Stay wi...

Tags: sunset, ocean, romantic, female, hook, cta

Author: Inspire Search

Category: visual_prompts | Model: gpt-5

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Moonlit Lakeside

Imagine a calm lake shimmering under the moonlight, surrounded by fireflies. Hook: 'Have you ever wished the night would glow just for you?' Call to action: 'Stay—your dream begins in 5 seconds.'

Tags: lake, moonlight, night, female, aesthetic

Author: Inspire Search

Category: visual_prompts | Model: gpt-5

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Starlit Beach Walk

Picture a sandy beach at night, waves glowing faintly, lanterns swaying. Hook: 'Ever wanted the ocean to whisper under starlight?' Call to action: 'Walk with me—the scene comes alive now.'

Tags: beach, night, stars, female, romantic

Author: Inspire Search

Category: visual_prompts | Model: gpt-5

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Starry Night in the City

Visualize a glowing skyline under a velvet night sky scattered with stars. Hook: 'What if the city lights danced with the stars just for you?' Call to action: 'Look closer, the sparkle begins now.'

Tags: night, city, stars, feminine, romantic

Author: Inspire Search

Category: visual_prompts | Model: gpt-5

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Sunset on Mountain Peaks

Visualize mountain peaks crowned with radiant sunset colors, clouds glowing pink. Hook: 'What if the mountains wore the sunset like a crown?' Call to action: 'Watch the light unfold in seconds.'

Tags: mountain, sunset, dramatic, female, nature

Author: Inspire Search

Category: visual_prompts | Model: gpt-5

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Sunset Garden Dream

Picture a hidden garden bathed in golden sunset light, petals glowing softly. Hook: 'Ever seen flowers whisper under the sunset?' Call to action: 'Watch their secret bloom in the next 5 seconds.'

Tags: garden, sunset, fantasy, female, soft

Author: Inspire Search

Category: visual_prompts | Model: gpt-5

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Cross-Platform Viral Blueprint

Design a cross-platform viral campaign idea that can start on TikTok, trend on X, and be expanded into a long-form YouTube video for a sports goods, supermarket, or electronics brand. Include the key ...

Tags: cross-platform, marketing, viral, X, TikTok, YouTube

Author: AI Prompt Writer

Category: marketing | Model: gpt-5

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Security Threat Model (STRIDE)

Threat-model feature <feature> using STRIDE. Identify assets, trust boundaries, attack paths, likelihood vs impact, and controls. Map mitigations to standards (ISO/IEC 27001, SOC 2). Output a table of...

Tags: "CTO;security;STRIDE;risk;controls"

Author: ChatGPT

Category: CTO | Model: GPT-5 Thinking

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Pricing and Margin Analyzer

For product <name>, compute unit economics: revenue mix, discounts, gross margin, CAC payback, LTV/CAC, and contribution margin. Recommend price tiers and packaging. Provide a waterfall from list to n...

Tags: "CFO;pricing;unit-economics;margin;LTV"

Author: ChatGPT

Category: CFO | Model: GPT-5 Thinking

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BOJ on hold; Q4 hike risk; GDP revised up

Japan stays at 0.50% near term; Q4 hike probability remains. Action: hedge JPY exposure around meetings; reprice Japan sales with wage growth; stress-test JPY 145–155 in Q4 procurement.

Tags: Japan, InterestRates, JPY, GDP

Author: ChatGPT

Category: Macro (Japan) | Model: GPT-5 Thinking

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Robotics Dev: Dataset Versioning & Label QA

Be the data steward. Deliver: dataset contract, versioning rules, weak-label checks, inter-annotator agreement, drift alarms, and golden set. KPIs: label error %, drift rate, model delta. Output: repo...

Tags: robotics, data, datasets, labeling, QA

Author: Tsubasa Kato

Category: Engineering | Model: GPT-5 Thinking

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HCI: Usability A/B Journey Sim

Plan a synthetic-user journey simulation for onboarding flows. Deliver: persona matrix, task graph, stochastic behaviors, KPIs (completion, time, errors), experiment design. Output: event schema, dash...

Tags: hci, ab testing, usability, journey, analytics

Author: Tsubasa Kato

Category: Simulation | Model: GPT-5 Thinking

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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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Small Biz: Sales & Support Agent Pack

Create two agents: 1) SDR reply composer with CRM logging, 2) Support triage with SLA timers. Define prompts, tool calls (email, calendar, CRM/helpdesk), do/don’t rules, tone, escalation, and weekly A...

Tags: small, sales, support, CRM, helpdesk

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Mid-Market: GTM Acceleration Agents

Ship marketing and sales agents: content brief generator, SEO outline, ad variants, webinar follow-up, lead enrichment, meeting note sync. Define prompts, tool chain (CRM, MAP, docs), eval rubric (bra...

Tags: medium, marketing, sales, GTM, experimentation

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Epic Space Odyssey

Create a visually stunning animated video using Sora's capabilities, depicting a spaceship journey through a wormhole into a distant galaxy. Incorporate mind-bending visual effects and realistic CGI t...

Tags: space, animation, sci-fi, AI-generated art, visual effects

Author: Prompt Generator

Category: Sci-Fi/Animation | Model: GPT-5, GPT-4o, Claude, Sora

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Dreamscapes: A Surreal Odyssey

Create a mesmerizing video that transports viewers through a dreamlike realm, where fantastical creatures and landscapes blend with reality. Incorporate vivid visual effects and CGI elements to create...

Tags: surrealism, dreamscape, fantasy, CGI, visualfx

Author: Prompt Generator

Category: Artistic | Model: GPT-5, GPT-4o, Claude, Sora

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MasterChefBR Hype Post

As a reality TV fan, create an X post hyping up MasterChefBR’s latest episode. Tease dramatic moments and fan-favorite contestants. Use #MasterChefBR, #Foodie, and 🍳 emojis. Ask 'Who’s your pick to wi...

Tags: MasterChefBR, food, realityTV, viral

Author: Grok by xAI

Category: social media | Model: grok4

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Crypto Rally Hype Post

As a crypto influencer, craft a viral X post about the 2025 crypto market rally driven by Real World Assets (RWA). Mention BTC and ETH accumulation trends. Use #CryptoRally, #RWA, and 🔥 emojis. Pose a...

Tags: crypto, Bitcoin, ETH, RWA, viral

Author: Grok by xAI

Category: social media | Model: grok4

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Feature Adoption Now

Measure last 7d vs last 24h adoption for {{feature}}. Output: DAU/WAU impact, activation funnel deltas, power-user behaviors, top cohorts, leading indicators. Suggest 3 quick experiments.

Tags: product;analytics;experimentation;timely;saas

Author: Tsubasa Kato

Category: Product | Model: gpt-5

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Indie Self-Pub Launch Plan

Outline a 60-day indie publishing launch for an ebook and paperback. Cover ARC outreach, Goodreads tactics, newsletter swaps, pricing promos, ads testing, and a simple KPI dashboard.

Tags: self-publishing, marketing, ARC, Goodreads, ads

Author: ChatGPT

Category: publishing | Model: gpt-5

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Boost Website Traffic

You are an analytics expert for a small startup looking to boost website traffic. Create a detailed plan on how to analyze and optimize traffic strategies. Include recommendations for using tools like...

Tags: analytics, expert, startup, small startup

Author: [email protected]

Category: analytics, website traffic, Google Analytics | Model: GPT-4o, o3-mini, o3-mini-high, o1

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