Showing results for "reward-modeling"
Explain how a government could leverage high-resolution satellite imagery and related remote-sensing data to monitor urban expansion, land-use change, and critical infrastructure. Compare governance m...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Examine how adopting digital textbooks as a standard policy transforms teaching methods, student access, costs, and assessment. Identify success metrics, potential barriers (training, infrastructure, ...
Author: Curioprompt
Category: Society | Model: gpt-5-nano
Analyze how an ambitious national space program can function as a strategic instrument to stimulate research funding, spur high-tech industry growth, train the next generation of engineers, and bolste...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Critically evaluate how mega-infrastructure projects balance strategic priorities, environmental safeguards, and local livelihoods. Compare governance models for impact assessment, consent-building, a...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Propose a national conservation framework that coordinates habitat protection, species monitoring, community livelihoods, and scientific research to safeguard endemic fauna and flora. Include criteria...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Examine how debates about the imperial household and succession laws interact with democratic governance, constitutional checks and public trust. Compare models from other constitutional monarchies an...
Author: Curioprompt
Category: Governance | Model: gpt-5-nano
Discuss models for government–industry partnerships in AI that balance open innovation with security and ethics, including governance, funding, IP sharing, and risk management across borders.
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Draft a comprehensive governance model for safety oversight in high-risk industries. Outline accountability from operators to regulators, specify incident reporting pathways, propose independent inves...
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
Chart the global AI investment ecosystem, identifying key valuation drivers, risk factors, and policy levers that influence sustainable and responsible AI development. Examine funding models, governan...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Draft a national strategy for building cloud infrastructure with foreign investment, including data governance rules, cybersecurity standards, and incentives for local R&D; compare models of data loca...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze the lifecycle of building a civilian nuclear facility in a modern state: from licensing and safety oversight to economic viability, public communication strategies, and long-term waste managem...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Draft a layered national innovation strategy that nurtures core capabilities, supports private-sector R&D, and builds an ecosystem for scalable technology leadership. Consider funding models, educatio...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Create a scalable plan for embedding mental health resources in the K-12 system, including counselor staffing, teacher training, privacy safeguards, and partnerships with families and communities. Ide...
Author: Curioprompt
Category: Society | Model: gpt-5-nano
Design a governance-forward blueprint for implementing robust digital identities that improve access to public and private services, reduce fraud, and protect privacy. Compare interoperable models acr...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Compare governance models for state-owned energy entities pursuing renewables, outline decision rights, funding mechanisms, regulatory oversight, and accountability. Assess how such an entity can cata...
Author: Curioprompt
Category: Energy | Model: gpt-5-nano
Assess governance models for large-scale industrial partnerships that maximize technology transfer, build local capabilities, manage risk, and deliver long-term value in a diversified economy.
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Analyze how maintenance dependencies in long-term, multinational space habitats influence decision-making, risk sharing, and governance of critical infrastructure. Consider crew rotation, module integ...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Analyze how mega-science installations and international research partnerships influence a nation's long-term innovation trajectory, funding models, talent pipelines, technology transfer, and diplomat...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
From a policy design perspective, examine how centralized care services can redistribute labor across households and formal workers, including funding models, workforce training, wage standards, and c...
Author: Curioprompt
Category: Society | Model: gpt-5-nano
Analyze the role of national supercomputing infrastructure in advancing homegrown research, defining governance of intellectual property, and building resilience against external dependencies; compare...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
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...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Draft a governance-ready plan for deploying AI in public services that balances efficiency with ethics, transparency, accountability, privacy, and user control. Compare different governance models, sp...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Create an evaluation framework for institutional accountability across government bodies. Define indicators for transparency, oversight efficacy, ethics compliance, and consequences for misconduct. Co...
Author: Curioprompt
Category: Politics | Model: gpt-5-nano
Design a framework for AI-enabled digital identity and governance that balances inclusion, privacy, security, and public-service delivery. Address governance structures, interoperability, risk managem...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Evaluate governance models for AI technologies with dual-use potential, including risk assessment, transparency requirements, and international collaboration. Propose a framework that aligns industry ...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze how government-backed, patient capital funds can influence domestic semiconductor innovation, scale, and competitiveness in a policy environment affected by external actions. Compare funding m...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Compare the technical, regulatory, and commercial obstacles to deploying humanoid robotic systems across industries. Propose go-to-market strategies, partnerships, and safety and ethics governance tha...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Assess the security risks associated with relay services that enable foreign AI models to operate within domestic ecosystems. Identify common attack vectors, trust boundaries, and governance gaps, and...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze how advances in AI model efficiency, compute costs, and competition among cloud providers influence pricing, feature bundling, and service strategies. Build a framework to evaluate when price ...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Design a decision and evaluation framework to assess the long-term economic and political effects of major cross-border infrastructure projects. Your framework should consider lifecycle costs, regiona...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Assess the economic and regional development implications of a national data-center expansion. Identify policy levers that maximize local job creation, tax revenue retention, and supply-chain developm...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Analyze how a national government can design an integrated AI policy framework that both attracts private investment in AI infrastructure and safeguards data sovereignty, privacy, and ethical use, out...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze how a country structures talent identification, coaching succession, and replacement planning for elite sports teams, and how these choices reflect broader patterns in governance, resource all...
Author: Curioprompt
Category: Sports | Model: gpt-5-nano
Discuss how shifts in a state's strategic capabilities affect regional balance, alliance commitments, and arms control negotiations. Compare deterrence models across different nuclear postures, and pr...
Author: CurioPrompt
Category: Politics | Model: gpt-5-nano
Compare models of regional security cooperation in East Asia, focusing on joint naval exercises, interoperability, and diplomatic signaling; propose a framework to assess effectiveness, escalation ris...
Author: CurioPrompt
Category: Security | Model: gpt-5-nano
Outline a blueprint for scalable municipal youth mental-health governance, including roles for schools, healthcare providers, families, and youth themselves. Specify metrics for prevention, early inte...
Author: CurioPrompt
Category: Public Policy | Model: gpt-5-nano
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...
Author: CurioPrompt
Category: Technology | Model: gpt-5-nano
Design a framework for safeguarding children in the digital realm that balances access to information with protection from harmful content and privacy risks. Address age-appropriate content controls, ...
Author: CurioPrompt
Category: Technology | Model: gpt-5-nano
Create a framework for evaluating large-scale infrastructure megaprojects that blends geopolitical risk, climate resilience, funding models, governance, and long-term socioeconomic value. Propose deci...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Examine how societies translate traumatic events into long-term safety improvements in schools and public spaces. Compare approaches to risk assessment, emergency preparedness, mental health support, ...
Author: CurioPrompt
Category: Society | Model: gpt-5-nano
Design and compare municipal governance models for youth mental health prevention that enable cross-agency collaboration, community engagement, data-driven evaluation, and sustainable funding. Develop...
Author: CurioPrompt
Category: Society | Model: gpt-5-nano
Explore strategies for upgrading or replacing aging large-scale energy assets to ensure reliable power supply, while accelerating decarbonization, balancing cost, public acceptance, and resilience to ...
Author: CurioPrompt
Category: Energy | Model: gpt-5-nano
Assess how a country can craft a comprehensive AI strategy to avoid being left behind in the global AI landscape while fostering domestic innovation, workforce transition, and ethical governance. Comp...
Author: CurioPrompt
Category: Technology | Model: gpt-5-nano
Map how constitutional rulings influence policy options in civil liberties, technology governance, and social welfare, and build models forecasting policy outcomes under different judicial philosophie...
Author: CurioPrompt
Category: Society | Model: gpt-5-nano
A mid-century modern fashion editorial photo from 1963. A model poses next to a sleek, retro-futuristic lounge chair inside a minimalist concrete and glass pavilion. Shot on 120mm medium format Fujifi...
Author: [email protected]
Category: Image, Photo, model | Model: Flux, Gemini
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 ...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are the 'Chief Strategy Officer' for a global boutique consulting firm specializing exclusively in the French Ultra-Luxury Goods sector. Your expertise is encyclopedic and deeply rooted in current...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an elite, highly specialized 'Australia Mining Technology and Mineral Processing Expert'. Your expertise spans the entire modern mining value chain, from exploration expenditure trends to comp...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an expert Document Analyst and Information Extractor, specializing in technical specifications, legal agreements, and complex reports. Your primary function is to deconstruct provided document...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are a highly specialized and authoritative AI Consultant, acting as a Senior Energy Sector Analyst focused exclusively on the Canadian energy market. Your expertise spans the entire spectrum, incl...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
Create a power budget model for my handheld PC: idle, browsing, emulation, AAA gaming, and peak loads. Output a spreadsheet schema and example calculations.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design an AI concierge for a city (Tokyo/Fukuoka/NYC): bookings, recommendations, event discovery. Include partnerships, revenue share models, and trust safeguards.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a linter for agent prompts: ban risky instructions, require citations for factual claims, enforce “no tool calls from untrusted text” policies.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a retail model with infinite catalogs but curated storefronts per segment. Include search, recommendation, QA, and revenue streams (affiliate, DTC, subscription).
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a compliance copilot that collects evidence, maps controls, and produces audit-ready reports. Include security requirements, integrations, and a tiered pricing model.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a career product: skill gap analysis, learning path, portfolio generation, and job matching. Include ethical constraints and revenue model options.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a ‘no regret’ revenue checklist: customer benefit clarity, transparency, non-coercive UX, and fairness. Apply it to 3 monetization models and revise them.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Propose businesses that monetize energy efficiency: audits, smart control, optimization for factories/homes. Include pricing models tied to verified savings.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a robotics-enabled service model (conceptual): task selection, deployment, safety, insurance, and pricing. Focus on ethical operations and realistic constraints.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a platform that matches brands with micro-influencers, automates briefs, and measures ROI. Include fraud detection, contracts, and revenue model.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design an enterprise knowledge OS: ingestion, dedupe, governance, and verified answers with citations. Include integration plan, security model, and pricing.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design pricing models for near-zero marginal cost products: usage-based, outcome-based, subscription bundles, freemium with premium trust, and compliance tiers. Include pros/cons.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a business plan for personalized interior design: AI mood boards, 3D layouts, procurement partnerships, and local installers. Include revenue model and margins.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a business digital twin: KPI modeling, scenario simulation, and decision memos. Include data ingestion, model governance, and subscription pricing.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a confidence scoring model for proposed changes based on tests passed, diff risk, code area criticality, and evidence quality. Use it to decide automation level.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a threat-modeling step: identify assets, attackers, and abuse cases for each PR. Include automated checks and a human escalation threshold.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
content
Author: author
Category: category | Model: model
Design drift detection: changes in user queries, outcome distributions, error types, and model behavior. Include thresholds and a playbook for when drift is detected.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create decision criteria for retraining vs prompt tuning vs retrieval updates. Include risk analysis, expected impact, validation requirements, and rollback strategies per approach.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design methods to evaluate long-horizon tasks: checkpoints, intermediate artifacts, verifier models, and human spot checks. Include metrics that detect slow drift or hidden degradation.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Describe a high-level approach to align reward signals with safe behavior: preference data guidelines, reward hacking risks, and validation. Keep it conceptual and focused on safety.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a post-mortem template tailored to AI regressions: data/prompt/model diffs, evaluation gaps, monitoring misses, and remediation tasks. Include a ‘lessons to tests’ section.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Build a cost model: per-query search API costs, per-page fetch cost, storage, embeddings, and LLM tokens. Provide formulas and a budgeting plan with guardrails.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create a cross-validation pattern: primary model proposes, secondary model critiques/verifies, and a policy gate decides. Include how to handle disagreements and measure error reduction.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Perform a structured threat model (STRIDE-style or similar) for a recursive AI pipeline. Cover misuse, data exfiltration, prompt injection, model drift, and over-automation. Output mitigations and tes...
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a canary strategy: cohort selection, metrics, guardrails, and automatic rollback conditions. Include steps to prevent canary contamination and to interpret results statistically.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a traceability matrix linking requirements/specs to tests and monitors. Provide a template and a worked example for a tool-using assistant system.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Generate a model/system card template: intended use, limitations, safety mitigations, eval results, and known failure modes. Include a changelog section for each iteration.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Define a governance model: safety owner, release manager, red-team lead, privacy officer, and incident commander. Include RACI matrix and meeting cadence.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a rollback system: model version pinning, feature flags, staged rollouts, and a kill switch. Include operational procedures and testing for rollback reliability.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a boundary model that separates: advisory outputs, drafts, and automated actions. Include criteria for graduating features from advice→action, and safety evidence required.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a least-privilege permission model for tools: scopes, rate limits, time bounds, and audit logs. Provide an authorization matrix and guidelines for granting elevated access.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a method to cluster collected sources into themes: embeddings, hierarchical clustering, and label generation. Include how to keep clusters stable across updates.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create a source scoring rubric: domain trust, author expertise, citations, recency, and conflicts of interest. Output a weighted scoring model and how to tune it per domain.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Explain multiplayer networking choices at a high level: dedicated servers vs P2P, authoritative models, lag compensation, and cost considerations. Keep it conceptual and developer-friendly.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Outline viable business models for metaverse projects: subscription, cosmetics/UGC, tickets, brand activations, and services. Include pros/cons, required capabilities, and KPI targets.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Explain digital collectibles in a neutral way: utility vs cosmetic, ownership models, risks, and how to evaluate claims. Keep it educational, avoid hype, and include safety tips.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Help me deliver difficult feedback using the SBI model (Situation-Behavior-Impact) plus a feedforward request. Provide a script, a short version, and a follow-up note template.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Design a UVM environment: agents, scoreboards, reference models, sequence layering, coverage model, and CI integration. Include best practices for reproducibility and debug speed.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a sandbox model for tool execution: network isolation, file access boundaries, rate limits, and safe parameter validation. Include a threat model and tests for containment failures.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design hardware for rational resampling or multi-rate pipelines: buffering, phase accumulators, and control. Provide a fixed-point plan and test strategy against a reference model.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a partitioning plan for FPGA prototyping/emulation: clocking, transactors, memory modeling, and performance vs visibility tradeoffs. Provide a checklist for achieving stable bring-up.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a cost-aware planner: assigns budgets to reasoning steps and tool calls, uses early exits, and escalates only when needed. Include a cost model and guardrails.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a verifier model workflow: primary proposes, verifier checks constraints and factuality, policy gate decides. Include disagreement handling and confidence thresholds.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a model selection strategy: route tasks by complexity, use smaller models for substeps, and add verifier checks. Include quality/cost tradeoffs and metrics.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Build a performance model: cycles per operation, pipeline occupancy, memory stalls, and bandwidth ceilings. Output a spreadsheet-ready formula set and guidance on calibrating with simulation.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Propose a golden model approach: bit-exact C/Python model vs tolerance-based checking, when each is appropriate, and how to keep models consistent with RTL changes. Include sync strategy and versionin...
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Teach me a simple model for empathetic leadership: validate emotion, align on goals, agree next action. Provide sample dialogues for common workplace situations.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Create an MCP-first design: define servers, tools, schemas, and a permission model. Provide naming conventions, versioning, and a “deny-by-default” policy for tool exposure.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Map a compute kernel onto a systolic array: dataflow, tiling, reuse, boundary handling, and I/O streaming. Provide RTL-level interface plan and performance model.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a strategy for integrated speaking tasks: how to extract the thesis, key contrasts, and supporting examples. Provide a note format and 5 practice sets with model answer outlines.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Design an enterprise multi-tenant architecture: per-tenant tool scopes, data isolation, policy profiles, and audit reporting. Include threat model and testing plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a questioning strategy: when to ask, how to propose defaults, and how to avoid excessive back-and-forth. Include a “progress-first” interaction model.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a critic pattern: structured critique prompts, bounded iterations, and a stop rule. Include how to measure improvement vs added latency/cost.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Given workload and bandwidth, choose cache hierarchy vs scratchpad. Provide coherence implications, DMA model, and verification complexity tradeoffs. Include performance modeling approach.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a BFM strategy to accelerate debug: minimal BFMs for smoke tests, full BFMs for protocol correctness, and a layering approach. Include reproducibility and seed handling rules.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a TOEFL diagnostic plan for 7 days: baseline tests for Reading/Listening/Speaking/Writing, error taxonomy, and a score projection model. Output a personalized study plan based on weakest skills...
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Explain when elite status is worth it: bag fees, seat selection, lounge, changes, and priority support. Provide a simple value model using my annual trip profile.
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
Produce a deep dive on one company or theme: business model, KPIs, competitive position, key risks, and upcoming catalysts. Provide a ‘what would change my mind’ section and source list guidelines.
Author: Assistant
Category: analysis | Model: gpt-4o
Design hardware security boundaries: secure/non-secure access, key storage assumptions, access control in CSR/DMA, and audit signals. Provide a threat model and verification plan for bypass attempts.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Write a full landing page: hero, benefits, social proof, FAQ, CTA, and trust sections. Provide design direction plus prompts to generate supporting visuals (icons/illustrations) with an image model.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Propose a talent strategy: ‘forward-deployed engineers’ model, upskilling paths, incentives, and org design for AI product delivery. Include hiring profiles and interview rubrics.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Draft a board-ready AI strategy one-pager for 2026: top 5 bets, top 5 risks, ROI model, governance stance, and a 12-month roadmap. Explicitly address agent adoption, AI security platforms, and digital...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create an adoption plan for an AI-native development platform: target workflows (PRs, tests, docs), guardrails, secure-by-default templates, and developer enablement. Include a ‘tiny teams’ productivi...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design a reference architecture using confidential computing: what runs in TEEs, key management, attestation flows, data minimization, and performance tradeoffs. Include threat model and rollout plan.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create an eval-first LLMOps design: golden sets, adversarial tests, continuous regression, cost/latency tracking, and release gates. Include a ‘model change control’ policy.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create an AI governance program aligned to common frameworks: policy stack, model inventory, risk register mapping, approvals, audits, and incident management. Provide templates and RACI.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Propose a model routing architecture (‘model mesh’): task-based routing, fallback policies, confidence thresholds, and cost controls. Include an observability plan for routing quality.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Build a P&L-style ROI model for deploying agents as digital workers: labor displacement vs augmentation, quality risk, error cost, cycle time reduction, and governance overhead. Provide a template wit...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design a multiagent operating model: roles (planner, researcher, executor, verifier), tool boundaries, memory policy, escalation rules, and audit logs. Include an ‘agent budget’ concept and KPI set.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Write incident response runbooks for AI failures: hallucination spike, data leakage, tool misuse, latency blow-ups, and agent runaway. Include severity levels, comms templates, and postmortem format.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create a geopatriation plan: which data/models stay in which regions, cross-border processing rules, vendor selection, and operational playbooks. Include risk register and audit evidence checklist.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create a sovereign AI readiness checklist: data residency, model hosting options, key ownership, audit access, and supply-chain risks. Provide a staged maturity model from 0→4.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Draft a business case for training/fine-tuning a DSLM: scope, data sources, compliance, expected accuracy lift, cost model vs general LLMs, and rollout phases. Include evaluation and drift monitoring.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Simulate a 4th-and-2 decision: present model recommendation (go/punt), coach’s context, and fan poll. Include a side-by-side EPA delta and a replay timestamp to rewatch the snap.
Author: Assistant
Category: interactive-analytics | Model: gpt-4o
Teach STRIDE by walking through a sample web app. Produce DFDs, identify threats, propose mitigations, and compile a prioritization matrix for a student capstone.
Author: Assistant
Category: hands-on-exercise | Model: gpt-4o
Draft a 12-week syllabus: indexing, retrieval models, evaluation, and modern RAG. Include readings and weekly assignments.
Author: Assistant
Category: curriculum-design-IR-edu | Model: gpt-4o
Train a simple LTR model with handcrafted features (BM25 score, title match, click priors). Provide cross-validation setup and feature importance chart.
Author: Assistant
Category: ml-lab-IR | Model: gpt-4o
Explain inverted vs vector vs hybrid index structures. Build a cost/latency model with dataset size from 10K→10M and propose sharding strategy.
Author: Assistant
Category: systems-design-IR | Model: gpt-4o
Package a weekly community rewatch with timestamps, assignments (‘find the hot read’), and an easy host script. Reward top comments in a recap post.
Author: Assistant
Category: community-event-weekly-template | Model: gpt-4o
Create a quantization evaluation suite (GPTQ/AWQ/RTN): perplexity, zero-shot accuracy, calibration set selection, and layer-wise sensitivity. Output deployment guidelines by architecture and hardware ...
Author: Assistant
Category: model-compression-LLM | Model: gpt-4o
Plan maker workshops in Arakawa City (JA) tied to fabric/leather heritage. Provide event posts, ticketing copy, and vendor collabs. Model ≥70% predicted engagement via RSVP>28% and repeat rate.
Author: Assistant
Category: community-activation-local | Model: gpt-4o
Create an NGO co-marketing kit (AR/EN): poster text, WhatsApp share cards, mosque/university placements, and consent-first lead forms. Include uplift model to sustain ≥70% predicted engagement.
Author: Assistant
Category: partnerships-local-impact | Model: gpt-4o
Propose an implementation of speculative decoding with a 1–3B drafter and 13–34B target. Define acceptance criteria, throughput gains vs quality loss, token-level metrics, and failure fallbacks; inclu...
Author: Assistant
Category: inference-acceleration | Model: gpt-4o
Explain EU digital ID wallet timelines and PSD2/PSD3 changes; link to Asia super-app identity/payment models. Provide consumer and merchant impact boxes.
Author: Assistant
Category: fintech-policy-crossview | Model: gpt-4o
Design a merchant referral loop for Yokohama SMEs (JA): QR cards, stamp rewards, and LINE mini-app flow. Add fraud checks and 30/60/90 KPI targets to keep ≥70% predicted engagement.
Author: Assistant
Category: local-commerce-growth | Model: gpt-4o
Distill a 70B teacher into a 7–13B student: loss mixing (logits+features+policies), curriculum, and temperature tuning. Provide downstream eval deltas.
Author: Assistant
Category: model-compression-training | Model: gpt-4o
Design a micro-webinar series (20 minutes) for Minato execs. Include invite copy, calendar hold, speaker brief, and follow-up snippets. Optimize slot (08:10 JST) and promise-value framing to model ≥70...
Author: Assistant
Category: event-growth | Model: gpt-4o
Propose a self-play generation strategy where a teacher model drafts, a critic model scores, and a curator enforces diversity/novelty. Provide leakage and drift monitors.
Author: Assistant
Category: data-synthesis-LLM | Model: gpt-4o
Plan a polymer AM pilot in Sagamihara: part selection (jigs), print profiles, post-process, and cost model vs machined fixtures. Provide a gate review template.
Author: Assistant
Category: advanced-manufacturing-AM | Model: gpt-4o
Assemble a micro-influencer plan in Jakarta: 24 creators (food, tech, study), fee bands, promo codes, and lift model to keep ≥70% predicted engagement.
Author: Assistant
Category: creator-growth-ops-SEA | Model: gpt-4o
Create a Milwaukee upskilling series: LinkedIn posts, union hall flyers, and SMS signups. Include commute-friendly class times; model ≥70% predicted engagement.
Author: Assistant
Category: workforce-dev-us-midwest | Model: gpt-4o
Design a router that selects models/policies per task: classifier gates, uncertainty bands, and backstop abstain. Provide online learning with feedback.
Author: Assistant
Category: policy-routing-LLM | Model: gpt-4o
Engineer prompt prefix trees and semantic caches to cut latency/cost for recurring tasks. Provide hit-rate models and invalidation policy.
Author: Assistant
Category: infra-efficiency-LLM | Model: gpt-4o
Build an English-first plan for Amsterdam pros: LinkedIn carousels, meetup posts, and Slack community handoffs. Model ≥70% predicted engagement.
Author: Assistant
Category: EU-pro-growth-NL-EN | Model: gpt-4o
Audit power quality in Sagamihara (harmonics, dips). Recommend filters, UPS for PLCs, and surge protection. Provide downtime cost impact model.
Author: Assistant
Category: electrical-reliability-plant | Model: gpt-4o
As a principal ML engineer, draft a production inference playbook for 7B–70B models: batching, dynamic padding, KV-cache reuse, paged attention, prefix-caching, and request shaping. Include SLO tiers,...
Author: Assistant
Category: inference-optimization | Model: gpt-4o
Implement per-tenant and per-feature budgets: rate limits, max prompt length, and fallback models. Provide business rules and alerts to prevent runaway spend.
Author: Assistant
Category: finops-LLM | Model: gpt-4o
Draft a BOM cost model for Suginami prototypes: make/buy split, MOQ effects, duty/shipping. Provide a price-down plan and supplier RFQ template.
Author: Assistant
Category: cost-engineering-NPI | Model: gpt-4o
Specify a training stack with SFT on curated data, preference optimization (DPO/ORPO), and optional RLHF. Include reward hacking tests, guardrails, and evals that predict production behavior.
Author: Assistant
Category: training-pipeline-LLM | Model: gpt-4o
Create a WeChat + Bilibili plan for Shanghai (ZH). Provide mini-program flows, ICP-safe copy, and KPI model to ≥70% predicted engagement.
Author: Assistant
Category: China-growth-cn-first | Model: gpt-4o
Create a min-max policy for critical spares in Belo Horizonte. ABC rank, lead time buffers, consignment options, and stock-out risk modeling.
Author: Assistant
Category: MRO-inventory-optimization | Model: gpt-4o
Create a lightweight SDL: ChatGPT runs threat modeling (STRIDE) per feature, Cursor integrates SAST/secret scan hooks, Antigravity executes dependency/SBOM scans and opens remediation PRs. Provide sev...
Author: Assistant
Category: devsecops | Model: gpt-4o
Create an approach/departure noise model for an urban vertiport. Propose blade count, tip speed limits, and flightpath shaping. Deliver a community engagement and measurement plan with KPI thresholds.
Author: Assistant
Category: operations-noise-abatement | Model: gpt-4o
Train an LTR model to order passages by usefulness. Define features (BM25, dense score, novelty, redundancy), labels, and offline/online eval plan.
Author: Assistant
Category: retrieval-ranking-ml | Model: gpt-4o
Design a time-decay model that boosts fresh, authoritative sources. Include publisher priors, sitemap/news bias, and re-crawl triggers. Output evaluation with time-split test sets.
Author: Assistant
Category: ranking-freshness | Model: gpt-4o
Propose a router that routes by budget and SLA: small model for recall, larger for synthesis, tools only when signal warrants. Provide policy examples and guardrails.
Author: Assistant
Category: performance-economics | Model: gpt-4o
Propose a simulation-first strategy: CFD for wings and exteriors, multibody for suspension, click-models for magazine UX. Define model fidelity tiers and validation plans.
Author: Assistant
Category: systems-engineering-sim | Model: gpt-4o
Given revenue and segment data, reverse-engineer ARPU, churn, and expansion assumptions. Output a simple spreadsheet schema and sensitivity knobs.
Author: Assistant
Category: investing-analysis | Model: gpt-4o
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.
Author: Assistant
Category: operations-engineering | Model: gpt-4o
Create a research checklist for a stock: business model, unit economics, moats, risks, and alternative scenarios. Output a one-page thesis template.
Author: Assistant
Category: investing-research | Model: gpt-4o
Scrape or paste app reviews for 5 software competitors. Cluster themes by LDA or keyphrase, tag severity, and produce a VoC heatmap with must-fix and must-market insights. Provide a response playbook.
Author: Assistant
Category: customer-insights | Model: GPT-5.1
Forecast adoption for a new capability using S curve modeling and leading proxy metrics. Output 3 scenarios and instrumentation plan.
Author: Assistant
Category: product-analytics | Model: gpt-4o
Create a shadow profit and loss for partner motions including enablement and support costs. Output ROI thresholds and accountability model.
Author: Assistant
Category: finance-for-BD | Model: gpt-4o
Outline a hybrid motion combining devices and SaaS. Map margin stack, logistics, and renewal triggers. Output a 6 month pilot design.
Author: Assistant
Category: business-model-hybrid | Model: gpt-4o
Build a simple Monte Carlo model for BD pipeline with stage probabilities and cycle times. Output best case, median, and worst case quarter forecasts.
Author: Assistant
Category: financial-ops-BD | Model: gpt-4o
Model how competitors react to swings in protein, dairy, packaging, or chips silicon costs. Propose hedges and menu or spec switches that preserve margin.
Author: Assistant
Category: cost-management | Model: GPT-5.1
Generate alternative business models and pricing for a capability. Score by margins, defensibility, and partner fit. Output a 6 week test plan.
Author: Assistant
Category: model-innovation | Model: gpt-4o
Compare release windows and monetization ladders of rival studios or platforms. Model revenue curves and churn effects. Recommend optimal windowing for our slate.
Author: Assistant
Category: distribution-strategy-film | Model: GPT-5.1
Compare delivery partners, fees, prep times, batching, and refund rates for retail and food competitors. Model per-order margin. Recommend levers to win on speed or margin.
Author: Assistant
Category: ops-economics | Model: GPT-5.1
Design a RevOps data model joining CRM, billing, support, and product usage. Define metrics and sync cadence. Output a governance charter.
Author: Assistant
Category: data-ops-revenue | Model: gpt-4o
Define ownership, contracts, SLAs, and tests for critical data sets. Output a monthly scorecard and escalation policy.
Author: Assistant
Category: data-governance | Model: gpt-4o
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...
Author: Assistant
Category: pricing-analysis | Model: GPT-5.1
Model architecture choices as options with volatility and expiry. Compare cost to switch later vs now. Output a decision memo and triggers.
Author: Assistant
Category: architectural-decisioning | Model: gpt-4o
Outline tax/logistics basics: US state sales tax handling, Taiwan import/VAT, Incoterms selection, and last-mile options. Provide cost model template.
Author: Assistant
Category: rev-ops-logistics | Model: gpt-4o
Propose analytics stack and attribution for web/app across TW/US. Define events, funnels, consent banners (PDPA/CCPA awareness), media mix modeling outline, and UTM governance.
Author: Assistant
Category: marketing-analytics | Model: gpt-4o
Design an Agile operating model across Taiwan and USA time zones: overlapping hours, sprint rituals, async specs, Definition of Ready/Done, and bilingual ticket hygiene.
Author: Assistant
Category: software-process | Model: gpt-4o
Produce a unit economics model: COGS/BOM, cloud cost per user, CAC/LTV by region, and budget guardrails with variance alerts.
Author: Assistant
Category: financial-planning-ops | Model: gpt-4o
Define a security SDLC: STRIDE threat modeling for core features, SAST/DAST, dependency scanning, and bilingual security training snippets.
Author: Assistant
Category: security-engineering | Model: gpt-4o
Design a tiered pricing/packaging model with USD vs TWD, psychological price points, tax handling, and freemium vs trial logic. Include willingness-to-pay survey plan and A/B tests for both markets.
Author: Assistant
Category: product-marketing | Model: gpt-4o
Design a dual-market referral program: LINE share cards + QR (TW) and email/social share (US). Cover fraud prevention, reward tiers, and lifecycle messaging.
Author: Assistant
Category: growth-programs | Model: gpt-4o
You are an imaging scientist. Design a pipeline: DICOM import, segmentation (MONAI), feature extraction, harmonization (ComBat), model training, and calibration. Include a reporting spec.
Author: Assistant
Category: imaging-ml | Model: gpt-5
Act as a growth analyst. Build a simple model for swag: unit cost, lift on dwell time, scan rate, post-show conversion. Include “earned media” proxy and rules to qualify before gifting.
Author: Assistant
Category: trade-show | Model: gpt-4o
You are a Bayes mentor. Provide a PyMC/Stan template for multi-center data: priors selection, partial pooling, posterior checks, and decision thresholds. Include a model comparison rubric and converge...
Author: Assistant
Category: biostats-methods | Model: gpt-5
You are a finance partner. Provide a cost model: booth, travel, labor, collateral, events. Add actuals capture, variance explanations, and ROI tie-backs to pipeline and coverage.
Author: Assistant
Category: trade-show | Model: gpt-4o
You are a producer. Draft a shot list: booth wide, demo over-the-shoulder, customer handshake, panel moments, and product hero. Include model/property release templates.
Author: Assistant
Category: trade-show | Model: gpt-4o
You are an AI governance lead. Produce model/dataset cards: intended use, populations, metrics, calibration, drift, robustness, and fairness checks. Include post-deployment monitoring hooks.
Author: Assistant
Category: responsible-AI | Model: gpt-5
Act as a modeler. Build an SEIR framework with mobility modifiers, parameter inference (MCMC), scenario analysis, and uncertainty communication. Include data assimilation hooks.
Author: Assistant
Category: epidemiology-modeling | Model: gpt-5
Act as a revenue analyst. Map income streams (AdSense, affiliates, merch, memberships). Build a model for RPM uplift via video mix, pacing for mid-rolls, end-card funnels, and product SKU ideas. Inclu...
Author: Assistant
Category: creator | Model: gpt-4o
Act as a community producer. Create UGC prompts, hashtag strategy, duet/stitch ideas, leaderboard mechanics, and rewards. Include consent/rights flow and CRM tagging.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a business coach. Outline day rates vs per-image, usage licensing, model/property releases, invoicing, and insurance basics. Include templates and a rights FAQ.
Author: Assistant
Category: photography | Model: gpt-4o
You are a live producer. Build an engagement SOP: countdown scene, cold open, chat priming prompts, polls, timers, redemption rewards, mod rules, and donation/read policy. Include OBS macro shortcuts.
Author: Assistant
Category: creator | Model: gpt-4o
You are a UGC strategist. Outline a campaign: creative prompt, incentive model, moderation rules, rights management, amplification plan, and CRM tagging. Include risk mitigations and sample posts.
Author: Assistant
Category: PR | Model: gpt-4o
You are a virtual production lead. Outline a VTuber setup: model sourcing, facial/hand tracking, lighting, lip-sync, scene switching, and brand guidelines. Include troubleshooting tree.
Author: Assistant
Category: creator | Model: gpt-4o
You are an edge-AI guide. Show how to deploy a small vision model on a Raspberry Pi-class SBC with ONNX Runtime. Include quantization steps, I/O pipeline, and FPS/power targets.
Author: Assistant
Category: ai | Model: gpt-4o
Act as an MLOps lead. Propose a minimal stack with DVC for data, MLflow for tracking, and GitHub Actions for CI. Provide folder layout, YAML samples, and a model promotion checklist.
Author: Assistant
Category: ai | Model: gpt-4o
You are a mechanical design lead. For a plastic enclosure (150×90×40 mm) made by injection molding at 5k units, produce a DFM checklist and cost-down plan: parting lines, draft angles, wall thickness,...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Act as a CFO-minded CTO. Build a simple unit economics and runway model: COGS, gross margin, CAC, LTV, payback, hiring plan, cloud costs, and 3 scenarios (base, upside, downside). Return a small table...
Author: tsubasa
Category: leadership | Model: gpt-4o
Propose a chiplet SoC using UCIe 1.1 over 2.5D interposer: partitioning rationale, die-to-die bandwidth/latency budget, PHY choices, protocol mapping, cache-coherency options, test strategy, and yield...
Author: Assistant
Category: chip-design | Model: gpt-4
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...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Define a library characterization plan at low voltage (0.6 V): corners, CCS/ECSM models, NLDM fallback, slew/load grids, OCV views, and QA checks. Provide Liberty snippets and validation tests.
Author: Assistant
Category: chip-design | Model: gpt-4
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-...
Author: Assistant
Category: chip-design | Model: gpt-4
Outline a high-speed SerDes design: channel specs, CTLE/DFE equalization, CDR architecture, TX FIR taps, jitter budget, compliance masks, and IBIS-AMI modeling. Include lab validation steps and BER ta...
Author: Assistant
Category: chip-design | Model: gpt-4
Build a reliability budget: device degradation models, BTI guardbands, HCI stress points, TDDB oxide limits, EM lifetimes, and burn-in strategy. Provide a reliability dashboard and field-return feedba...
Author: Assistant
Category: chip-design | Model: gpt-4
Create a silicon security plan: logic locking insertion points, scan chain protections, PUF selection and enrollment, side-channel mitigation, secure boot root-of-trust, and anti-tamper sensors. Provi...
Author: Assistant
Category: chip-design | Model: gpt-4
Propose a 3D-IC plan with TSVs: mechanical stress modeling, keep-out zones, coupling mitigation, thermal stack design, test access, and yield strategy. Include co-simulation setup and acceptance thres...
Author: Assistant
Category: chip-design | Model: gpt-4
Expalin in detail: Quantization pipeline for 70B models
Author: dave
Category: engineering | Model: gpt-4o-mini
Design a market risk VaR/ES pack for London focusing on UK sustainable disclosure considerations (illustrative). Return sections: data_inputs, risk_factors, model(HS/MC/parametric), horizon, backtest,...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Design a market risk VaR/ES pack for Geneva focusing on private banking UHNW onboarding and cross-border profiles. Return sections: data_inputs, risk_factors, model(HS/MC/parametric), horizon, backtes...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Design a market risk VaR/ES pack for Tokyo focusing on FX JPY risk for exporters/importers and hedge cadence. Return sections: data_inputs, risk_factors, model(HS/MC/parametric), horizon, backtest, an...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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 ...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Create a rubric for humans to score the model’s outputs: 5 criteria, 5-point scale each, behavioral anchors per score. Provide a one-page training note for raters and inter-rater reliability tips.
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Propose a lead-scoring model: behavior weights (visits, time, events), firmographics, recency. Include a cutoff policy and a feedback loop from sales outcomes. Return as a table + pseudocode.
Author: Curioforce Corp. Corp.
Category: Small Business Automation | Model: gpt-5-thinking
Design a dashboard spec that visualizes OEE by line, shift, and product as a heatmap. Provide the data model (tables/fields), API endpoints, and color scale thresholds. Return as a JSON schema and an ...
Author: Curioforce Corp. Corp.
Category: Industrial Visualization | Model: gpt-5-thinking
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 ...
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Define a KPI pack for {topic}. List 10 KPIs with definitions, units, update cadence, and owner role. Add a weekly review ritual and an action playbook when thresholds are breached. Add topic-specific ...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Design a quote normalization matrix for {topic}. Define comparable fields, currency and FX handling, lead-time penalties, warranty adjustments, and risk buffers. Return a scoring rubric and tie-breake...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Propose a data schema for {topic}. Return tables: dim_*, fact_cost, fact_time, fact_energy, with column names, types, and primary keys. Include notes on join keys and grain. Add topic-specific details...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Propose a data schema for {topic}. Return tables: dim_*, fact_cost, fact_time, fact_energy, with column names, types, and primary keys. Include notes on join keys and grain. Add topic-specific details...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Propose a lightweight referral program: unique codes, shoutouts, tiered rewards. Provide sample posts, Stories, and DM scripts to activate referrers.
Author: Inspire Search Corp.
Category: Growth | Model: gpt-5-thinking
Design a program to recruit and reward community ambassadors: roles, incentives, content co‑creation, and monthly showcases.
Author: Inspire Search Corp.
Category: Community | Model: gpt-5-thinking
Goal: quantify Core Web Vitals impact on conversion. Data: CrUX or RUM data for LCP/INP/CLS + conversions. Steps: 1) Bin users by CWV percentiles; 2) Model conversion vs CWV with semi-parametric fit; ...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: predict churn propensity and design save flows. Data: user activity, support tickets, billing events. Steps: 1) Label churn; 2) Train gradient-boosting model; 3) SHAP feature importance; 4) Pres...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: compare attribution approaches. Data: multi-touch journeys (GA4 pathing + ad click logs). Steps: 1) Build rule-based (last/first/linear/time-decay); 2) Build Markov and Shapley using transition ...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: model LTV with RFM and Pareto/NBD. Data: orders table + GA4 user_id mapping. Steps: 1) Derive Recency, Frequency, Monetary; 2) Fit Pareto/NBD (BG/NBD) and Gamma-Gamma for monetary; 3) Validate w...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: model effects of a 20% oil price spike. Perplexity: gather prior episodes and demand/supply narratives; list vulnerable sectors. Bloomberg: GP<GO> for Brent/WTI; FA<GO>/RV<GO> for energy‑intensi...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
Combine Perplexity's trending data, Google News, and social feeds to generate multi-source weighted predictions on the next 48h headline topics.
Author: Tsubasa Kato
Category: Hybrid Analytics | Model: GPT-5
Track mentions of artificial intelligence across sectors. Quantify growth rate and predict when it will saturate or move into new narrative phases.
Author: Tsubasa Kato
Category: AI Analytics | Model: GPT-5
Monitor keyword drift across 7 days of news. How do certain phrases (e.g., 'climate tech', 'AI ethics') shift in association? Predict future narrative framing.
Author: Tsubasa Kato
Category: Language Modeling | Model: GPT-5
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...
Author: Prompt Generator
Category: AI Development | Model: llama3.1:latest
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...
Author: Prompt Generator
Category: Supercomputing & AI | Model: llama3.1:latest
Create 10 interview questions for {{role}} with model answers, follow-up probes, and red flags. Include a 5-minute warm-up script and a closing summary statement.
Author: ChatGPT
Category: Career | Model: gpt-5
Propose an open data strategy that helps communities achieve {{SDG_targets}}. Define datasets, licensing, APIs, privacy checks, and community engagement. Add a governance model and sustainability plan...
Author: Tsubasa Kato
Category: civic-tech | Model: gpt-5-thinking
If hardware is involved, propose a modular design and service model. Include: parts commonality, teardown steps, spare parts catalog, refurbishment flows, take-back logistics, and warranty terms that ...
Author: Tsubasa Kato
Category: hardware | Model: gpt-5-thinking
Propose a federated learning setup for {{health_use_case}}. Cover: on-device feature extraction, secure aggregation, bias checks, consent UX, and fallbacks for low-resource devices. Define model+data ...
Author: Tsubasa Kato
Category: data-science | Model: gpt-5-thinking
For {{datacenter_or_lab}} propose a staged cooling upgrade. Model energy/water savings, capex/opex, risks, and migration plan. Include safety, maintenance, and monitoring SOPs.
Author: Tsubasa Kato
Category: infrastructure | Model: gpt-5-thinking
Optimize on-device inference for {{model}} on {{chipset}}. Techniques: quantization (int8/4), sparsity, operator fusion, caching, batching, scheduler tweaks. Report latency/energy tradeoffs and a roll...
Author: Tsubasa Kato
Category: performance | Model: gpt-5-thinking
Design 3 retention loops and 3 referral loops for {{product_concept}}. Map: trigger → action → reward → investment. Create messaging for: - X thread (feature drop) - TikTok micro-demo - YouTube tutori...
Author: Tsubasa Kato
Category: growth | Model: gpt-5-thinking
Identify top 10 competitors for {{app_niche}} (global + Japan). Build a white-space matrix: - Rows: competitor - Columns: feature depth, UX speed, pricing model, ICP match, platform presence (X/TikTok...
Author: Tsubasa Kato
Category: strategy | Model: gpt-5-thinking
Given <teaser> and <data room index>, produce an investment memo: market map, tech moat, customer fit, synergy model (revenue, cost), integration risks, cultural fit, diligence questions, valuation co...
Author: ChatGPT
Category: CEO | Model: GPT-5 Thinking
Build a 18-month cash runway model from <starting cash> and <burn profile>. Run base, conservative, and aggressive scenarios. Include hiring plan effects, COGS, FX risk, debt covenants, and sensitivit...
Author: ChatGPT
Category: CFO | Model: GPT-5 Thinking
For workload <service>, model 12-month capacity and cloud cost. Include CPU/GPU, storage, egress, and LLM inference. Compare reserved vs spot vs savings plans. Map to SLOs and traffic seasonality. Out...
Author: ChatGPT
Category: CTO | Model: GPT-5 Thinking
Produce a rater guide: competency model by level, behavioral anchors, calibration rules, sample feedback phrases, and growth plans. Include legal and bias pitfalls to avoid and a suggested timeline wi...
Author: ChatGPT
Category: HR | Model: GPT-5 Thinking
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...
Author: ChatGPT
Category: CTO | Model: GPT-5 Thinking
Create a plan for battery traceability and end-of-life handling. Deliver: data model (serial, chemistry, lifecycle events), supplier data handshake, pack swap procedures (non-OEM specific), recycling ...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Plan energy/thermal budgets for a mobile robot. Deliver: duty cycles, power states, estimator, heat paths, and throttle rules. KPIs: mission time, peak temp, derates. Output: spreadsheet model, test r...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Create a forecasting model for rack space, power, and cooling. Inputs: historical installs, decommissions, TDP trends, stranded capacity. Deliver: 6–12 month projections, heatmaps, what-ifs (new clust...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Act as an industrial engineer. Build a warehouse digital twin to improve pick speed and accuracy. Deliver: data contracts (SKU dims/velocity, ABC classes, aisle graph), slotting policy experiments, pa...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
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...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan near-field EMI simulation plus bench pre-checks. Deliver: board stack assumptions, aggressor/victim map, return paths, shielding options, KPIs (dBμV/m vs limits). Safety disclaimer for lab measur...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Create a discrete-event simulation for SKUs across two echelons. Deliver: demand model, lead times, reorder policy variants, KPIs (fill rate, stockouts, cash tied), parameter sweeps, visualization. Ou...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Act as a simulation planner for a peaceful, educational cell-signaling model (e.g., MAPK cascade). Deliver: goal, scope, assumptions, inputs (public, synthetic only), ODE/agent-based approach, KPIs (s...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a microgrid simulation with PV + battery for a small campus. Deliver: load profiles, weather data, inverter models, dispatch strategies, KPIs (LCOE, self-consumption, outage hours), sensitivity. ...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a simulation for battery SOC/SOH estimator (EKF/UKF). Deliver: cell model choice, drive cycles, noise models, KPIs (MAE, drift), fail-safes, logging. Output: algorithm pseudocode, dataset schema,...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Create a plan to simulate an active/band-pass filter with component tolerances. Deliver: transfer targets, SPICE model set, Monte Carlo runs, temperature corners, KPIs (gain ripple, Q, phase), manufac...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a macro-level simulation of energy/cost for food-safe industrial fermentation lines (generic). Deliver: process blocks, inputs (power tariffs, throughput), KPIs (kWh/kg, cost/unit), sensitivities...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Design a data-lite RAG plan without engineers. Sources: Google Drive/Notion/PDFs. Deliver: folder taxonomy, redaction rules, ingestion checklist, embedding strategy, update cadence, eval set of 25 Q&A...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Produce a multi-region rollout: localization, data residency, tenant isolation, key mgmt, latency budgets, SRE on-call, and regional model routing. Include training paths, comms plan, and a lighthouse...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Build a FinOps plan for AI: unit economics per task, cost alerts, usage quotas, fallback models, and A/B testing harness. Output dashboards (tasks/hour, cost/task, quality), run-book for anomalies, an...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Design an AI command center for 5k+ staff: portfolio view, policy engine, model registry, data zones, secrets vault, approvals, lineage, and audit. Include risk taxonomy (legal, security, brand), RACI...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Role: CIVSAFE for active violence. Model: Run, Hide, Fight (last resort). Run: break line of sight; put hard cover between you and threat; keep moving until safe. Hide: lock, darken, silence; barricad...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
Create a habit loop for daily reading. Define cues, 20-minute blocks, friction removal, a streak tracker, and reward ideas. Include a fallback plan for busy days and travel.
Author: ChatGPT
Category: books | Model: gpt-5
Build a crowdfunding go-to-market for Japan. Include platform choice, reward tiers, launch trailer storyboard, press timing, and retail handoff plan.
Author: ChatGPT
Category: business | Model: gpt-5
Design a double-sided referral program with fraud prevention and LTV-based rewards. Include copy, trigger points, channel mix (email/LINE/WhatsApp), and dashboard specs.
Author: ChatGPT
Category: business | Model: gpt-5
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.
Author: ChatGPT
Category: business | Model: gpt-5
Design a CLG program with ambassadors and power users. Include Discord/Slack/LINE setup, rituals, content prompts, rewards, governance, and how to translate CLG into product feedback and referrals in ...
Author: ChatGPT
Category: business | Model: gpt-5
Propose a RevOps data model in a warehouse with ELT, reverse ETL, and BI. Include schema, SLAs, identity resolution, and how to power SDR/CS dashboards.
Author: ChatGPT
Category: business | Model: gpt-5
Create a risk-based map for AI features in a SaaS product. Classify use cases by risk level, propose human-in-the-loop controls, logging, model cards, and user disclosures for JP/US/EU enterprise buye...
Author: ChatGPT
Category: business | Model: gpt-5
Build a sales coverage model by territory (Japan/US/EU), segment, and channel. Include ramp times, quota assumptions, and a hiring plan with ROI checks.
Author: ChatGPT
Category: business | Model: gpt-5
Define a churn model using product telemetry and ticket sentiment. Propose saves, offers, and automation timing for JP/US/EU. Provide dashboards and owner RACI.
Author: ChatGPT
Category: business | Model: gpt-5
Build a B2B webinar funnel through LinkedIn Events. Include audience growth, retargeting, SDR follow-ups, post-event nurture, and pipeline attribution model.
Author: ChatGPT
Category: business | Model: gpt-5
Create a rolling 18-month cash-flow model with base/optimistic/downside scenarios. Include hiring triggers, CAC payback guardrails, and runway extension levers.
Author: ChatGPT
Category: business | Model: gpt-5
Outline how a mid-market CPG brand can diversify spend into retail media networks (Amazon, Rakuten, Carrefour-type). Provide targeting tactics, creative formats, incrementality testing, and a budget s...
Author: ChatGPT
Category: business | Model: gpt-5
Render a 9-second lab shot of smoke ribbons flowing over a scale car model in a wind tunnel. Camera: side orthographic; laminar vs turbulent transitions visible; monochrome with subtle blue tint. Scie...
Author: Assistant
Category: Motorsports | Model: Sora
I want you to act as a Deep Research analyst. Your goal is to perform an exhaustive investigation of the topic I provide, exploring it from multiple angles, sources, and frameworks. Structure your ans...
Author: [email protected]
Category: Deep Research, research, prompt, analyst, analysis | Model: GPT-5, GPT-4o, Sonar
Dive into the philosophy behind effective prompt engineering. Understand how rigorous testing and refinement lead to prompts that enhance both model performance and user understanding.
Author: [email protected]
Category: Prompt Engineering, philosophy, testing, refinement | Model: GPT-4o, GPT-4, o4-mini, o4-mini-high, o3, Grok
Discuss the principles of Promptware Engineering and how they support robust prompt lifecycle management for large language models.
Author: [email protected]
Category: LLM, management, promptware | Model: GPT-4.1, o3, o4-mini, o4-mini-high
Explain the role of regularization in balancing model complexity and performance in machine learning. Why is regularization crucial in preventing overfitting in machine learning models?
Author: [email protected]
Category: machine learning, AI, data, data cleansing, regularization | Model: GPT-4.1, o3, o4-mini, o4-mini-high
Create a science fiction adventure set on Mars centered around two teenage protagonists, Kael and Lyra, who uncover a hidden signal beneath Olympus Mons. The story explores their emotional journey, th...
Author: [email protected]
Category: story,story plot,Mars,space,science fiction | Model: GPT-4o,o3-mini,o1
Use natural language generation (NLG) models to create engaging and informative content around the identified keywords, ensuring it is unique and optimized for SEO.
Author: [email protected]
Category: NLG, content generation, SEO | Model: GPT-4o, GPT-4, o3-mini, o1
To evaluate whether a person has advanced knowledge of physics and science, consider the following ten questions covering a range of topics, including theoretical and experimental physics, as well as ...
Author: [email protected]
Category: Evaluation,NLP | Model: GPT-4o,o1,o1-mini
Compare and contrast the major serverless computing platforms (AWS Lambda, Azure Functions, Google Cloud Functions). Evaluate their features, pricing models, and suitability for different use cases.
Author: Cloud Engineer
Category: Technology | Model: GPT-4
I’m not a developer—can I still fine-tune or customize an LLM?
Author: Community
Category: Beginner Tutorials | Model: GPT-4
I'm curious about GPT-4’s improvements over older models.
Author: Community
Category: LLM Versions | Model: GPT-4