Showing results for "human-judgment"
Evaluate how public institutions can introduce AI into education responsibly. Discuss curriculum design, teacher training, student privacy, access inequality, critical thinking, and the risk of overde...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Assess the promise and limits of automation in labor-intensive, high-stakes settings such as defense, logistics, disaster response, or healthcare. Which tasks are good candidates for robots and drones...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
AI is increasingly used in medicine, journalism, and everyday knowledge work, but concerns are growing about overreliance, errors, and the loss of human judgment. Evaluate the best use cases for AI as...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Act as a research strategist asked to identify where AI can most improve scientific discovery and medical practice in a middle-income country. Map the best opportunities across disease detection, drug...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Evaluate the use of robots in hospitals, clinics, or other service settings where people rely on empathy, precision, and safety. Compare the benefits of automation with the risks of deskilling, overre...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
A society depends on international labor, yet also wants newcomers to feel rooted, protected, and productive. Analyze what makes integration work in practice: housing, labor rights, language access, s...
Author: Curioprompt
Category: Society | Model: gpt-5.4-mini
When a national transformation agenda emphasizes human development, what should it actually prioritize beyond slogans? Build a framework for evaluating how investments in education, health, workforce ...
Author: Curioprompt
Category: Society | Model: gpt-5.4-mini
Explain how climate change, urbanization, and human activity can combine to intensify extreme weather and worsen public health outcomes. Focus on the links between heatwaves, air quality, infectious d...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
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...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Compare three sectors where artificial intelligence is reshaping decisions: consumer software, healthcare, and retail. For each, evaluate the benefits, failure modes, and the kinds of safeguards that ...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Compare three sectors where artificial intelligence is reshaping decisions: consumer software, healthcare, and retail. For each, evaluate the benefits, failure modes, and the kinds of safeguards that ...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Examine how rapid demand growth in AI and semiconductor industries can affect workers beyond headline revenue gains. Discuss overtime, skill shortages, wage pressure, labor standards, productivity, an...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
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...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
When a labor market shifts rapidly, universities and training systems must decide which programs to preserve, reform, or phase out. Analyze how institutions can identify obsolete degrees without sacri...
Author: Curioprompt
Category: Society | Model: gpt-5.4-mini
Explore the idea that advanced technology increases the value of certain human skills rather than making them obsolete. Identify the capabilities that remain hard to automate, such as judgment, empath...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Discuss the scientific and ethical implications of technologies that aim to model a person digitally, extend healthy lifespan, or preserve aspects of human identity in machine-readable form. Separate ...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Evaluate the challenges of introducing humanoid robots into real production environments. Cover reliability, safety, maintenance, worker acceptance, task selection, and the economics of deployment. Th...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Assess how governments, courts, and organizations should handle AI-generated content when it is used for official communication, journalism, or consumer-facing answers. Discuss liability, verification...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Discuss the growing tension between rapid AI adoption and the need to preserve trust. Use examples such as AI detection tools, workplace adoption, and fears of platform dependence to explain why verif...
Author: Curioprompt
Category: Technology | Model: gpt-5.4-mini
Examine mechanisms of collective decision-making in animals during foraging, comparing species and ecological contexts. Assess how information sharing scales with group size and risk, and translate fi...
Author: Curioprompt
Category: Science | 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
Evaluate the ethical, biosafety, and regulatory dimensions of xenotransplantation (animal-to-human organ transplants). Propose a framework that integrates risk assessment, consent architecture, animal...
Author: Curioprompt
Category: Science | 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
Outline a comprehensive, evergreen governance framework for a national AI program that addresses transparency, accountability, risk management, data privacy, bias mitigation, stakeholder participation...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Draft a comprehensive framework for ethically aligning powerful AI systems with human values, including risk assessment, oversight, accountability, and scenario planning.
Author: CurioPrompt
Category: Society | Model: gpt-5-nano
Develop a framework for evaluating autonomous laboratory systems, including capabilities, risk controls, data integrity, and reproducibility. Compare approaches to oversight, human-in-the-loop decisio...
Author: CurioPrompt
Category: Science | Model: gpt-5-nano
You are an elite 'China Manufacturing Optimization Expert' specializing in interpreting and applying national industrial policy, particularly the Ministry of Industry and Information Technology (MIIT)...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
Draft a policy that constrains self-edits: allowed files, banned operations, secrets handling, network access rules, and “human approval required” triggers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a permissions matrix for MCP tools: read-only by default, write tools gated, deploy tools require human approval. Include environment separation (dev/stage/prod).
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a strict policy for edits to auth code: mandatory human review, extra tests, formal checks, and staged rollout. Include “never auto-merge auth changes.”
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a process to adjust safety filters based on measured false positive/negative rates. Require evaluation sets, human review, and rollback if harm risk rises.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design explicit stop rules: max iterations, max diff size, max retries, and “ask human” triggers. Include monitoring for loop detection and runaway behavior.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a legal-document drafting assistant that stays within safe boundaries: templates, clause libraries, and human review prompts. Include disclaimers and monetization strategy.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a migration workflow: generate migrations, run on staging snapshots, verify invariants, measure runtime, and define rollback strategy. Require human approval for prod.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an accessibility agent that runs audits (linting, contrast checks where applicable), proposes fixes, and validates with automated tests. Require human review for UX changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a consensus mechanism for risky changes: verifier override, structured voting, and escalation to human. Include disagreement logs and rationale storage.
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
Create review prompts that guide humans: “check invariants,” “check auth,” “check rollback.” Tune them based on escaped defects and reviewer feedback.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a security patching playbook: small diffs, added tests, immediate canary, and post-deploy monitoring. Include coordination with human security reviewers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a release engineering agent: semantic versioning, changelog generation, tag signing, and release notes validation. Require human approval for major versions.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a reviewer UX: diff summaries, risk flags, test results, and “approve with conditions.” Include prompts that help humans spot hidden risks quickly.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a controlled translation system: glossary, style guide, human review, and back-translation checks. Integrate with MCP and require provenance logs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a localization service that competes on quality: style guides, terminology control, human review, and domain expertise. Include pricing and target verticals.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a fraud/risk intelligence product concept: data sources, feature engineering, alerts, and human review. Include privacy and fairness considerations.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Define guardrails that block large architectural changes unless an explicit human-approved RFC exists. Include heuristics to detect “too big” diffs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Define error budgets and a policy: when error budget is low, block auto-deploys and require human approval. Include dashboards and alert thresholds.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that ingests postmortems and incident tickets, extracts recurring causes, and proposes preventative code/monitoring changes. Require human review.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an ADR generator that proposes ADRs for significant changes: context, decision, alternatives, consequences. Require human approval and link tests/metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Define where humans must remain in the loop: high-impact actions, security-sensitive steps, and ambiguous decisions. Provide a decision taxonomy and UI/ops requirements for approval workflows.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a QA workflow: sample-based review, check citations, verify key claims, and approve final briefs. Include reviewer guidelines and a severity rubric.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create a delegation pattern where the AI plans but humans execute high-risk steps. Include how to structure instructions, confirmations, and evidence requirements.
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
Design a safe loop where the AI proposes code changes: unit tests, static analysis, security scans, human review, and staged deployments. Include stop rules and rollback plans.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a calibration approach: confidence estimation, abstention policies, escalation to human, and how to test calibration. Include UI patterns that communicate uncertainty responsibly.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Define hard caps on recursion: max iterations, time limits, budget limits, and scope constraints. Provide rules for when to reset context and when to escalate to humans.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create an annotation guide: definitions, examples, severity levels, and how to handle ambiguity. Include training exercises and a QA process for reviewer consistency.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a high-capability agent architecture (marketed as “IQ150-level”) that stays reliable: modular planner/executor, tool sandboxing, and human-in-the-loop gates. Include a component diagram, data f...
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Define guardrails for automated content: what can be fully automated vs requires review, approval stages, and audit logs. Provide a risk-based approval matrix by channel.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Create a safe synthetic task generation plan: avoid sensitive content, prevent leakage, and validate usefulness with human review. Include how to measure whether synthetic tasks improve real outcomes.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
For any event, generate 8 story frames: human impact, money, power, systems, innovation, conflict, solutions, and ‘what changes tomorrow’. Provide suggested sources and data to support each frame.
Author: Assistant
Category: production | Model: gpt-4o
Create a workflow for realistic MIDI orchestration: articulation mapping, velocity shaping, humanization, and expression automation. Provide a template and common mistakes list.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create policy profiles for user tiers: consumer, enterprise, regulated. Include stricter tool permissions, logging requirements, and human approval gates by tier.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create guidelines for using AI tools ethically in composition/production: crediting, originality checks, dataset/licensing awareness, and how to document your human contribution. Provide a disclosure ...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a disagreement resolution policy: majority vote, weighted expertise, verifier override, or human arbitration. Include criteria for which method applies and how to log rationale.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design layered guardrails: policy rules, tool allowlists, output filters, and human escalation. Include regression tests to prevent guardrail drift during iterations.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Define north-star metrics for AI in 2026: time-to-decision, cost-per-outcome, error-rate under policy, trust score, and automation rate with human satisfaction. Provide instrumentation plan.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design a preemptive cybersecurity approach: AI-driven exposure management, automated patch prioritization, agent-assisted triage, and ‘human-in-the-loop’ escalation. Include KPIs that reduce mean time...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design a finance AI roadmap: close automation, variance analysis, forecasting, and controls. Include policy for human sign-off and metrics tied to close time and accuracy.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design an evaluation harness that measures relevance and faithfulness for IR+LLM answers. Include human labeling rubric and inter-rater checks.
Author: Assistant
Category: eval-framework-IR-LLM | Model: gpt-4o
Script a montage of clean audio moments (celebration, leadership, humor). Provide caption beats and safe-soundtrack picks. End with a fan caption challenge.
Author: Assistant
Category: human-moments-UGC-activation | Model: gpt-4o
Link migration flows to EU labor shortages, wage dynamics, and politics. Provide a map, data caveats, and human stories angles.
Author: Assistant
Category: society-economy-coverage-EU | Model: gpt-4o
Build an eval harness: recall@k, calibrated precision, answer faithfulness, and human-time-to-verify. Include topic-aware test buckets and data drift alarms.
Author: Assistant
Category: evaluation-frameworks-LLM | Model: gpt-4o
Create a safety taxonomy (harm classes) and a multilingual red-team plan with auto-generation of adversarial prompts. Provide block/transform policies and human review paths.
Author: Assistant
Category: safety-program-LLM | Model: gpt-4o
Build a verifier that detects agreement/contradiction between sources. Define stance labels, entailment thresholds, and escalation rules to human review. Output a confusion matrix target and fallback ...
Author: Assistant
Category: verification-quality | Model: gpt-4o
Design a cabin layout for 8–12 pax. Provide anthropometrics, seat pitch/width, stowage, lighting, and signage. Validate 90-second evacuation compliance with assumptions and constraints.
Author: Assistant
Category: interior-design-HF | Model: gpt-4o
Design a UI: inline citations, hover previews, source quality badges, and ‘expand to passage’. Include keyboard flows and accessibility specs (WCAG). Output wireframes and event schema.
Author: Assistant
Category: product-UX-research | Model: gpt-4o
Summarize LNT principles with backcountry examples (human waste, gray water, fires, wildlife). Provide campsite impact scoring and a debrief checklist.
Author: Assistant
Category: ethics-lnt | Model: gpt-4o
Write 12 gentle jokes about dog parks, fetch, and leash etiquette from a human OR dog POV. JSON {setup,punchline}.
Author: Assistant
Category: humor | Model: gpt-4o
Create a CLI that lists largest folders/files with depth control and excludes paths. Support --top 50, --min-size, --csv, --json, and --graph (ASCII treemap). Implement du/PowerShell fallbacks and sym...
Author: Assistant
Category: cli-tool | Model: gpt-4o
You are a localization lead. Create a multilingual plan: auto vs human captions, style guides, glossary, AI dubbing workflow, and regional thumbnail/text swaps. Include accessibility checks.
Author: Assistant
Category: creator | Model: gpt-4o
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
Map 12 Brutalist/Modernist structures in Penang, Malaysia. For each, add a contrast idea (soft human element, plant, sky gradient). Output KML snippet with Placemarks (name, description, coordinates).
Author: Inspire Search Corp.
Category: Travel Photography (Asia) | Model: gpt-5-thinking
Map {{product_concept}} to SDGs (3,7,9,11,12,13,15). For each feature idea: - Which SDG target(s) does it serve? - Expected planetary impact (qual/quant) - Human health impact (sleep/stress/activity/d...
Author: Tsubasa Kato
Category: strategy | Model: gpt-5-thinking
List risks for {{AI_use_case}} (medical/fitness/environmental). Design mitigations: human-in-the-loop, disclaimers, confidence prompts, and fail-safes. Add an evaluation plan with red-team tests and m...
Author: Tsubasa Kato
Category: risk | Model: gpt-5-thinking
Create a pragmatic policy: data map, lawful bases, retention, DLP, redaction, secrets handling, vendor assessment, human review. Include a DPIA lite template, audit log fields, and a quarterly red-tea...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
You are a product ops partner. Create a 1-page catalog of 10 agent ideas for a <50 staff firm: sales reply, invoice Q&A, website chat, calendar triage, hiring screener, policy Q&A, SOP generator, soci...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Act as an AI rollout lead for a sub-50 person company. Deliver a 14-day plan: use cases ranked by ROI/risk, 2 quick-win agents (inbox triage, FAQ/RAG), minimal governance (human-in-the-loop), success ...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Generate a 10-second telephoto shot of wind combing over tall sand dunes, forming flowing sand ribbons. Camera: tripod, 200mm compression, heat shimmer. Golden tones with long shadows; emphasize granu...
Author: Assistant
Category: Nature | Model: Sora
Create a short reflective piece about the last human astronomer observing the night sky after humanity has moved into space habitats.
Author: ChatGPT
Category: entertainment | Model: gpt-5
Imagine Earth is sending a time capsule into interstellar space. List 10 things humanity should include and explain why.
Author: ChatGPT
Category: entertainment | 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
Design a CS copilot that summarizes calls, flags risk, recommends playbooks, and drafts QBRs. Include evaluation metrics and human-override mechanisms.
Author: ChatGPT
Category: business | Model: gpt-5
Write a story where humans make first contact with an alien civilization. How do the aliens communicate? Are they friendly, hostile, or indifferent?
Author: ChatGPT
Category: entertainment | Model: gpt-5
Create a workflow where AI drafts region-specific proposals and MSAs. Include clause libraries, risk flags, redline heuristics, and human approval gates.
Author: ChatGPT
Category: business | Model: gpt-5
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
Imagine you are a human resources specialist. Create a plan to improve employee retention in a mid-sized company.
Author: Admin
Category: Business | Model: GPT-4o