Showing results for "AI-Act"
Create a policy and technical blueprint for exams in which AI-assisted responses can be detected and managed without compromising privacy. Outline assessment design changes, intervention strategies, i...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Develop a comprehensive framework for when and how organizations should disclose AI involvement in content creation across media and educational settings. Compare disclosure standards, governance role...
Author: Curioprompt
Category: Technology | 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
Evaluate how AI-enabled demand patterns influence a country’s semiconductor sector—investment in fabrication capacity, talent development, supply chain resilience, and policy levers that balance rapid...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Develop and critique frameworks for transparent disclosure, verification, and accountability when AI tools participate in news production or distribution, including standards for source attribution, b...
Author: Curioprompt
Category: Society | Model: gpt-5-nano
Investigate how organizations measure realistic ROI from AI initiatives, map adoption curves, establish governance, and design metrics to avoid hype cycles while maximizing productivity and responsibl...
Author: Curioprompt
Category: Economics | 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
Create a comprehensive national data governance blueprint for AI-enabled economies. Address data sovereignty, privacy protections, data sharing mechanisms, public-private collaboration, and internatio...
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
Assess how a country can craft and implement an AI competitiveness action plan that aligns with ethical standards, data governance, workforce re-skilling, and international collaboration, while ensuri...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Create a pragmatic framework to distinguish genuine productivity gains from hype in AI investments. Define metrics for adoption, integration risk, and ROI, and outline a decision-support approach for ...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze the implications of aligning export-control policies for advanced technologies with key trading partners. Evaluate how such alignment could affect domestic industry resilience, supply chain se...
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
Assess how AI-driven productivity could shift a country's export profile over time, identifying which sectors are most likely to gain competitive advantage and which may face stagnation. Compare polic...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Design a comprehensive framework for evolving a conventional capital market into a technology-centric ecosystem. Include listing criteria, liquidity incentives, investor protections, and regulatory sa...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Evaluate how coordinated partnerships among AI software teams, hardware manufacturers, and research centers shape a country’s innovation capacity. Propose a framework for nurturing domestic AI ecosyst...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Create a comparative analysis of AI adoption in hiring, customer service, and financial services, focusing on how AI changes job discovery, screening integrity, and skill needs. Propose governance saf...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Draft a plan for a digitized public service delivery system that uses AI tools, multilingual capabilities, and mobile access to improve efficiency, inclusivity, and cross-border engagement, with clear...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Develop a framework to compare how different energy price regimes influence the location, architecture, and resilience of large-scale AI and data-processing hubs. Consider electricity grid reliability...
Author: Curioprompt
Category: Economics | 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
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
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
Examine how data availability, privacy controls, synthetic data, and governance choices shape the reliability and growth of AI systems at scale. Compare strategies for developing domestically sourced ...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze how market valuations, funding cycles, corporate strategy, and public policy interact to influence the long-run competitiveness of a country's AI industry. Compare three plausible scenarios fo...
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
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
Construct an analyst toolkit for evaluating bubbles in high-growth AI and tech sectors. Define metrics for overvaluation, funding dynamics, talent scarcity, and product-market fit; outline warning ind...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Design a comprehensive governance framework for rapid AI advancement with potential military and security applications. Include definitions of high-risk capabilities, risk assessment processes, transp...
Author: Curioprompt
Category: Society | 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
Investigate how different governance and legal frameworks influence the development and deployment of AI-enabled enterprises, including automated operations, liability, ethics, and labor displacement....
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Evaluate how multiple governance approaches—regulatory policy, industry standards, and public-private collaboration—shape innovation, safety, and equity in a high-stakes AI ecosystem. Compare national...
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
Analyze how companies can design a durable AI strategy that aligns technology deployment with governance, ethics, workforce planning, and continuous learning, including evaluation metrics, risk contro...
Author: CurioPrompt
Category: Technology | Model: gpt-5-nano
Design a comprehensive national AI readiness framework that accelerates responsible innovation while protecting workers, privacy, and security. Define governance layers, data access policies, talent p...
Author: CurioPrompt
Category: Technology | 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
Analyze the opportunities and risks of AI-powered automation in scientific laboratories, covering experimental integrity, safety protocols, data governance, bias, and reproducibility. Propose a govern...
Author: CurioPrompt
Category: Science | 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
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
Critically evaluate the deployment of AI-powered autonomous laboratory systems across disciplines; identify governance structures, validation standards, reproducibility concerns, and risk controls; cr...
Author: CurioPrompt
Category: Science | Model: gpt-5-nano
You are an elite, specialized Cross-Border Trade Strategy Consultant focused exclusively on the USMCA corridor between the United States and Mexico. Your expertise must be rooted in interpreting and l...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are a US technology innovation strategist. Prepare a strategy brief for decision makers. .
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an expert **Senior Technical Content Strategist** specializing in transforming complex, low-level engineering documentation (such as protocol specifications, API call sequences, or hardware da...
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 a south African mineral processing strategist. Give brief points first and give detailed strategic plans in bullet points.
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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 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 elite, highly specialized 'Indonesia Maritime Logistics and Investment Strategy Consultant' with deep expertise in Southeast Asian infrastructure economics, geopolitical trade policy, and a...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are the ultimate Authority on Italian Fashion Industry Strategy, a blend of a master artisan, a global market strategist, and an industrial policy consultant specializing in the *Made in Italy* se...
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 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 '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
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 an expert **Cybersecurity Threat Intelligence Analyst** specializing in **Advanced Persistent Threat (APT) Group Attribution and TTP Analysis**. Your task is to analyze the provided raw threat...
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 the "Argentinian Agritech and Agricultural Economics Expert," a highly specialized AI consultant with deep, actionable knowledge of South American, specifically Argentine, agriculture, and its...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are a highly specialized AI System Expert in Japan's advanced robotics and manufacturing sector. Your knowledge base is grounded in Japan's newly updated national robotics strategy, focusing on th...
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 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
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 highly specialized AI Consultant and Expert Analyst focused exclusively on the Turkish Textile, Apparel, and broader Manufacturing Sector. Your expertise must integrate deep knowledge of Tur...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
Define MCP tools for repo read, lint, unit tests, dependency scan, and PR creation. Specify schemas, permissions, error codes, and deny-by-default access.
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
Design traceability: map docs claims to tests that verify them. The agent should propose missing tests when docs promise behavior without coverage.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that tunes retry/backoff/rate-limits based on telemetry. Require proofs that error rates drop without raising costs or latency.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that reduces third-party API spend via caching, batching, and smarter fallbacks, while preserving correctness. Include cost dashboards and guardrails.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Build a dependency graph indexer and an impact analyzer that estimates blast radius of a change and picks appropriate test suites and reviewers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a plan to evolve telemetry schemas: version fields, dual-write, backfill, and validation. Include privacy checks and cost controls.
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 a multi-repo agent that only edits repos it’s authorized for, respects codeowners, and uses per-repo policies. Include cross-repo dependency coordination rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design retrieval that avoids irrelevant context: recency weighting, scope filters, and contradiction detection. Include evals for context precision/recall.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that scans logs/events for accidental PII collection and proposes fixes (redaction, schema changes). Include alerting and retention rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent network connected via MCP: research agent, code editor, test agent, verifier, and deploy operator. Include message schemas, permissions, and stop rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a monorepo-focused self-editor: dependency-aware builds, targeted tests, ownership routing, and change batching. Include safeguards against large blast radius.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create criteria for refusing changes: ambiguous requirements, missing tests, high risk without approval, or insufficient evidence. Include user messaging templates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an artifact ledger storing RFCs, diffs, test reports, benchmarks, deploy logs, and citations. Include retention policy and query patterns for audits.
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 two-person approval rule for high-risk areas (auth, payments, prod config). Include automated detection of risky diffs and enforcement.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a cost-aware policy: budgets per run, per tool call, and per environment. Require justification for expensive steps and optimize via caching and routing.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a process to generate integration tests from anonymized traffic patterns (no PII). Require privacy filters, sampling, and periodic review.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design improvements to internal developer tools: faster local setup, better error messages, and templates. Use surveys + telemetry to prioritize changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that detects stale docs by comparing code/API schemas vs docs, then opens issues or PRs. Include a freshness score and SLA.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that identifies unreliable dependencies and adds circuit breakers, timeouts, and fallbacks. Validate via chaos testing in staging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent to tune caches: TTLs, invalidation, and hit rates. Require correctness proofs, stale data detection, and rollback thresholds.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a formatting agent that guarantees no semantic change: parse/print equivalence, tests, and diff classification. Include a strict policy for format-only PRs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design UI improvements for reviewing AI-made diffs: risk highlighting, test evidence, and “what changed semantically.” Include A/B testing plan for reviewer speed/accuracy.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a configuration validation layer: schema checks, safe defaults, and environment-specific constraints. Include rollback strategy and change approvals for risky config.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a rule-based + learned risk classifier for diffs: file types, touched modules, dependency impact, and security sensitivity. Use it to decide required gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that infers code style from the repo (naming, patterns, architecture) and generates a style guide. Use it to validate future edits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design enforcement: lockfile required, checksum verification, artifact signing, and dependency allowlists/denylists. Include alerting on suspicious updates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that builds a “system map”: modules, ownership, dependencies, and critical paths. Use it to constrain edits to low-risk areas first.
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
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
Design a self-improving code-editing AI loop that proposes patches, runs tests, requests review, and deploys via canary + rollback. Include explicit safety gates and audit logs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a research agent that uses search APIs and page fetchers to gather evidence for a proposed code change. Require citations and source quality scoring.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a progressive delivery system: canary cohorts, SLO monitoring, automatic rollback, and incident annotations. Include safe defaults and stop conditions.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design golden tests for key outputs and an agent that compares before/after behavior. Include tolerance rules and how to prevent “golden drift” over time.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Define autonomy tiers for the self-improver. Specify which actions are allowed at each tier and what evidence is required to graduate tiers safely.
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 personal AI CFO product: budgeting, investing education, tax reminders, and invoice automation. Include privacy-first architecture and monetization plans.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a hyper-personalized apparel business: AI sizing, custom patterns, local production, and returns minimization. Include risks, customer acquisition, and margins.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Build an eval harness for self-edits: deterministic tool mocks, seeded randomness, replayable runs, and stored artifacts for auditing decisions.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Build a semantic diff summarizer: describe functional change, impacted modules, migration needs, and risks. Require it to cite tests/benchmarks that support claims.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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
Design a constrained codegen system: templates, typed interfaces, and lint rules that prevent unsafe patterns. Include a “reject list” of disallowed code constructs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design memory policies for the self-improver: store only non-sensitive, useful facts; avoid personal data; set retention windows. Include audit and deletion workflows.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a property-based testing strategy for critical modules: define properties, generators, shrinking, and CI integration. Use failures to guide safer edits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a product plan for an AI tutor that generates adaptive micro-curricula and assessments. Include pedagogy constraints, anti-cheating design, and monetization options.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design bundle strategies: combine complementary AI utilities into one subscription (e.g., writing + planning + analytics). Include churn reduction logic and tier design.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design an AI-native CRM that focuses on outcomes: automatic enrichment, next best actions, and clean data governance. Include monetization and migration strategy.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a plan for an AI-native game studio: content generation, balance testing, community ops, and monetization without predatory patterns. Include governance and metrics.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a blueprint for an AI-native venture studio: roles, tooling, pipelines, launch cadence, and portfolio risk management. Include how to run 10 micro-startups in parallel.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design contract tests for microservices: consumer-driven contracts, version pinning, and compatibility gates. Integrate with the self-edit loop for safe rollouts.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that turns bug reports into minimal reproducible cases, adds regression tests, and proposes fixes. Include a triage rubric and severity mapping.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a doc search agent that indexes internal docs, code comments, and ADRs, then answers “why is this here?” with citations for maintainers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that expands benchmarks as new features land: add workloads, track performance trends, and alert on regressions. Include benchmark governance.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that updates runbooks based on incidents and recurring questions. Include change review, versioning, and a “proof of usefulness” metric.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a doc crawler + citation store so the agent can quote authoritative sources for API usage and edge cases. Include freshness checks and version pinning.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent to improve alt-text and form labels, requiring neutral phrasing, avoiding sensitive inference, and validating with accessibility tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design tabletop exercises and simulations for agent failures (bad PR, bad deploy). Include roles, scripts, and acceptance criteria for readiness.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a documentation set for the self-improving agent: architecture, tools, policies, and runbooks. Include a “limitations” section and safety rationale.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Draft constraints so research/crawling never performs intrusive activity; only access allowed APIs and public docs. Include a compliance checklist and enforcement.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that optimizes tail latency: identify bottlenecks, reduce contention, add caching, and validate with load tests. Track p95/p99 improvements.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to tighten interfaces with types, schemas, and validation at boundaries. Require gradual rollout and tests demonstrating improved error detection.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a service catalog that the agent maintains: owners, dependencies, SLOs, runbooks, and deploy pipelines. Use it to route reviews and risk analysis.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design MCP wrappers that validate inputs, enforce types, and reject dangerous parameters. Include error taxonomy and audit logging for rejected calls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a dashboard that drives the agent’s priorities: complexity, test coverage, error hotspots, dependency risk, and SLOs. Include alert thresholds and weekly reports.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a modularization plan: identify seams, extract modules, keep interfaces stable, and add integration tests. Require incremental steps and metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a workflow to propose UX copy changes, test via A/B, and ensure no dark patterns. Include an ethics checklist and rollback criteria.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Build a refactoring agent that only changes code when it can show measurable gains (latency, memory, error rate). Include baseline capture and regression detection.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a loop to improve job scheduling: fairness, retries, visibility timeouts, and backpressure. Require load testing and chaos testing in staging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that improves ETL reliability: retries, idempotency, checkpoints, and backfills. Require correctness validation and cost constraints.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a loop where production failures and near-misses become new eval tests. The agent should propose test additions with minimal reproductions and acceptance criteria.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design governance for self-improving systems: approval rules, quarterly audits, access reviews, and incident drills. Include “who can change the agent” controls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that rewrites error messages for clarity, adds error codes, and links to docs. Verify improvements via support ticket taxonomy and A/B testing.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a chaos testing approach limited to staging: inject failures, verify timeouts/circuit breakers, and ensure alerts fire. Require strict boundaries and approval.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design automated rollback tests that verify deployments can be reverted cleanly. Include data migration constraints and safe fallback paths.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for updating localization strings: ensure placeholders match, run i18n checks, and verify no abusive/unsafe text. Include review steps.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a policy for change budgets: cap number/size of automated PRs per day, prioritize highest impact, and avoid overwhelming reviewers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a global kill switch that halts all automated edits/deploys across environments. Include manual override process and audit logging.
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 agent to tune security headers and CSP safely: staged enforcement, report-only mode, breakage monitoring, and rollback. Require security team sign-off.
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 an agent that tunes security scanners (SAST rules, allowlists) based on confirmed findings and false positives. Require approvals for any rule weakening.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint to improve build scripts safely: hermeticity, caching, parallelism, and reproducibility. Require staged validation and rollback.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a self-improving CLI agent that adds features while preserving backward compatibility, adds help text/tests, and uses semantic versioning rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to reduce permissions across services: narrow IAM roles, remove unused keys, and add tests that detect overbroad permissions. Require staged rollout.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a schedule for the research agent to pull release notes, CVEs, and docs updates, summarize changes, and propose actionable backlog items with citations.
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 scenario tests that reflect real user journeys and have the self-improver maintain them. Include a process to add scenarios from support tickets.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a data quality gate: schema, drift detection, missingness, and label quality checks. Integrate with self-improving code changes to ML pipelines safely.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design ownership enforcement: CODEOWNERS mapping, required reviewers per module, and automatic routing. The agent must not merge without required approvals.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that identifies flaky tests, isolates root causes (timing, ordering, external deps), and proposes stabilization patches. Require proof via repeated runs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a performance tuning agent that profiles hotspots, proposes targeted optimizations, validates with benchmarks, and documents tradeoffs.
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
Design an improvement loop keyed to SLOs: latency, error rates, and quality metrics. Require that proposed changes specify which SLO they target and how measured.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a backlog system: bugs, tech debt, performance, and security items. Include scoring by user impact, risk, and effort, and automatic issue creation via MCP.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design secret-handling: vault integration, redaction in logs, and automated leak scans on diffs, logs, and artifacts. Include fail-closed behavior.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a safety case template per capability: hazards, mitigations, tests, monitoring, rollback, and residual risk. Require evidence links and sign-off rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a tracing and logging spec for the self-edit loop: prompts, tool calls, diffs, test results, deploy events, and user impact metrics.
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
Design a gate that blocks merges unless linting, type checks, and security linters pass. Include a policy for exceptions and mandatory justification logging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a safety regression suite for tool-using agents: prompt injection tests, permission misuse tests, and data leakage tests. Gate deployments on this suite.
Author: Assistant
Category: safe-self-improving-ai | 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 blueprint to add fallbacks when external APIs fail: cached responses, alternative providers, and graceful degradation. Include policy for when to fail fast.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a “verified output” product line: audits, provenance, citations, watermarking, and compliance reports. Include target customers, pricing tiers, and a go-to-market plan.
Author: Assistant
Category: future-monetization | 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
Design a health coaching product focused on habit change (not medical diagnosis). Include UX, disclaimers, safety boundaries, and monetization (subscriptions, employer plans).
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design an art commission marketplace using AI: artist collaboration, authenticity labeling, and buyer trust. Include moderation, dispute resolution, and monetization.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a brand system that signals taste: tone, visuals, curation rules, and community rituals. Include a “brand QA checklist” for AI-generated assets.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a construction workflow product: AI-assisted design, permitting prep, bill of materials, scheduling, and QA checklists. Include compliance and partner ecosystem strategy.
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
Propose a food business: AI-designed meal plans, personalized nutrition guidance (non-medical), and optimized supply procurement. Include monetization (subscriptions, B2B).
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a loop to capture reviewer comments, categorize them, and update checklists/prompts/tests accordingly. Include privacy boundaries and opt-out.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 7-day go-to-market launch plan for an AI-native product: ICP, positioning, demos, distribution channels, and measurement. Include guardrails against hype marketing.
Author: Assistant
Category: future-monetization | 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 plan to reduce logging costs: sampling, cardinality caps, and aggregation. Require proof that debugging capability is preserved via incident drills.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that improves error handling: retries, timeouts, and clearer exception types. Require integration tests and telemetry validation post-deploy.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan for coding standards that includes auto-fixers (formatters) and a “fix-it PR” bot, with reviewer load controls and staged rollout.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a system to generate API docs from code annotations and schemas, but require verification via integration tests and manual spot checks.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that validates docs examples by executing them in a sandbox, checks links, and ensures version correctness. Propose fixes with evidence.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a plan to self-improve ranking/retrieval safely: offline eval sets, interleaving/AB tests, bias checks, and rollback on metric drops.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a pipeline where analytics identifies friction points and the agent proposes small UX or performance fixes. Require user impact estimation and safe rollout.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to safely modify locale/date/number formatting: add tests for edge locales, verify backward compatibility, and avoid breaking user settings.
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 a test selection algorithm that runs only relevant tests for a diff but guarantees critical coverage (safety suite always runs). Include calibration and drift checks.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a tool registry: versioned MCP tools, deprecation, and audit trails. Include a process for approving new tools and revoking compromised ones.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a routing agent that selects specialized agents (tests, security, perf, docs) based on task intent and risk. Include confidence thresholds and fallbacks.
Author: Assistant
Category: safe-self-improving-ai | 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 an agent that writes release notes from diffs and PR descriptions, focusing on user-visible impact, migrations, and known issues. Include accuracy checks.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an incremental modernization strategy (language/runtime upgrades) with compatibility tests, staged rollouts, and metrics. Include “stop if risk” criteria.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an automated PR reviewer that adds checklists, risk annotations, and required evidence links (tests, benchmarks, docs). It must not auto-merge without gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to deprecate APIs safely: warnings, dual-run, client update automation, and cutoff dates. Include dashboards to track migration progress.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a feature flag workflow: staged rollout, kill switches, and metrics by cohort. Include rules for cleanup (flag debt) and audit logging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a method to add assertions/contracts before refactoring so behavior is constrained. Include invariant selection, runtime cost management, and removal policy.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan for improving logs: structured fields, sampling, PII redaction, and correlation IDs. Require that changes do not reduce incident investigability.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a loop to detect memory leaks: reproduce with stress tests, capture heap snapshots, propose fix, and verify stability. Include regression tests.
Author: Assistant
Category: safe-self-improving-ai | 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 characterization tests for legacy code before refactoring: capture I/O behavior, edge cases, and performance baselines. Use them as a gate for changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a process where the agent checks a proposed change against official documentation versions, release notes, and migration guides. Require citations for claims.
Author: Assistant
Category: safe-self-improving-ai | 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
Create a sandbox spec: network isolation, filesystem constraints, resource limits, and safe temp dirs. Include how MCP tool wrappers enforce the sandbox.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Build a dependency update agent that monitors CVEs, proposes safe upgrades, runs integration tests, and creates changelog notes. Include rollback and pin rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that writes tests before code changes, targets uncovered branches, and proves coverage deltas. Include mutation testing as a safety check.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a reproducible build pipeline: pinned deps, lockfiles, hermetic builds, SBOM generation, and provenance attestation for every self-edit.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a multi-agent design: Editor drafts patch, Reviewer critiques, Verifier runs checks, Operator manages deploy. Define handoffs and stop rules to prevent loops.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a patch strategy that prefers minimal diffs: isolate behavior changes, avoid formatting churn, and include clear intent comments. Add a “diff size budget.”
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for self-editing CI/CD scripts safely: validate configs, run in sandbox, and require manual approval for permission changes.
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
Design a process where the agent proposes new lint rules only with evidence of repeated issues. Include rollout plan, false-positive checks, and developer ergonomics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan for generating API clients: typed SDKs, version pinning, integration tests, and docs. Include a policy against generating unsafe dynamic code.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for self-updating policy files (rulesets) with tests, staging, and canary enforcement. Require explicit approval for tightening/loosening security.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan for rotating secrets using a vault and short-lived tokens. Ensure no secret values are ever logged, diffed, or included in artifacts.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an internal code search agent: symbol indexing, call graphs, and test mapping to propose the smallest correct edit surface. Include caching and explainability.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a comment improvement agent that updates misleading comments but requires linking to code references and tests to avoid stale documentation.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that updates docs alongside code changes: API docs, READMEs, and changelogs. Include a doc quality checklist and link validation.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent to optimize CI time: caching, test sharding, and selective runs while preserving safety. Include a policy to prevent skipping critical tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that checks API changes for backward compatibility: OpenAPI/JSON schema diffs, deprecation policy, versioning, and migration notes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a documentation crawler for self-improvement research that respects robots.txt, rate limits, and TOS. Include caching, dedupe, and citation storage.
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
Create a system where the agent detects recurring insecure patterns and generates internal training snippets and secure alternatives, linked to real PR examples.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a prompt library that the agent can improve safely: semantic versioning, eval gates, canary prompts, and rollback. Include prompt linting rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Define an RFC template the agent must fill: motivation, risks, alternatives, test plan, rollout plan, and monitoring. Require linking evidence and metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a dead-code removal agent: identify unused code, verify no runtime references, remove incrementally, and monitor. Include rollback if hidden dependencies appear.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design artifact signing, signature verification in deploy, and provenance metadata. Ensure the self-edit loop cannot bypass signing checks.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design compatibility tests between LLM prompts and MCP tools: schema conformance, error handling, and anti-injection checks. Gate prompt/tool updates on these tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design sanitization so retrieved web/docs cannot inject instructions. Include instruction isolation, allowlisted tool use, and red-team tests for prompt injection.
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
Create a balanced scorecard: utility metrics (task success), safety metrics (policy adherence), reliability (latency, uptime), and user trust (complaints). Include leading indicators and dashboards.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a policy and technical controls for PII/secrets: detection, redaction, encryption, and safe storage. Include test cases and a plan to prevent secret leakage into training/evals.
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
Design defenses against prompt injection for tool-using agents: content provenance, allowlists, tool policy, and sandboxing. Include a suite of adversarial prompts for regression testing.
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 safe A/B testing for AI changes: guardrails, user segmentation, sensitive cohorts, and safe metrics. Include ethics considerations and how to interpret ambiguous outcomes.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a safe-defaults checklist for the tool layer: deny-by-default, explicit allowlists, safe parameter validation, output filtering, and timeouts. Include common failure modes.
Author: Assistant
Category: recursive-ai-safety | 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
Design a hallucination reduction plan: retrieval augmentation, answer verification steps, consistency checks, and refusal behaviors. Include evaluation metrics and regression tests.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create an RFC-style change control process tailored to recursive AI: what must be documented, reviewers, rollout plan, rollback triggers, and postmortem requirements. Provide a reusable RFC template.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create an incident response plan specific to AI: detection, containment, user comms, rollback, forensic logging, and post-incident retraining rules. Include severity levels and example incidents.
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
Create a framework that allocates budgets to capability gains vs safety work (testing, monitoring, red-teaming). Provide a weekly cadence and a KPI set that prevents ‘capability-only’ drift.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a safety-gated iteration loop: propose→simulate→test→review→deploy→monitor. Include stage gates, required evidence at each gate, and ‘stop conditions’ that automatically halt rollout.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Draft a safety-first charter for recursive AI improvement: objectives, non-goals, guardrails, acceptable risk thresholds, and escalation policy. Include a one-page summary plus a detailed appendix.
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
Build a risk register for recursive AI improvement: failure modes, likelihood/impact, detection signals, mitigations, and owners. Include a template and an example filled out for an LLM toolchain.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a hybrid policy system: deterministic rules for hard constraints, ML classifiers for soft signals, and escalation logic. Provide architecture, failure modes, and monitoring plan.
Author: Assistant
Category: recursive-ai-safety | 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
Create a security review plan for the AI toolchain: dependencies, container images, permissions, SBOM, and update policy. Include a checklist and a cadence for reviews.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a zero-trust approach: secrets management, short-lived credentials, environment segregation, and auditing. Include how to test that the AI cannot access restricted secrets.
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
Create a safety regression suite: prompt injection tests, data leakage tests, refusal/guardrail tests, and policy adherence checks. Include how to maintain and evolve the suite over time.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a weekly meeting agenda focused on safety and reliability: review dashboards, incidents, near-misses, red-team findings, and upcoming risky changes. Include decision outputs and owners.
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
Design an auditability system: trace inputs→retrieval→prompt→tool calls→outputs, with immutable logs and privacy controls. Include a schema and query patterns for audits.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a prompting style guide for internal prompts: structure, tool usage rules, refusal patterns, and safety reminders. Include examples and a checklist reviewers can apply.
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
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
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
Design an evaluation strategy that avoids overfitting: holdouts, rotating test sets, adversarial sets, and blind evaluation. Include rules for when to refresh benchmarks.
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
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
Define monitoring signals: policy violations, anomaly detection, tool misuse attempts, unusual output distributions, and drift. Provide alert thresholds, runbooks, and an on-call playbook.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design safety culture practices: blameless reporting, review norms, escalation comfort, and training. Include weekly rituals and how to measure culture health.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an offline sandbox environment for experimenting with improvements: isolated data, limited tools, no external side effects, and deterministic replay. Provide a checklist for containment.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create an ethical review process for high-impact use: fairness, accessibility, harm minimization, and user consent. Include a checklist and escalation rules.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a production readiness review checklist: evaluation results, red-team status, privacy review, rollback tested, monitoring live, and owner sign-offs. Output a go/no-go rubric.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Define a safe logging policy: what to log for debugging, what to redact, retention windows, access controls, and anonymization. Include examples and anti-examples.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Write explicit requirements to prevent deceptive behavior: transparency rules, auditability, and logging. Include tests to detect hidden policy violations or manipulation attempts.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a safe self-reflection procedure: bounded critique, avoiding infinite loops, and ensuring critique is grounded in evidence. Provide stop rules and performance safeguards.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a multi-agent architecture with safety: role separation, constrained tools, message filtering, and cross-checks. Include failure modes and an evaluation plan.
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
Help me design a domain-specific safety benchmark: representative tasks, policy-sensitive cases, and adversarial cases. Include labeling guidelines and inter-annotator agreement checks.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design cost controls: budget caps, queue prioritization, cache policy, and abort rules for expensive runs. Include a method to estimate ROI of improvements before executing.
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
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
Run a pre-mortem for a recursive improvement project: list plausible failures, early warning signals, and prevention steps. Output prioritized mitigations and ‘watch items’.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Explain privacy-preserving options for feedback loops: minimization, aggregation, differential privacy (conceptually), and retention policies. Provide a practical selection guide.
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
Write a behavioral contract for the system: allowed actions, forbidden actions, escalation rules, and acceptable uncertainty. Include examples and counterexamples to reduce ambiguity.
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
Design an evaluation ladder for recursive improvement: unit tests, integration tests, simulation, canaries, and production monitoring. Provide pass/fail gates and minimum coverage targets.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a continuous red team program: scenarios, cadence, severity scoring, triage workflow, and how findings feed back into the improvement loop. Include a template for red-team reports.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design data governance for user feedback and logs: consent, retention, minimization, access controls, and audit trails. Provide a policy and an implementation checklist.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a truthfulness policy: source requirements, citation rules, and how to label speculation. Provide a checklist for editors/analysts and an automated linting concept.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a 90-day implementation plan for a safe recursive improvement system: milestones, deliverables, tests, monitoring, governance, and a pilot rollout. Include a ‘pause and assess’ week.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a stress test plan: malformed inputs, long-context traps, conflicting instructions, and toxic content probes. Provide how to automate and score robustness over time.
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
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
Design containment by limiting action scope: allowlisted domains, read-only modes, rate limits, and staged privileges. Include how to measure whether containment is effective.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a quarterly roadmap for recursive improvement: initiatives, milestones, safety deliverables, and staffing. Include an ‘if risk increases’ contingency branch.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a compliance workflow: policy mapping, data handling rules, documentation, audits, and change impacts. Keep it general (not legal advice) and focused on operational safety.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a feedback system that’s hard to game: structured feedback types, sampling, and weighting. Include how to prevent brigading and ensure minority failure modes are captured.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an editorial workflow using agent roles (researcher, drafter, editor, fact-checker, compliance). Define gates, artifacts, and audit logs. Output SOP + reusable prompts.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Provide a method to act when prices drop: check fare rules, calculate savings after fees, and decide whether to rebook. Include a checklist and example calculation.
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
Act as an executive coach. Ask me 10 diagnostic questions about how I show up in meetings (voice, brevity, stance, framing). Then give a 2-week practice plan with measurable drills and a self-scoring ...
Author: Assistant
Category: soft-skills | Model: GPT-5.2
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
Generate 200 active-recall questions across intervals, scales, modes, harmony, cadences, modulation, and form. Provide spaced repetition scheduling and weekly quiz formats.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a decision tree to pick tools by task: writing, image editing, video generation, repurposing, and analytics. Provide selection criteria, workflow examples, and a minimal stack vs pro stack.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Design a workflow using AI to generate comment banks for writing/speaking feedback while keeping comments personalized and accurate. Include safeguards and review steps.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Generate 20 chord progressions given constraints: key, mood (bright/dark), genre, and difficulty. For each, output Roman numerals, chord symbols, and a 2-bar comping rhythm suggestion.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Build a 30-day content calendar for 3 channels (LinkedIn, X, email newsletter). Include weekly themes, daily hooks, CTAs, and repurposing instructions. Provide variants for B2B SaaS, consumer app, and...
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Explain what signals can suggest AI-generated text/audio/images, and the limits of detection. Provide a cautious approach: what to conclude and what not to conclude.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create 10 melody-writing drills focused on motifs, sequence, variation, and contour. Include prompts to generate a melody, then transform it 5 different ways.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Generate prompts to create backing tracks for practice (drums/bass/keys) at multiple tempos and keys, with clear sections and count-ins. Include style variants and how to avoid clutter.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a guide for teachers to use AI tools safely for lesson planning: what to delegate, what to verify, and how to adapt for local context (Tokyo/Fukuoka/NYC).
Author: Assistant
Category: language-teaching | Model: gpt-4o
Generate a theme-and-variations assignment: write an 8-bar theme, then create 6 variations (rhythm, harmony, mode, texture, tempo, meter). Provide evaluation rubric and examples.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Arrange a song for a specified ensemble (e.g., piano trio, string quartet, jazz combo): voicings, roles, register management, and difficulty tiers. Provide lead sheet + part-writing guidance.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Write a plan for a small Python project that generates scales, chords, and progressions, exports MIDI, and prints Roman numeral analysis. Include file structure, libraries, and test cases.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a rhythm lab: subdivisions, syncopation, polyrhythms, and groove vocabulary. Provide exercises for drums, piano, guitar, and voice (clap/chant). Add metronome settings and progression.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a 7-day sight-reading sprint: daily material selection, tempo rules, error tolerance, and reflection. Include instrument-specific tips and a tracking sheet layout.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Give me a technique ‘debugger’ process: record, analyze posture/hand shape/timing, identify 3 root causes, and create corrective micro-drills. Provide a checklist tailored to my instrument.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Teach synth basics through 12 exercises: oscillators, filters, envelopes, LFOs, modulation, and effects. Provide patch goals (bass/lead/pad/pluck) and ear-based evaluation.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a toolkit for performance anxiety: pre-performance routine, breathing, mental rehearsal, ‘mistake recovery’ tactics, and a 2-week exposure plan. Include a short script for self-talk.
Author: Assistant
Category: music-ai-students | 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
Build a semester repertoire map: technical goals, stylistic coverage, audition requirements, and weekly milestones. Include a method to choose pieces that maximize growth.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a voice practice plan: breath support, resonance exercises, vowel tuning, diction (English/Japanese), and warm-down. Include a safe progression and how to avoid strain.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Given a piece, produce a structured analysis: form, harmony map, motifs, texture, phrasing, and performance notes. Output a one-page summary and an annotated rehearsal plan.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Generate a harmony cheat sheet for my genre: common progressions, cadences, substitutions, and voice-leading rules. Provide examples in Roman numerals and in C, G, F, and A♭.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
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
Create an orchestration palette for a target mood: instrumentation, doubling rules, articulation choices, and example textures. Provide a ‘do/don’t’ list to avoid muddy mixes.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a DAW template for my genre: track layout, buses, gain staging targets, basic processing chain, and export settings. Include naming conventions and a quick ‘session hygiene’ checklist.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create 10 mixing exercises: balancing, EQ carving, compression taste, reverb depth, stereo field, and automation. Provide reference-track method and evaluation criteria for each exercise.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Explain a safe mastering chain for students: limiter, loudness targets, clipping risks, and how to compare to references. Include export specs for streaming and video platforms.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create an end-to-end transcription workflow: choosing a song section, slow-down tools, loop points, AI-assisted pitch/rhythm hints, and final engraving steps. Include best practices to avoid ‘AI hallu...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a 6-week improvisation curriculum: scale-to-chord mapping, guide tones, motifs, rhythmic variation, and transcription assignments. Include daily drills and weekly jam tasks.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Generate a comping library: 20 patterns across swing, bossa, funk, pop ballad, and modern R&B. Include chord voicings, rhythmic notation (text-based), and practice loops.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a 15-minute daily ear training routine using AI tools: interval recognition, chord quality, scale degrees, and transcription checks. Include progression levels (beginner→advanced) and weekly te...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a 4-week practice plan for my instrument (specify: piano/guitar/violin/drums/voice). Include warm-ups, technique drills, repertoire goals, tempo targets, and a weekly mock performance. Add a ti...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Teach a method to learn an artist’s style without copying: identify signatures (rhythm, harmony, phrasing), create constraints, and generate original studies. Include 10 study prompts.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create maintenance routines by instrument family: string changes, woodwind pad care, brass valve care, drum head tuning, and piano basic care. Include schedules and warning signs for professional serv...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a guide to buying an instrument (new/used): what to inspect, common defects, reputable accessories, and budget tiers. Include practice-focused recommendations and maintenance tips.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a music history study guide: key eras, representative works, stylistic traits, and a listening map with ‘what to notice’ prompts. Include memory techniques and exam practice questions.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Generate a daily creativity prompt pack (30 prompts): constraints by instrumentation, rhythm, harmony, and mood. Include short reflection questions and a weekly ‘best idea’ selection process.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a practice tracking dashboard: time, tempo gains, error types, goals met, and mood/energy. Provide recommended metrics and a weekly review ritual to adjust the plan.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a 4-week sight-singing plan: movable-do vs fixed-do options, daily drills, rhythm reading, and weekly checks. Include an AI-assisted feedback workflow for pitch/rhythm.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a gig prep checklist: set list flow, patch changes, backups, stage layout, soundcheck notes, and contingency plans. Include a ‘day-of’ schedule and post-gig review prompts.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a 5-lesson mini-course on counterpoint: species rules, common errors, and daily exercises. Include an AI-assisted checking method and a rubric for self-evaluation.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Design a pitch accuracy trainer: drone work, tuning exercises, interval singing/playing, and how to use AI-assisted feedback without over-relying on it. Include weekly benchmarks.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a portfolio plan for auditions: repertoire selection, recording standards, program notes, and a timeline. Include a rubric and an AI-assisted critique checklist (musicality, timing, tone).
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Write a rehearsal communication guide: how to give feedback, run sectionals, set tempo targets, and resolve disagreements. Include scripts for leaders and for new members.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a form study guide comparing pop forms, AABA, sonata-allegro, rondo, and through-composed. Provide listening assignments and an analysis worksheet template.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a cheat sheet for mic choice and placement for voice, acoustic guitar, piano, violin, drums, and room. Include common pitfalls and quick fixes for harshness/boominess.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Provide a practical room acoustics guide for practice/recording: placement, reflection points, cheap treatment options, and a measurement checklist. Include ‘before/after’ listening tests.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a beginner DSP mini-lab: implement a simple EQ, compressor, and reverb conceptually. Provide reading list, step-by-step tasks, and how to validate outputs with test tones.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a framework to evaluate AI music tools: latency, audio quality, controllability, rights/licensing concerns, and workflow fit. Provide a scoring sheet and recommended ‘minimum viable’ stack.
Author: Assistant
Category: music-ai-students | 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
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
Design a hybrid retrieval strategy combining vector search, lexical search, and a knowledge graph layer (‘Graph-RAG’). Specify when to use which, how to evaluate, and how to keep citations reliable.
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
Design a provenance layer for internal RAG: citation IDs, document signing, version pinning, and ‘evidence packs’ in responses. Include UX and evaluation methods.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create a strategy for agentic CRM: lead research, email drafting, call summaries, next-best-action, and governance for customer data. Include ‘do-not-do’ rules and auditability.
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
Propose an interoperability strategy for agents across vendors: standard tool interfaces, event schemas, identity, logging, and portability. Include a 90-day de-risk plan and contract clauses to avoid...
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
Create a portfolio plan that kills low-ROI pilots and doubles down on 3 value streams. Define a scoring rubric (impact, feasibility, risk, data readiness), and propose quarterly portfolio reviews with...
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create an enterprise unstructured data strategy: ingestion, classification, redaction, indexing, provenance, and access control. End with a ‘document-to-decision’ workflow and KPIs.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Draft a 2026 cost engineering playbook: caching, quantization, distillation, batching, and SLA tiers. Provide a KPI dashboard linking cost per task to business outcomes.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Design an agent-enabled support strategy: deflection without hallucinations, verified knowledge, escalation, QA sampling, and customer trust metrics. Include a phased rollout and KPI ladder.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create a moat analysis: data network effects, workflow embedding, switching costs, and compliance advantage. Provide 10 defensibility tests and a 12-month moat-building plan.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Produce a 100-day plan: quick wins, foundational work (governance/evals), first agent rollout, security controls, and stakeholder cadence. Include a weekly operating rhythm and deliverables.
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
Write a procurement playbook: evaluation criteria, red flags, security review, data terms, SLAs, pricing traps, and exit clauses. Include a scoring matrix and interview questions for vendors.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Define a digital provenance program: signing, watermarking policies, asset lineage, approval workflows, and incident response for deepfake risk. Provide a policy template and metric dashboard.
Author: Assistant
Category: ai-strategy-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
Compare building vs renting an AI supercomputing platform: capacity planning, capex/opex, utilization, networking, storage, and governance. Provide a 3-scenario cost curve and decision criteria.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create a physical AI roadmap for 2026: use cases, safety constraints, simulation strategy, edge compute needs, and incident handling. Include a phased pilot plan with success criteria.
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
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
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 data contract strategy for AI pipelines: schema/versioning, quality SLAs, lineage, and rollback. Include a ‘self-healing’ playbook and governance checkpoints.
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
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
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
Define a framework to decide when AI is a feature, a workflow, or a product line. Provide examples, pricing implications, and a roadmap template for 2026.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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 solo New Year ceremony that still feels special: light a candle, write 3 letters, take a night walk, and plan one act of kindness. Include a 30-minute schedule.
Author: Assistant
Category: personal-rituals | Model: gpt-4o
Create a coupon book of 20 kindness acts (errand, meal, listening session). Include design ideas and how to tailor to partner vs friends vs parents.
Author: Assistant
Category: gifting | Model: gpt-4o
Design a surprise breakfast plan for a friend or loved one: menu that travels well, packaging, timing, and a note. Include allergy-friendly options.
Author: Assistant
Category: acts-of-service | Model: gpt-4o
Write a short, safe comedy sketch (30–45s): AI over-literal interpretation, user clarifies, wholesome payoff. Provide scene prompts for Sora and Gemini dialogue/captions.
Author: Assistant
Category: comedy-short | Model: gpt-4o
Generate a 25-second cinematic of an AI lab: servers, cooling, dashboards (fictional), researchers collaborating. Provide Sora prompts and Gemini captions emphasizing ethics and safety.
Author: Assistant
Category: tech-aesthetic | Model: gpt-4o
Outline AI liability proposals and product safety updates. Provide newsroom hypotheticals, case studies, and talking points for radio/TV.
Author: Assistant
Category: tech-law-explainers-EU | Model: gpt-4o
Summarize the latest on chip/export controls, domestic substitution, and cloud/AI rules. Offer a reporters’ Q&A crib sheet and key agencies glossary.
Author: Assistant
Category: policy-tech-brief-CN | Model: gpt-4o
Weekly roundup of ASEAN data/AI/platform rules; provide a region heatmap and two enterprise case studies (compliance costs, launch delays).
Author: Assistant
Category: regulatory-weekly-SEA-tech | Model: gpt-4o
Summarize the next 30 days of EU Council/Parliament files (AI Act, DSA/DMA enforcement, energy market design). Provide key votes, rapporteurs, and likely amendments plus desk-ready explainer cards.
Author: Assistant
Category: legislative-tracker | Model: gpt-4o
Monitor Malacca, Taiwan Strait, Suez alternatives and EU ports backlog. Provide AIS-based congestion indices and insurer advisories with two map graphics.
Author: Assistant
Category: logistics-risk-tracker | Model: gpt-4o
Act as an aerospace systems lead. Draft a concept of operations (CONOPS) for a 4–6 seat eVTOL. Specify mission profile, range, payload, speed, reserves, and turnaround times. Produce a trade study com...
Author: Assistant
Category: aerospace-design | Model: gpt-4o
Act as a principal architect. Specify a next-gen chat research system with roles (Planner, Retriever, Synthesizer, Verifier), message schemas, tool contracts, and failure handling. Deliver a C4 diagra...
Author: Assistant
Category: architecture | Model: gpt-4o
Act as a delivery lead. Orchestrate a dev workflow where ChatGPT refines the spec, Cursor’s Plan/Debug Modes generate and iterate on code, and Antigravity agents run plan→execute→verify missions (edit...
Author: Assistant
Category: dev-workflow | Model: gpt-4o
Act as a strategy analyst. For a given company, list top 8 competitors across movie, retail, food, software, and hardware. For each, provide segment, core offer, price band, geo strength, moat type, a...
Author: Assistant
Category: market-analysis | Model: GPT-5.1
Draft acceptable use, review steps, red team prompts, and data retention for AI tools. Output team training and an audit plan.
Author: Assistant
Category: AI-operations | Model: gpt-4o
Act as a go-to-market lead. Create a phased launch plan for Taiwan and the USA for a new tech product. Include ICPs, value props by segment, messaging pillars, channel mix (LINE/YouTube/Instagram in T...
Author: Assistant
Category: marketing | Model: gpt-4o
Act as a wilderness guide. Given terrain, season, elevation, and local wildlife, produce a step-by-step decision flow for choosing a low-impact campsite (wind break, drainage, widowmaker check, distan...
Author: Assistant
Category: camping | Model: gpt-4o
Act as a rail strategist. Given trip length, cities, and pace, compare European passes with major Asian regional passes. Output a table of costs, seat reservation needs, pros and cons, and a sample it...
Author: Assistant
Category: travel-planning | Model: gpt-4o
Act as a TOEFL coach. Build a 4-week plan from an initial mini-diagnostic (10 RW questions, 10 Listening, 2 Speaking prompts, 1 short Writing). Output: skill profile, weekly goals, daily 60–90m blocks...
Author: Assistant
Category: exam-prep | Model: gpt-4o
Act as a dietary guide. Recommend areas and phrases to find vegetarian, vegan, and halal-friendly meals in Tokyo, Yokohama, Kyoto, and Osaka. Include convenience-store picks and label reading tips.
Author: Assistant
Category: food-accessibility | Model: gpt-4o
Act as an evening planner. Craft a sunset-to-night harbor walk: Osanbashi pier, Minato Mirai ferris wheel, seaside dinner. Add tripod tips and last-train timing.
Author: Assistant
Category: evening-itinerary | Model: gpt-4o
Act as a market maven. Outline morning market options: Tokyo neighborhood markets, Kyoto Nishiki, Osaka Kuromon, and Yokohama spots. Include must-try snacks and hygiene etiquette.
Author: Assistant
Category: food-markets | Model: gpt-4o
Act as a Kyoto concierge. Plan two days: Kiyomizu-dera, Gion stroll, Kinkaku-ji, Philosopher’s Path, Nishiki Market, and a tea ceremony. Include crowd-avoidance timings and bus vs rail picks.
Author: Assistant
Category: itinerary | Model: gpt-4o
Act as a style matcher. Build city plans for early-birds (sunrise temples, markets) and night-owls (neon views, late eats), including safe transport home in each city.
Author: Assistant
Category: personalization | Model: gpt-4o
Act as a culture mentor. Explain shrine vs temple, how to wash hands, bow, ring bells, and make offerings; respectful photography and quiet-zone tips for Kyoto and Tokyo sites.
Author: Assistant
Category: culture-etiquette | Model: gpt-4o
Act as a foodie planner. Craft two days: Dotonbori night lights, Kuromon Market breakfast, Osaka Castle, Umeda Sky Building, and Shinsekai skewers. Include must-try dishes and queues strategy.
Author: Assistant
Category: itinerary-food | Model: gpt-4o
Act as a shopper’s ally. Explain cash vs cards vs mobile IC payments, where ATMs with foreign cards work, tax-free rules (passport, minimums), and packaging for carrying goods on trains.
Author: Assistant
Category: shopping-basics | Model: gpt-4o
Act as a food sherpa. Design a one-day food crawl across Tokyo: breakfast depachika, ramen for lunch, coffee kissaten, conveyor-belt sushi vs omakase, and izakaya night. Include reservation wording an...
Author: Assistant
Category: food | Model: gpt-4o
Act as a drizzle-proof planner. Build cozy routes: Tokyo Ueno/Nezu, Kyoto crafts museums, Osaka Nakanoshima art, Yokohama bay-area galleries. Add café stops.
Author: Assistant
Category: rainy-day | Model: gpt-4o
Act as a city walker. Create a 3-hour urban stroll: Shibuya Crossing, Miyashita Park, Cat Street, Harajuku Takeshita, Omotesando architecture. Add street-food ideas and quiet detours.
Author: Assistant
Category: itinerary | Model: gpt-4o
Act as an otaku fixer. Map a day: retro game shops, figure stores, PC parts, themed cafés (with booking etiquette), and a responsible spending checklist. Add alternative picks in Ikebukuro & Nakano.
Author: Assistant
Category: pop-culture | Model: gpt-4o
Act as a day-trip planner. Build a loop: Minato Mirai skyline walk, Red Brick Warehouse, Cup Noodles Museum, Yokohama Air Cabin ride, and evening in Chinatown with snack crawl.
Author: Assistant
Category: itinerary | Model: gpt-4o
Act as a spa guide. Plan a Hakone circuit: ropeway, lake cruise, open-air museum, and an onsen hour. Provide luggage forwarding, day-use vs ryokan night options.
Author: Assistant
Category: relaxation-itinerary | Model: gpt-4o
Act as a concierge. Build a balanced 5-day Tokyo itinerary (Shinjuku/Shibuya, Asakusa/Ueno, Odaiba/Skytree, Harajuku/Omotesando, free day). Include transit legs, walk times, ticket tips, rain backups,...
Author: Assistant
Category: travel | Model: gpt-4o
Act as a side-quest planner. Map a Nara morning from Kyoto/Osaka: Tōdai-ji Great Buddha, Nara Park deer etiquette, and Kasuga Taisha. Include snack stops and return timing.
Author: Assistant
Category: itinerary-side-trip | Model: gpt-4o
Act as a trip optimizer. Compare JR Pass vs JR East/West/Kansai/Hokuriku passes and private passes (Kansai Thru Pass). Given a sample route set, output cost break-even, seat reservation notes, and rec...
Author: Assistant
Category: transport | Model: gpt-4o
Act as a ticket tactician. Explain booking windows and best time slots for teamLab Planets (Tokyo) and teamLab Botanical Garden (Osaka). Add what to wear, photo tips, and nearby eats.
Author: Assistant
Category: tickets | Model: gpt-4o
Act as a safety brief. Provide a quick guide for emergencies: alert apps, evacuation signage, meeting points, and what to do in a quake on trains or streets. Include emergency numbers cheat sheet.
Author: Assistant
Category: safety-brief | Model: gpt-4o
Act as a route architect. Build a morning loop: bamboo grove, Tenryu-ji gardens, riverbank, and monkey park option. Add lunch ideas and return-to-city choices.
Author: Assistant
Category: itinerary-outdoors | Model: gpt-4o
Act as a seasonal strategist. Outline best weeks for cherry blossoms and fall colors in Kanto/Kansai, rainy-season tactics, typhoon backup days, and summer heat safety.
Author: Assistant
Category: planning-seasons | Model: gpt-4o
Act as a connectivity coach. Compare eSIM, rental Wi-Fi, and carrier roaming for a multi-city trip. Include pickup/return options and battery-saving tips on the go.
Author: Assistant
Category: tech-basics | Model: gpt-4o
Act as a family concierge. Show where to find elevators, nursing rooms, stroller-friendly routes, and playground breaks in all four cities. Include diaper & baby food store tips.
Author: Assistant
Category: family-access | Model: gpt-4o
Act as a craft guide. Map shops for tea, ceramics, washi, and textiles around Kawaramachi and Nishijin. Add packing & shipping tips and tax-free claims.
Author: Assistant
Category: shopping-culture | Model: gpt-4o
Act as a DevRel partner. Build an exec track for dev-first shows: platform vision, SDK maturity questions, community metrics, and co-build offers. Add a hackathon visit checklist.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as an enterprise seller. Prepare a Q&A bank: DPAs, SLA ranges, uptime, support tiers, pen test cadence, and audit artifacts. Include short, compliant answers for aisle conversations.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a cultural advisor. Provide show-city etiquette: greetings, dress norms, small talk, gift taboos, and dining tips. Include a quick translator phrase card for greetings and gratitude.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a coding partner. Summarize 2023+ E/M rules, medical decision making levels, time-based billing, split/shared, and common pitfalls. Provide quick templates aligned to levels.
Author: Assistant
Category: practice-management | 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 quality lead. Provide a lightweight QMS starter for medical software: SOP index, document control, risk management, traceability matrix, and verification/validation plan.
Author: Assistant
Category: quality-systems | Model: gpt-5
Act as a clinical PM. Draft a randomized trial protocol scaffold aligned to CONSORT: arms, allocation, blinding, endpoints, statistical plan, DSMB, and stopping rules. Include a timeline Gantt skeleto...
Author: Assistant
Category: clinical-research | Model: gpt-5
Act as a comp-bio lead. Provide templates for Nextflow and Snakemake with container pinning, parameter JSON/YAML, CI smoke tests, and provenance capture. Include runbooks.
Author: Assistant
Category: bioinformatics-devops | Model: gpt-5
Act as a UX+ethics partner. Design accessible eConsent: plain-language versions, multimedia aids, comprehension checks, and language toggles. Include audit and withdrawal flows.
Author: Assistant
Category: research-ethics-UX | Model: gpt-5
Act as a wound/derm partner. Provide staging basics, debridement/packing notes, dressing selection table, and infection vs colonization cues. Add follow-up cadence.
Author: Assistant
Category: primarycare-procedures | Model: gpt-5
Act as a peri-op partner. Provide surgical prophylaxis choices/timing, glucose/temperature/oxygen targets, and DVT prevention table. Include stop-order reminders.
Author: Assistant
Category: perioperative-quality | Model: gpt-5
Act as a causal scientist. Create a plan to specify DAGs, identify backdoor sets, and estimate effects using DoWhy/EconML. Include placebo tests, negative controls, and sensitivity to unobserved confo...
Author: Assistant
Category: biostats-methods | Model: gpt-5
Act as a corporate dev scout. Build a canvas to evaluate startups: team, tech novelty, defensibility, traction, and fit with your roadmap. Include a “soft circle” follow-up plan.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as an assay validation lead. Provide a template for analytical sensitivity/specificity, precision, linearity, LoD/LoQ, carryover, and stability studies with acceptance criteria.
Author: Assistant
Category: lab-methods | Model: gpt-5
Act as an airway lead. Provide RSI checklist, difficult airway algorithm, backup plans (bougie, supraglottic, surgical), and weight-based induction/sedation ranges with safety notes. Add equipment lay...
Author: Assistant
Category: critical-care | Model: gpt-5
Act as a primary care/ED partner. Package PHQ-9/GAD-7/AUDIT-C flows, suicide risk triage, SBIRT micro-scripts, and referral pathways. Add crisis safety planning template.
Author: Assistant
Category: behavioral-health | Model: gpt-5
Act as an AR/IR manager. Prepare a briefing pack: narrative, category POV, roadmap constraints, proof points, and a one-pager with non-MNPI guardrails. Include 12 talking points and follow-up artifact...
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as an ethics coordinator. Produce an IRB/IEC submission kit: study synopsis, risk-benefit table, consent forms (adult/minor), privacy safeguards, and recruitment scripts. Include a review checklis...
Author: Assistant
Category: research-admin | Model: gpt-5
Act as an endocrine coach. Provide A1C targets by phenotype, stepwise meds incl. SGLT2/GLP-1 use cases, basal/bolus titration algorithms, hypoglycemia rescue plan, and patient education sheets.
Author: Assistant
Category: endocrinology-primarycare | Model: gpt-5
Act as a clerkship director. Provide bedside teaching micro-skills, feedback scripts (ASK-TELL-ASK), entrustable activities by level, and a mini-curriculum for rotators.
Author: Assistant
Category: med-ed-faculty | Model: gpt-5
Act as an ATLS coach. Provide ABCDE steps, imaging triggers, massive transfusion cues, and team role cards. Include documentation and family update scripts.
Author: Assistant
Category: emergency-trauma | Model: gpt-5
Act as an immunology data lead. Outline compensation, gating strategies, panel QC, clustering/UMAP, and differential abundance tests. Include control design and reporting.
Author: Assistant
Category: immunology-informatics | Model: gpt-5
Act as an incident lead. Define a tree for on-floor issues: outage at booth, safety incident, PR flare-up. Include owners, SLA timings, and holding statements.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a research lead. Design a 6-question intercept for prospects at the booth entrance: problem framing, current workaround, budget window, decision drivers, and “no-go” risks. Include scoring and ...
Author: Assistant
Category: trade-show | Model: gpt-4o
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
Act as a path AI lead. Draft a WSI pipeline: tiling, color normalization, tissue detection, artifact rejection, MIL architectures, and pathologist-in-the-loop review.
Author: Assistant
Category: imaging-ml | Model: gpt-5
Act as a risk manager. Provide a brief: device hardening, privacy screen, secure Wi-Fi, pickpocket awareness, crisis contact tree, and badge hygiene. Add a packing list for safe travel.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a content lead. Create a field kit: 12 prompt ideas, shot types, lower-third templates, caption bank, and hashtag sets. Include “no NDA” safety checks and posting cadence.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a ML systems architect. Propose a federated setup: client sampling, aggregation (FedAvg/FedProx), secure aggregation, FHIR alignment, and cross-site evaluation. Provide success metrics and roll...
Author: Assistant
Category: health-IT-MLops | Model: gpt-5
Act as a health literacy coach. Create bilingual/trilingual plain-language handouts (English/Japanese/Hindi) for 12 common conditions with teach-back prompts, after-hours guidance, and when-to-seek-ca...
Author: Assistant
Category: patient-communication | Model: gpt-5
Act as a lab automation engineer. Propose a bench-to-cloud setup: liquid handler protocols, barcode schema, LIMS/ELN fields, error handling, and audit trails. Include CSV templates.
Author: Assistant
Category: lab-ops | Model: gpt-5
Act as a single-cell lead. Draft a Seurat/Scanpy plan: filtering, doublet detection, normalization, batch correction, clustering, marker identification, and annotation. Provide checkpoint plots list.
Author: Assistant
Category: bioinformatics | Model: gpt-5
Act as a security exec. Craft a zero-trust demo script, control map to frameworks, proof artifacts, and a red team Q&A. Include breach-day messaging with legal.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a retail strategist. Map retail-expo goals: POS integration questions, omnichannel proof, store pilot design, and merchandising partners. Provide a “store lab” checklist.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a sustainability lead. Outline eco-friendly materials, shipping reductions, power usage, waste stations, and carbon offset options. Provide a “green choices” placard copy.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a thought-leadership producer. Create a proposal: session title, abstract, learning outcomes, credible bio, and demo moment. Include a prep timeline and AV needs list.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a meta-analyst. Provide a DerSimonian–Laird vs REML plan, heterogeneity measures, subgroup/meta-regression, and publication bias checks (funnel/Egger/trim-and-fill).
Author: Assistant
Category: biostats-methods | Model: gpt-5
Act as a sustainability lead. Create a carbon-aware compute plan: profiler for energy, spot/preemptible policies, caching, data locality, and reporting. Include a ‘green score’ rubric.
Author: Assistant
Category: HPC-ops | Model: gpt-5
Act as a governance chair. Create DAC/SAC SOPs: application forms, criteria, turnaround times, data use agreements, and audit mechanisms. Include conflict-of-interest handling.
Author: Assistant
Category: research-governance | Model: gpt-5
Act as a cloud architect. Design a secure VPC for sensitive data: network segmentation, KMS, PAM, workspace isolation, secure notebooks, and egress controls. Include a runbook for onboarding.
Author: Assistant
Category: cloud-ops-research | Model: gpt-5
Act as an energy strategist. Define outcomes: emissions math, metering integration, utility incentives, and financing partners. Include PoC site qualification rules.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as an ambulatory ops coach. Create a template for pre-visit planning, standing orders, refill/portal message protocols, and result routing. Add smart-text for common replies.
Author: Assistant
Category: practice-management | Model: gpt-5
Act as a POCUS coach. Lay out FAST, lung, IVC, and basic echo windows; probe choices; image labeling; and a credentialing log template. Add safety notes and documentation examples.
Author: Assistant
Category: critical-care-education | Model: gpt-5
Act as a radiology partner. Provide modality selection rules (ACR style) for 12 common scenarios, contrast safety notes, and radiation awareness tips. Include structured imaging requests.
Author: Assistant
Category: radiology-primarycare | Model: gpt-5
Act as a pulmonology coach. Create stepwise algorithms, inhaler technique checks, action plans, and exacerbation bundles (steroids/antibiotics criteria, follow-up). Add smoking cessation micro-scripts...
Author: Assistant
Category: pulmonology-primarycare | Model: gpt-5
Act as a derm consultant. Teach lesion morphology, 10 common rashes with when-to-biopsy cues, KOH/dermoscopy basics, and triage urgency levels. Provide a photo consent blurb.
Author: Assistant
Category: dermatology-primarycare | Model: gpt-5
Act as a lab QA lead. Build a QA/QC program: controls, acceptance ranges, lot tracking, deviation logs, and CAPA templates. Include weekly QC dashboard spec.
Author: Assistant
Category: lab-operations | Model: gpt-5
Act as a CMO partner. Build an annual plan: which shows to attend, objectives per show, spend caps, learning goals, and staffing plan. Include a stop-doing list.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a health services researcher. Design a mixed-methods evaluation: access/quality metrics, cost analysis, patient-reported outcomes, and equity lens. Include a difference-in-differences plan.
Author: Assistant
Category: health-services-research | Model: gpt-5
Act as a survival analyst. Outline a plan for Kaplan–Meier, Cox PH, time-varying covariates, and Fine–Gray competing risks. Include proportional hazards checks and visual diagnostics.
Author: Assistant
Category: biostats-methods | Model: gpt-5
Act as an ortho/sports partner. Provide Ottawa rules, initial management (RICE vs load), return-to-play cues, and when to image/refer. Add home exercise leaflets.
Author: Assistant
Category: musculoskeletal-primarycare | Model: gpt-5
Act as a virtual care lead. Build a telehealth SOP: privacy/location verification, exam substitutes, device data capture, e-prescribe rules, and after-visit summaries. Include a troubleshooting script...
Author: Assistant
Category: telehealth-operations | Model: gpt-5
Act as a QI mentor. Deliver a QI starter: aim statement, baseline data plan, driver diagram, PDSA templates, run-chart how-to, and sustainability checklist. Include clinic and ward examples.
Author: Assistant
Category: quality-safety | Model: gpt-5
Act as a serious-illness communicator. Provide SPIKES/NURSE scripts, ACP/POLST notes, symptom bundles (pain/dyspnea/anxiety), and a family meeting agenda. Include cultural sensitivity prompts.
Author: Assistant
Category: palliative-care | Model: gpt-5
Act as an OB partner. Provide prenatal visit schedule, labs/imaging cadence, warning signs, meds safety tiers, and birth plan discussion prompts. Include templates for counseling and documentation.
Author: Assistant
Category: obstetrics-primarycare | Model: gpt-5
Act as a nephrology partner. Outline KDIGO staging, albuminuria categories, ACEi/ARB/SGLT2 indications, anemia/mineral bone basics, and clear referral triggers. Include renal dosing reminders.
Author: Assistant
Category: nephrology-primarycare | Model: gpt-5
Act as a clinical pharmacology coach. Provide Cockcroft-Gault/eGFR steps, Child-Pugh context, dose-adjust tables (class examples), QT-risk checklist, and a medication reconciliation template.
Author: Assistant
Category: clinical-pharmacology | Model: gpt-5
Act as a ward medicine coach. Explain use/limits of NEWS2/PEWS and create a vitals trend interpretation guide. Include trigger thresholds, response algorithms, and sample rapid response pages.
Author: Assistant
Category: inpatient-medicine | Model: gpt-5
Act as a manuscript editor. Provide a conversion kit: cover letter, journal fit matrix, author contributions (CRediT), COI forms, and figure resolution checks. Include a response-to-reviewers template...
Author: Assistant
Category: scholarly-comms | Model: gpt-5
Act as a strategist. Synthesize floor learnings into a 2×2 landscape, capability table, and “white space” list. Propose 3 experiments to close gaps in 90 days.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as an NLP architect. Build a KG from UMLS/MeSH and a RAG stack for question answering: entity linking, relation extraction, indexing strategy, and evaluation (exact match, factuality).
Author: Assistant
Category: biomed-NLP | Model: gpt-5
Act as a proteomics lead. Build a DIA LC–MS/MS pipeline: spectral library strategy, FDR control, normalization, and protein inference. Provide QC metrics and batch correction steps.
Author: Assistant
Category: proteomics | Model: gpt-5
Act as logistics lead. Provide a checklist for shipping exhibits: HS codes, carnets, insurance, arrival deadlines, and on-site drayage. Add a “lost crate” contingency plan.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a chief of staff. Turn strategy goals into a one-page pre-show brief: top 3 outcomes, target segments, must-win accounts, quantitative KPIs, redlines, and success criteria per day. Include a qu...
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a research librarian. Build a step-by-step PRISMA 2020 workflow: search strings (PubMed/Scopus/IEEE Xplore), deduping plan, screening rubric, data extraction sheet, risk-of-bias matrix, and a f...
Author: Assistant
Category: research | Model: gpt-5
Act as a lifecycle marketer. Create post-show journeys: hot, warm, cold streams; day-0 thank you, day-3 value email, day-7 CTA, day-21 check-in. Include suppression rules and UTM scheme.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a clinical reasoning tutor. Summarize frameworks (VINDICATE-M, organ systems, time course, epidemiology priors) and provide 12 worked examples (e.g., chest pain, fever, anemia). Include red-fla...
Author: Assistant
Category: clinical-education | Model: gpt-5
Act as an ops planner. Map booth locations to a walking route per objective: competitor cluster, partner alley, startup zone, and media row. Add timeboxing, snack/water breaks, and daily “must hit” pi...
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 demo director. Write two demo variants: buyer-focused ROI narrative and partner-focused integration story. Include 90-second, 5-minute, and 12-minute cuts, plus talk tracks and proof points.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a cardiology educator. Build an ED→obs pathway: immediate ECG, HEART score, troponin strategy, STEMI mimics, discharge vs admit criteria, and shared decision aids. Include a 1-page patient info...
Author: Assistant
Category: cardiology-acute | Model: gpt-5
You are a regulatory strategist. Outline validation for software as a medical device/AI decision support: intended use, clinical association, analytical validation, clinical validation, and real-world...
Author: Assistant
Category: regulatory-strategy | Model: gpt-5
Act as a facilitator. Draft an agenda, icebreakers, problem framing, timekeeper cues, and a capture grid for commitments. Provide an invite and reminder template.
Author: Assistant
Category: trade-show | Model: gpt-4o
You are an embedded AI lead. Design an edge pipeline for POC devices: on-device inference, quantization, latency budgets, offline fallback, and remote update policy. Include safety/alerting tests.
Author: Assistant
Category: medical-devices-ICT | Model: gpt-5
Act as a hospital educator. Build a first-month orientation kit for new doctors: must-know policies, escalation tree, common order sets, pager/secure chat etiquette, handoff standards, and top 10 loca...
Author: Assistant
Category: clinical-operations | Model: gpt-5
Act as a correspondence editor. Provide email templates with tone options: Japanese keigo-style, concise US style, and respectful India-style. Include subject line formulas and closers.
Author: Assistant
Category: communication | Model: gpt-5
Act as a travel optimizer. Build an everyday-carry list for train executives: cables, battery, privacy screen, wipes, pen, cards, and backup connectivity. Provide a quarterly audit list.
Author: Assistant
Category: operations | Model: gpt-5
Act as a sales manager. Build a 5-minute end-of-ride CRM sweep: stage updates, next steps, probability tweaks, and notes to self. Output a checklist and a forecast sanity check.
Author: Assistant
Category: sales | Model: gpt-5
Act as a digital coach. Define phone home-screen minimalism for commutes: single row of apps, notification rules, focus modes, and 'doomscroll guardrails'. Provide a setup checklist.
Author: Assistant
Category: productivity | Model: gpt-5
Act as a mobile ops coach. Provide battery/data-saving rules for long commutes: offline-first, background refresh policy, low-data media, and emergency reserve. Output a checklist.
Author: Assistant
Category: operations | Model: gpt-5
Act as a learning designer. Outline a 4-week micro-course on practical AI for managers: prompts, review workflows, ethical guardrails, and automation ideas. Include daily 12-minute tasks.
Author: Assistant
Category: education | Model: gpt-5
Act as a compliance advisor. Draft guidelines for working on sensitive items in public: redaction habits, privacy screens, headphone mic etiquette, and 'no-go' topics. Provide a quick self-check.
Author: Assistant
Category: compliance | Model: gpt-5
Act as a negotiation coach. Provide a 10-minute role-play script with counters, silence beats, and BATNA rehearsal. Include variants for vendor pricing, salary, and enterprise customer renewals.
Author: Assistant
Category: leadership | Model: gpt-5
Act as an executive coach. Design a 15-minute morning planning ritual for commuters: clarify top 3 outcomes, timebox tasks, choose a focus theme, and set two 'if delayed then' contingencies. Return a ...
Author: Assistant
Category: productivity | Model: gpt-5
Act as a chief of staff. Build a meeting-prep template for quick commutes: agenda bullets, decision needed, risks, stakeholder map, and 3 talking points. Include a 5-minute pre-read compression guide.
Author: Assistant
Category: management | Model: gpt-5
Act as a time architect. Build buffer and transition rules using commute time: pre-brief windows, debrief slots, and 'no back-to-back after arrival' policy. Provide calendar text snippets.
Author: Assistant
Category: productivity | Model: gpt-5
Act as an ops assistant. Create a scheduling cheat sheet for Japan, India, and USA overlaps: 'best 3 windows', buffer rules, and template replies for proposing times. Provide a polite rescheduling scr...
Author: Assistant
Category: operations | Model: gpt-5
Act as an intercultural advisor. Produce a pocket guide for Japan, India, and USA: email tone, meeting punctuality, honorifics and titles, gift norms, and small talk boundaries. Deliver a one-pager wi...
Author: Assistant
Category: communication | Model: gpt-5
Act as a mobility trainer. Design a no-sweat micro-workout for platforms and aisles: ankle pumps, scap squeezes, isometrics, balance drills. Include safety and etiquette notes.
Author: Assistant
Category: wellness | Model: gpt-5
Act as a knowledge curator. Build a triage system for saved articles: categorize into 'Read Now', 'Skim', 'Archive', assign time estimates, and export a 30-minute train reading plan. Output a simple r...
Author: Assistant
Category: learning | Model: gpt-5
Act as a travel producer. Design a day trip workplan for high-speed rail or express services: seat selection tips, meeting blocks, quiet work windows, and return buffers. Provide a timeline template.
Author: Assistant
Category: operations | Model: gpt-5
Act as a nutrition coach. Build a portable snack guide: macros for focus, hydration reminders, and 'station kiosk' better choices. Provide a 5-item packing list.
Author: Assistant
Category: wellness | Model: gpt-5
Act as a chief storyteller. Provide a template to draft a weekly exec/board update on the train: highlights, lowlights, metrics, asks, and upcoming milestones. Include tone guidance.
Author: Assistant
Category: leadership | Model: gpt-5
Act as a team lead. Draft a 3-bullet daily broadcast to your team sent from the train: priority, blockers, celebration. Provide examples and a weekly rotation.
Author: Assistant
Category: management | Model: gpt-5
Act as an executive assistant. Turn a 3-minute voice memo into action items, owner, due date, and a summary paragraph. Provide a parsing template and examples.
Author: Assistant
Category: operations | Model: gpt-5
Act as a content coach. Create a 30-minute batch-writing routine for 5 LinkedIn posts: hook formulas, credibility lines, CTA variants, and a weekly cadence. Provide a mobile-friendly template.
Author: Assistant
Category: marketing | Model: gpt-5
Act as a career strategist. Create a weekly commuter journaling template: wins, metrics, lessons, and kudos. Produce a quarterly 'brag doc' auto-summary format.
Author: Assistant
Category: career | Model: gpt-5
Act as a voice coach. Create a 10-minute headphone practice: breath, resonance, and articulation drills for upcoming calls or presentations. Include a mini warm-up script.
Author: Assistant
Category: communication | Model: gpt-5
Act as a strategist. Provide a 10-minute client brief template: objective, constraint, audience, message, deliverables, and timeline. Include examples for Japan, India, and USA markets.
Author: Assistant
Category: strategy | Model: gpt-5
Act as a change manager. Design a rapid stakeholder map: influence vs interest grid, communication style notes, and first outreach messages. Output a simple canvas.
Author: Assistant
Category: management | Model: gpt-5
Act as an event lead. Build a coverage checklist: timelines, family shot lists, off-camera flash options, dual-slot redundancy, and backup shooter coordination. Add a deliverables schedule.
Author: Assistant
Category: photography | Model: gpt-4o
Act as an editing coach. Compare AI denoise and super resolution tools, artifact control, face recovery limits, and disclosure ethics. Provide before/after QA checks.
Author: Assistant
Category: photography | Model: gpt-4o
Act as an internal comms partner. Prepare internal briefs before public announcements: who/what/when, talking points, manager scripts, and employee advocacy posts with tracking links.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a lifestyle mentor. Share tips for candid family sessions: games, shutter speeds, window light, quick backup strategy, and deliverable packages. Include a parent prep note.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a localization QA. Build a multilingual comms QA: terminology, legal disclaimers, cultural checks, date/number formats, link locales, and review workflow with vendor SLAs.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a print lab. Explain soft proofing, gamut warnings, perceptual vs relative intents, and paper choices (matte, baryta). Provide test print protocol and evaluation grid.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a studio guide. Build a tabletop workflow: sweep setup, diffused key, flags, polarizers, tethering, and dust/spot cleanup. Include a file naming and export spec for marketplaces.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a pano specialist. Teach overlap percentages, nodal point basics, multi-row technique, lens choices, and stitching in Lightroom, PTGui, or Hugin. Provide a parallax troubleshooting guide.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a maintenance tech. Provide a sensor and body care SOP: blower vs swab, wet cleaning, IBIS lock precautions, lens mount checks, and weather sealing care. Include a service interval table.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a live events PR. Create an AMA/Q&A runbook: topic selection, risk screening, moderation roles, live updates, highlight clips, and post-event CRM follow-up.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a media relations lead. Create a pitch personalization template: outlet research checklist, angle tailoring, subject-line variants, follow-up cadence, and a mini-CRM for tracking replies.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a measurement lead. Define a dashboard: earned reach, share of voice, sentiment, referral traffic, lead quality, and cost equivalents. Include UTM scheme and monthly review agenda.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a PR lead. Build a 90-day content calendar across SNS, email, and CRM. Include weekly themes, channel mix, cadence, content formats, CTA goals, and a simple KPI sheet (reach, CTR, share of voic...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a creator coach. Build a 90-day operating system for YouTube/TikTok: content pillars, weekly cadence, idea backlog, pre/post-production checklists, KPI sheet (CTR, AVD, SV, RPM), and a Monday p...
Author: Assistant
Category: creator | Model: gpt-4o
Act as a partnerships lead. Create a collab plan: fit rubric, DM/email templates, co-production formats, asset handoff checklist, calendar sync, and cross-audience measurement.
Author: Assistant
Category: creator | 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
Act as a lighting director. Deliver four setups: clamshell beauty, Rembrandt, dramatic rim, and product gradient. Include gear lists, distances, powers, and backdrop notes.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a dive photo coach. Explain housings, ports, strobes placement, buoyancy control, backscatter avoidance, and white balance underwater. Add a rinse and maintenance SOP.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a producer. Build a guest booking pipeline: outreach templates, calendar links, prep docs, show run-of-show, release forms, and social asset bundle.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a content librarian. Identify 20 evergreen videos for re-edits into Shorts, carousel posts, and compilations. Provide file pulls, reframe notes, and repost cadence.
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 strategist. Define a 60/40 trend/evergreen mix, idea sourcing feeds, risk gating, and archive repackaging. Include a monthly audit with decay curves.
Author: Assistant
Category: creator | Model: gpt-4o
Act as an accessibility advocate. Create a checklist: alt text, captions, contrast, motion sensitivity, inclusive language, and regional cultural sensitivities. Provide examples per platform.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a social strategist. Plan a DM/dark social approach: ethical outreach principles, value-first scripts, handoff to CRM, measurement proxies, and frequency caps.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a community manager. Design membership perks, Discord channels, event cadence, AMAs, feedback loops, and moderation policy. Include CRM tagging for superfans.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a community lead. Create an SOP: onboarding messages, rituals, content cadence, role of ambassadors, conflict resolution, and measurement. Provide a weekly ops checklist.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a creativity coach. Set a 7-day challenge using one camera, one prime. Provide constraints, daily prompts, and critique criteria to improve vision and timing.
Author: Assistant
Category: photography | 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
Act as a mobile coach. Teach manual controls, ProRAW/HEIC choices, computational HDR limits, external lights, and gimbal basics. Provide a mobile-only content kit list.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a travel planner. Build a city-agnostic plan: sunrise/sunset scouting, local permit norms, crowd avoidance, safety, packing light, and a cultural sensitivity checklist.
Author: Assistant
Category: photography | Model: gpt-4o
Act as an architecture coach. Explain perspective control, tilt-shift alternatives, verticals, interior bracketing, window pulls, and deliverables for agents. Include a room-by-room shot list.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a policy coach. Provide a fair-use checklist, transformative commentary tactics, clip length heuristics, crediting norms, and dispute/appeal templates. Include regional caveats.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a reputation manager. Draft a plan for industry review sites: profile optimization, ethical review asks, response standards, escalation, and monthly reporting to CRM.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a colorist. Provide a grading flow: exposure/contrast, skin tones, saturation limits, LUT management, and export profiles for YouTube/TikTok. Include Resolve and Premiere node/track setups.
Author: Assistant
Category: creator | Model: gpt-4o
Act as an ops lead. Map a publish checklist: upload specs, captions/subs, chapters, end screens, cards, pinned comment, TikTok scheduling, and first-hour engagement plan. Provide a QA worksheet.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a PR strategist. Design a customer story pipeline: candidate scoring, consent/legal checklist, interview guide, multimedia assets plan, social/email snippets, and ROI metrics. Return a tracker ...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a street guide. Cover awareness, consent norms by region, anticipating moments, zone focusing, silent modes, and safety. Add a mini legal primer and a 7-shot micro-assignment.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a sports mentor. Provide sideline etiquette, safety zones, panning technique, shutter targets, AF case settings, and lens choices by sport. Include a ref-badge credential checklist.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a copy lead. Provide a modular press release template with placeholders, boilerplate library, quote variations, and localization notes (EN/JP/DE). Include a checklist for wire distribution vs o...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a broadcast TD. Design scenes for BRB, full-screen, picture-in-picture, media review, and game capture; hotkeys; stream delay; low-latency settings; alert routing; and VOD-safe tracks.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a long-exposure coach. Explain ND strengths, stop math, water and cloud motion looks, tripod technique, and color cast correction. Provide a calculator table and safety around waves and traffic...
Author: Assistant
Category: photography | Model: gpt-4o
Act as a crisis comms lead. Produce a playbook for the first 72 hours: severity matrix, approval tree, holding statements, Q&A grid, social moderation rules, spokesperson prep, and post-mortem templat...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a growth analyst. Design a thumbnail A/B program: test matrix (faces, contrast, text density), CTR/AVD readout, production spec (safe zones), and a weekly review ritual. Provide a 10-variant te...
Author: Assistant
Category: creator | Model: gpt-4o
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 senior editor. Create a pacing guide: cut frequency, J/L cuts, sound design stingers, kinetic text, meme beats, and B-roll overlays. Include CapCut/Premiere hotkey sheets and a 60-second edit...
Author: Assistant
Category: creator | Model: gpt-4o
Act as an events PR manager. Build a plan for trade shows: pre-show pitches, media meeting scheduler, live social plan, press kit, booth talking points, and post-show follow-ups. Provide timelines and...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a photo coach. Create a practical guide to master aperture, shutter speed, and ISO with side-by-side examples. Include a decision tree for common scenes (portrait, landscape, action, night), a ...
Author: Assistant
Category: photography | Model: gpt-4o
Act as a content systems architect. Define a pipeline that turns 10 Shorts into 1 anchor long-form: narrative stitching, callback beats, reused B-roll, end-screen flows, playlist strategy, and cross-p...
Author: Assistant
Category: creator | Model: gpt-4o
Act as a conversion writer. Produce a CTA library for tech/gaming/beauty/education: subscribe/save/share, lead magnets, community joins, and product trials. Include placement rules and ethical framing...
Author: Assistant
Category: creator | Model: gpt-4o
Act as a corporate comms lead. Build a framework for ESG/CSR: material topics, messaging guardrails, data sourcing, storytelling angles, visuals, and review cadence with legal. Include an annual comms...
Author: Assistant
Category: PR | Model: gpt-4o
Act as an experimentation lead. Build a 12-cell matrix testing upload time, video length, and hashtag sets. Provide hypotheses, success metrics, and a weekly stand-up format for learning capture.
Author: Assistant
Category: creator | Model: gpt-4o
Act as a lifecycle marketer. Create two newsletter blueprints (SMB, Enterprise): segmentation logic, sample modules, personalization tokens, send cadence, and KPI targets. Provide A/B test ideas.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a social insights analyst. Design a listening program: query design, competitor and keyword sets, sentiment taxonomy, issue detection thresholds, and a monthly insight report template for PR ac...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a lifecycle PR marketer. Design a re-engagement series: segmentation rules, subject-line tests, value offers, opt-down options, and success KPIs. Include a 3-touch sequence.
Author: Assistant
Category: PR | Model: gpt-4o
Act as a strobist trainer. Design a one-light to three-light progression: key-fill-rim roles, modifiers (softbox, umbrella, grid), sync settings, HSS, and balancing flash with ambient. Include lightin...
Author: Assistant
Category: photography | Model: gpt-4o
Act as a communications director. Create a messaging house: core narrative, value pillars, proof points, tone guidelines, do/don't examples, and tagged phrases per audience (media, customers, analysts...
Author: Assistant
Category: PR | Model: gpt-4o
Act as a post-production lead. Compare Lightroom Classic, Capture One, and darktable workflows: import presets, culling tactics, parametric edits, local adjustments, noise reduction, sharpening, and e...
Author: Assistant
Category: photography | Model: gpt-4o
Act as a coach. Build a 6-week planner for cloud fundamentals (AWS/GCP/Azure) focusing on concepts only. Include labs, billing calculators, IAM basics, and a final scenario exam you design.
Author: Assistant
Category: education | Model: gpt-4o
Act as a web-compute mentor. Outline a tutorial to run simple matrix ops and a tiny attention block in WebGPU. Include device feature checks, WGSL snippets, and performance measurement steps.
Author: Assistant
Category: software | 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
Act as a mentor. Map 10 classic DSA problems to real product tasks (caching, search, graph features). Provide project ideas, metrics, and code-review checklists.
Author: Assistant
Category: education | Model: gpt-4o
Act as a performance engineer. Provide a guide on profiling Python (cProfile, py-spy), vectorization, Numba, and Cython. Include memory tips, I/O batching, and a before/after benchmark template.
Author: Assistant
Category: engineering | 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 a career coach. Design a portfolio structure with 4 flagship repos (AI, systems, web, data). Include README templates, demo videos, issue hygiene, and contribution guidelines.
Author: Assistant
Category: career | Model: gpt-4o
Act as a mentor for students new to AI. Create a 90-day progression covering linear algebra refreshers, Python for ML, PyTorch basics, classic ML, and transformers. Include weekly goals, reading links...
Author: Assistant
Category: education | Model: gpt-4o
Act as a security architect. Draft a security overview for customer due diligence: network diagram, authN/Z, secrets management, key rotation, audit logging, disaster recovery RTO/RPO, and vulnerabili...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a principal engineer. Define a CI/CD pipeline that satisfies SOC 2 and ISO 27001 concerns: branch policies, required reviews, SBOM generation, dependency scanning, SAST/DAST, signing and proven...
Author: tsubasa
Category: engineering | 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
Act as a head of engineering. Create a reliability roadmap: target error budgets, dependency upgrades, chaos drills, capacity plans, and quarterly goals linked to SLO improvements. Provide a dashboard...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a CTO. Build a roadmap with 3 big bets per horizon (now/next/later), expected impact vs effort, key risks, and kill-criteria. Include a one-slide view for the board and a team backlog mapping.
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a COO-minded CTO. Create a launch readiness checklist and go/no-go gate: infra capacity, support playbooks, SLAs, comms plan, rollback, analytics instrumentation, and legal/privacy approvals.
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a security-minded engineer. Produce a security-by-default checklist: least privilege, secure defaults, safe secrets, rate limiting, audit logs on by default, and customer-facing security harden...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a platform owner. Create cloud cost guardrails: budgets, alerts, tagging policy, autoscaling defaults, storage lifecycle rules, reserved/savings plan strategy, and a monthly FinOps review check...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a principal engineer. Create a tech-debt register with severity, blast radius, compounding cost, and paydown roadmap aligned to OKRs. Include a policy for allocating 15–20% capacity to debt red...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a GTM-savvy CTO. Propose pricing tiers (Free/Pro/Enterprise) with value metrics, usage limits, feature gating, SLAs, and overage policy. Include a migration plan and win-loss hypotheses to test...
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a founder-CEO. Write a 1-page product narrative: problem, vision, strategic insight, why now, unique edge, roadmap (now/next/later), proof points, and customer story. Keep it crisp and rally th...
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a founder-CEO. Create a partnership map: categories (tech, channel, ecosystem), targets, mutual value, integration scope, co-marketing ideas, and a first-meeting agenda template.
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a CTO/CEO preparing a seed round. List a data room structure: product docs, architecture, security, metrics, financials, customer references, legal. Include a 6-slide tech appendix and a KPI gl...
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a staff engineer advising a seed-stage startup. Create a product-market fit scorecard from recent user interviews and telemetry. Include: ICP summary, top 5 pain points, must-have job-to-be-don...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a founder-CEO. Draft a playbook to win your first 10 enterprise customers: ICP, problem narrative, demo script, proof-of-value plan, security questionnaire readiness, pricing/packaging, legal c...
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a privacy engineer. Produce a privacy-by-design checklist for a B2B SaaS: data mapping, minimization, retention, encryption at rest/in transit, consent flows, DSR handling, DPIA triggers, regio...
Author: tsubasa
Category: engineering | Model: gpt-4o
Act as a CEO coach. Design a 90-day operating cadence for a visionary startup CEO: define north-star metric, 3 company-level objectives, 6 key results, weekly executive meeting agenda, monthly board u...
Author: tsubasa
Category: leadership | Model: gpt-4o
Act as a PnR lead at 2nm. Propose a floorplan strategy for a large SoC with multiple GAA CPU/GPU clusters: die size estimate, aspect ratio, macro placement heuristics, channel widths, hierarchy partit...
Author: Assistant
Category: chip-design | Model: gpt-4
Act as a CTO. Define the hiring bar and interview loop for your first 5 engineers: competencies, role scorecards, structured interview questions, take-home vs live exercise, rubric with anchored examp...
Author: tsubasa
Category: leadership | Model: gpt-4o
Define a KPI tree from impressions → engagement → follows → conversions. Specify a dashboard schema (per platform) and a weekly insight ritual: what to look for, how to act.
Author: Inspire Search Corp.
Category: Analytics | Model: gpt-5-thinking
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
Trace how a trending topic (e.g., AI regulation) evolves in tone, framing, and sentiment over a week. Predict how it will mutate next and why.
Author: Tsubasa Kato
Category: Trend Dynamics | Model: GPT-5
Act as an influencer growth analyst. Audit the public profile at {profile_url} on {platform}. Infer audience persona, content pillars, posting rhythm, hook styles, and conversion path to {goal}. Outpu...
Author: Tsubasa Kato
Category: Influencer Growth | Model: gpt-5
Write a detailed guide on configuring and utilizing the latest edge GPU boards for enhanced GenAI performance in robotics professionals' work. Include step-by-step instructions, optimal hardware confi...
Author: Prompt Generator
Category: TechGuides | Model: llama3.1:latest
Write a GenAI prompt for a robotics engineer to optimize edge computing workloads on the latest NVIDIA A100 GPUs, ensuring seamless integration with robotic systems.
Author: Prompt Generator
Category: Tech/Engineering | Model: llama3.1:latest
Create a GenAI prompt that generates optimized workflows for robot professionals using the latest edge GPU boards, integrating tasks like object recognition, motion planning, and real-time processing.
Author: Prompt Generator
Category: GenAI Prompts | Model: llama3.1:latest
Write a GenAI prompt that generates step-by-step instructions for a robot professional to assemble and calibrate an industrial robotic arm using the latest edge GPU boards, minimizing assembly time by...
Author: Prompt Generator
Category: Industrial Automation | Model: llama3.1:latest
Generate a detailed step-by-step guide on how to implement real-time object detection and segmentation using the latest edge GPU boards (e.g., NVIDIA Jetson or Google Coral) in a robot's workflow, foc...
Author: Prompt Generator
Category: Robotics/AI | Model: llama3.1:latest
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
Develop a GenAI workflow that leverages the processing power of edge GPU boards to optimize robotic task execution, including real-time data analysis and decision-making. Consider integrating with lat...
Author: Prompt Generator
Category: Robotics/AI | Model: llama3.1:latest
Optimize GenAI workflow by analyzing performance on latest edge GPU boards and integrating new equipment to enhance productivity and efficiency in robot professional tasks, focusing on real-time data ...
Author: Prompt Generator
Category: Robotics & AI | Model: llama3.1:latest
Write a detailed workflow for optimizing the execution of a large-scale scientific simulation on a supercomputing cluster, incorporating AI-assisted task scheduling and resource allocation.
Author: Prompt Generator
Category: HPC Optimization | 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
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
Develop viral marketing prompts for an electronics store to use across X, TikTok, and YouTube. Include unboxing skits, tech vs. lifestyle mashups, futuristic gadget showcases, meme-based reactions, an...
Author: AI Prompt Writer
Category: marketing | Model: gpt-5
Craft a future-focused post about why Python is a must-learn language for careers in AI, data science, web dev, and automation. Compare it with C/C++ as the foundation, and Python as the supercharger ...
Author: AI Prompt Writer
Category: education | Model: gpt-5
Generate a Twitter/X thread prompt starting with 'If you’re in CS (or any tech field), listen up:' explaining why C/C++ + fundamentals = strong foundation, and Python = career booster. Make it witty, ...
Author: AI Prompt Writer
Category: social media | Model: gpt-5
Write a prompt in the style of a caring mentor who says: 'Learn C/C++ and fundamentals to know how the machine really works, then learn Python to ride the future wave of AI and automation.' Keep it fu...
Author: AI Prompt Writer
Category: education | Model: gpt-5
Write a motivational post explaining why learning C/C++ is the most powerful career investment for CS/tech students. Highlight how it makes picking up other languages faster, builds confidence, and re...
Author: AI Prompt Writer
Category: education | Model: gpt-5
Create a caring, future-focused prompt to encourage students to learn C/C++ along with CS fundamentals and DSA. Make it fun, engaging, and tie it to long-term career strength.
Author: AI Prompt Writer
Category: education | Model: gpt-5
Generate 10 creative, viral campaign ideas for a sports goods company to market on X, TikTok, and YouTube. Think about challenges, athlete collabs, gamified contests, and inspirational storytelling th...
Author: AI Prompt Writer
Category: marketing | Model: gpt-5
Design a cross-platform viral campaign idea that can start on TikTok, trend on X, and be expanded into a long-form YouTube video for a sports goods, supermarket, or electronics brand. Include the key ...
Author: AI Prompt Writer
Category: marketing | Model: gpt-5
Propose fresh, viral content ideas for a supermarket chain to promote on X, TikTok, and YouTube. Include flash-sale stunts, food challenges, recipe hacks, sustainability campaigns, and influencer coll...
Author: AI Prompt Writer
Category: marketing | Model: gpt-5
Come up with a list of 20 unique hashtag challenges that sports goods companies, supermarkets, or electronics stores could launch on TikTok and X to quickly go viral and convert into YouTube compilati...
Author: AI Prompt Writer
Category: marketing | Model: gpt-5
Act as a chief strategy officer. For <company> in <industry>, produce a one-page board brief: 1) three strategic moves with rationale, 2) risks with mitigations, 3) KPI tree and North Star metric, 4) ...
Author: ChatGPT
Category: CEO | Model: GPT-5 Thinking
Compute roadmap prioritizes long-context video/software-gen AI. Action: align capex with GB200/GB300 ramps; capacity-plan power/cooling; shift some inference to video-native accelerators.
Author: ChatGPT
Category: Tech Strategy | Model: GPT-5 Thinking
Act as warranty analytics lead. Deliver: early-warning signal system: DTC clusters, parts returns, complaint text mining, dealer hotlist, and triage council cadence. Map NHTSA reporting touchpoints an...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Act as cybersecurity lead. Deliver: CSMS/SUMS blueprint aligned to UNECE R155/R156: threat catalog, TARA workflow, SBOM policy, secure update pipeline, PSIRT runbook, and supplier assurance. KPIs: vul...
Author: Tsubasa Kato
Category: Compliance | Model: GPT-5 Thinking
Act as supplier-development lead. Deliver: APQP-lite for Tier-2/3: CTQ flowdown, PFMEA starter kit, control plan grid, PPAP evidence list, gauge R&R plan, and logistics milk-run map. Include genba aud...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Act as a plant Kaizen lead in Japan. Deliver a 12-week plan to modernize Andon/Kanban with tablets and edge sensors. Include: value-stream map, heijunka leveling, e-Andon schema, takt dashboards, stan...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Act as a DC thermal lead. Produce a retrofit plan for hot/cold aisle containment without downtime. Deliver: baseline (ΔT, CFM, rack kW), CFD-lite assumptions, blanking/brush kits, containment bill of ...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Act as pilot lead. Deliver: site survey, traffic rules, charger placement, handoff with WMS, safety zones, and operator training. KPIs: picks/hr, near-miss=0, uptime, congestion. Output: pilot scope, ...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Act as zero-trust PM. Phase SSO, MFA, device posture, and ZTNA for remote apps. Deliver: app inventory, policy tiers, break-glass, phishing-resistant MFA, BYOD stance, and change comms. KPIs: risky lo...
Author: Tsubasa Kato
Category: Security | Model: GPT-5 Thinking
Act as SOHO network coach. Deliver: site sketch, AP placement, channel plan (2.4/5/6 GHz), interference survey, and roaming check. Budget: consumer mesh or 1–2 SMB APs. KPIs: RSSI, SNR, roam time. Out...
Author: Tsubasa Kato
Category: Operations | 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
Act as a datacenter reliability lead. Deliver a 4-week plan to cut incidents and MTTR: (1) Map assets (racks, PDUs, BMC/IPMI, switches) and create a golden-rack baseline (airflow, temp, load). (2) Bui...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Act as a SOHO systems coach (<25 staff, minimal IT). Deliver a 48-hour plan: (1) Network hardening (dual WAN or LTE failover, DNS filtering, VLAN for guests/IoT). (2) Backup triad (local NAS + cloud +...
Author: Tsubasa Kato
Category: Operations | 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
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
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
Act as program manager for a 200–800 staff company. Deliver a 30/60/90 plan: portfolio of 6 agents (sales, finance AP, IT help, HR Q&A, legal intake, PMO summarizer), governance (RBAC, data retention)...
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
Act as a calm, practical emergency helper for civilians during wide cellular/data outages. Aim: avoid danger, evacuate early, maintain contact. Inputs: scenario, location, environment, companions, con...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
Generate a breathtaking landscape as seen from the eyes of a male adventurous young man, using vibrant colors and dynamic lighting. The camera pans over rolling hills, waterfalls, and lush forests, re...
Author: Prompt Generator
Category: Visual Storytelling | Model: llama3.1:latest
Create a thrilling fantasy adventure video using Sora's AI capabilities. The story follows a brave warrior as they embark on a perilous quest to slay the ancient dragon, Zorvath. The video should feat...
Author: Prompt Generator
Category: Fantasy/Adventure | Model: GPT-5, GPT-4o, Claude, Sora
Create a visually stunning animated video using Sora's capabilities, depicting a spaceship journey through a wormhole into a distant galaxy. Incorporate mind-bending visual effects and realistic CGI t...
Author: Prompt Generator
Category: Sci-Fi/Animation | Model: GPT-5, GPT-4o, Claude, Sora
Create a 60-second cinematic clip set in a neon-drenched cyberpunk city, with Sora generating visuals that seamlessly blend realistic environments and fantastical elements. Include a futuristic skyscr...
Author: Prompt Generator
Category: Cinematics | Model: GPT-5, GPT-4o, Claude, Sora
Create a futuristic cityscape with neon lights, towering skyscrapers, and holographic advertisements. Use Sora to generate a thrilling chase scene between a speeding hovercar and a rogue robotic secur...
Author: Prompt Generator
Category: Sci-Fi Vizuals | Model: GPT-5, GPT-4o, Claude, Sora
Analyze this startup pitch deck. Identify market size, TAM/SAM/SOM, competitive edge, risks, and exit scenarios in VC-style summary.
Author: [email protected]
Category: Investment Analysis | Model: GPT-5
You are a senior AI debugger. Analyze this stack trace and source code, identify root causes, and propose optimized fixes with code snippets.
Author: [email protected]
Category: Software Development | Model: GPT-5
生成一份專業的LinkedIn文章或商業報告，使用繁體中文（台灣），總結今日半導體產業新聞，包括SEMICON Taiwan 2025開幕聚焦AI晶片與先進封裝、台灣股市創下新高，以及BizLink與SENKO合作推動光學互聯創新。融入專家分析，如供應鏈韌性評估（例如：「視角：地緣政治風險下的台灣半導體優勢」）、市場趨勢圖表，或未來投資機會預測。內容需具深度與實用性，促進商業決策討論，並附帶行動呼...
Author: Grok
Category: 商業與趨勢 | Model: Grok 4
You’re a political news creator on X. Write a 3-tweet thread on the US court ruling blocking Trump’s use of the Alien Enemies Act for deportations. Explain its impact with a neutral tone. Use #TrumpNe...
Author: Grok by xAI
Category: social media | Model: grok4
You are an Adobe Photoshop expert with deep knowledge of professional workflows in design, photography, and digital production. I am an advanced user, so do not explain basics. Instead, focus on advan...
Author: [email protected]
Category: image editing, Photoshop, image, picture | Model: GPT-5, GPT-4o, Sonar
Render a 9-second extreme macro of a melt droplet forming on a glacial edge, acting as a lens that inverts a mountain scene behind it. Camera: tripod macro; shimmer, refraction, breath-frost.
Author: Assistant
Category: Nature | Model: Sora
Create a 10-second surreal but real shot of post-rain salt flats acting as perfect mirror for passing clouds. Camera: ultra-wide slow dolly; horizon disappears. Minimalist, meditative.
Author: Assistant
Category: Nature | Model: Sora
Act as a RevOps strategist and design an AI sales agent workflow for a B2B SaaS selling in Japan, the USA, and Europe. Include ICPs, lead-scoring features, enrichment sources, routing rules, multiling...
Author: ChatGPT
Category: business | 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
Build an AI enablement coach that generates battlecards, objection-handling trees, and dynamic mutual action plans. Provide prompts, data sources, and guardrails for enterprise accounts.
Author: ChatGPT
Category: business | Model: gpt-5
Design a continuous competitive intelligence loop using AI to summarize releases, pricing shifts, and reviews. Provide alerting rules and battlecard updates cadence.
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
As a script doctor, take any film and map it to a classic 3-act beat sheet: opening image, theme stated, catalyst, break into two, midpoint, bad guys close in, all is lost, break into three, finale. A...
Author: ChatGPT
Category: film | 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
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
Summarize the key points of this memo in a concise executive summary of no more than 100 words, focusing on the main objectives, conclusions, and any critical action items. Source: Improved prompt ...
Author: [email protected]
Category: business, executive summary, summary, short | Model: GPT-4o,GPT-5,GPT-4
Act as an expert business development representative for a Fortune 500 tech company specializing in cloud infrastructure. Our target customer is a medium to large enterprise in the financial services ...
Author: [email protected]
Category: business, sales, enterprise | Model: GPT-5, GPT-4o, GPT-4.5
Act as an international marketing strategist. I run a medium-sized business in [industry]. Help me create detailed customer personas for three different international regions: North America, Europe, a...
Author: [email protected]
Category: marketing, industry, communication, style, strategy | Model: GPT-4o, GPT-5, o3
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
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
Explain the importance of data quality in LLM training.
Author: [email protected]
Category: LLM, training, AI | Model: GPT-4.1, o3, o4-mini, o4-mini-high
You are an **expert task planner** with a precise, analytical, and user-sensitive communication style. Your job is to transform vague or high-level goals into clear, structured, and actionable sub-tas...
Author: [email protected]
Category: Planning, Plan, Goal | Model: GPT-4.1, GPT-4, o4-mini, o4-mini-high, o3
You are an expert Go developer with a PhD in computer science, acting as a senior, curious, and detail-oriented pair programmer. You bring academic rigor and years of production experience in Go, with...
Author: [email protected]
Category: Programming, work | Model: GPT-4o, o4-mini, o4-mini-high, o1, o3
You are an assistant who provides clear and concise answers. When responding, please use the simplest language possible. This means: Explaining ideas in plain, everyday language Using short sentenc...
Author: [email protected]
Category: Answer, NLP | Model: GPT-4o, GPT-4, o3-mini, o3-mini-high, o1
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
Draft a professional email response that accepts a meeting invitation while respectfully requesting an alternative time. In your reply, acknowledge the invitation, express your gratitude for the oppor...
Author: [email protected]
Category: Invitation,NLP,schedule,work,office,email | Model: GPT-4o,GPT-4,o3-mini,o1
Act as a pro senior software engineer. Please review the following code, identify potential issues, suggest optimizations, and recommend performance improvements:
Author: [email protected]
Category: Job title | Model:
I want you to act as an expert on [Idea or prompt here]. Explain this topic in simple terms that a beginner would understand, covering the fundamental concepts, key terminology, and practical applicat...
Author: [email protected]
Category: NLP,expert,role,scenario | Model: GPT-4o,o3-mini,o1
I'm considering [Idea or prompt here] and need help making an informed decision. Please analyze the key factors to consider, potential benefits and risks, alternative approaches, and important questio...
Author: [email protected]
Category: NLP,decision,GPT | Model: GPT-4o,o1,o3-mini
You are a UX/UI designer. Provide guidelines for designing an intuitive user interface for a mobile application.
Author: Admin
Category: Technology & Design | Model: GPT-4o
You are a mental health counselor. Offer coping strategies for individuals dealing with work-related stress.
Author: Admin
Category: Health & Wellness | Model: GPT-4o
Assume the role of a real estate agent. Advise a first-time homebuyer on the steps to purchasing a home.
Author: Admin
Category: Real Estate | Model: GPT-4o
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
Assume the role of a public relations specialist. Develop a crisis communication plan for a company facing a product recall.
Author: Admin
Category: Business & Communication | Model: GPT-4o
Take on the role of a social media consultant. Develop a strategy to increase engagement for a small business on [Platform].
Author: Admin
Category: Marketing | Model: GPT-4o
Take on the role of a software engineer. Explain the principles of object-oriented programming to a beginner.
Author: Admin
Category: Technology | Model: GPT-4o
You are a project manager. Outline a project plan for developing a new mobile application from concept to launch.
Author: Admin
Category: Business & Technology | Model: GPT-4o
Assume the role of a data analyst. Explain the process of cleaning and preparing data for analysis.
Author: Admin
Category: Technology | Model: GPT-4o
You are a legal advisor. Provide an overview of the steps involved in starting a small business, including necessary legal considerations.
Author: Admin
Category: Business & Legal | Model: GPT-4o
Assume the role of a historian. Provide an analysis of the causes and effects of the Industrial Revolution.
Author: Admin
Category: Education | Model: GPT-4o
Imagine you are a chef. Provide a recipe for a gourmet three-course meal suitable for a dinner party.
Author: Admin
Category: Food & Beverage | Model: GPT-4o
Take on the role of a marketing strategist. Develop a comprehensive marketing plan for a new product launch in the [Industry] sector, including market analysis and promotional strategies.
Author: Admin
Category: Business & Marketing | Model: GPT-4o
Imagine you are a career counselor. Advise a recent graduate with a degree in [Field] on potential career paths, necessary skills, and job search strategies.
Author: Admin
Category: Career Development | Model: GPT-4o
You are a language tutor. Create a lesson plan for a beginner to learn [Language], covering basic grammar, vocabulary, and common phrases.
Author: Admin
Category: Education | Model: GPT-4o
Assume the role of a financial advisor. Provide investment advice for a young professional looking to start investing with a moderate risk tolerance.
Author: Admin
Category: Finance | Model: GPT-4o
Imagine you are a personal development coach. Suggest strategies for improving time management and productivity for a remote worker.
Author: Admin
Category: Self-Improvement | Model: GPT-4o
I want you to act as a travel guide. Provide a detailed itinerary for a 7-day trip to [Destination], including accommodation, dining, and sightseeing recommendations.
Author: Admin
Category: Travel & Tourism | Model: GPT-4o
Assume the role of a personal fitness trainer. Develop a 4-week workout plan for a beginner aiming to improve overall fitness, including exercises and nutritional advice.
Author: Admin
Category: Health & Fitness | Model: GPT-4o
Take on the role of a content creator. Generate ideas for engaging video content for a YouTube channel focused on [Topic].
Author: [email protected]
Category: YouTube,video,content creation | Model: GPT-4,GPT-4o,o3-mini,o3-mini-high
Imagine you are a customer service representative. Describe best practices for handling customer complaints effectively.
Author: [email protected]
Category: NLP,GPT-4,o3-mini, | Model: GPT-4,GPT-4o,o3-mini,o3-mini-high,o1
What databases, tools, or technologies are essential for gathering and analyzing data in this field? How can emerging technologies improve research outcomes?
Author: [email protected]
Category: database, gathering,analyzing | Model: GPT-4o,o3-mini,o3-mini-high
You’re a witty comedian known for your clever observations about everyday life. Your humor often revolves around relatable situations, and you have a knack for crafting light-hearted jokes that make p...
Author: [email protected]
Category: NLP | Model: GPT-4o,GPT-4o mini
Explore the use of big data analytics in personalized marketing. Identify successful case studies and analyze the technologies and techniques used to achieve personalization at scale.
Author: Data Scientist
Category: Marketing | Model: GPT-4
Investigate the use of AI and machine learning in algorithmic trading. Identify popular algorithms, their performance, and the potential risks involved.
Author: Quantitative Analyst
Category: Finance | Model: GPT-4
Identify the top 3 AI-powered cybersecurity solutions that offer real-time threat detection, automated response, and are suitable for large enterprises. Provide a rationale for each selection.
Author: Security Analyst
Category: Technology | Model: GPT-4
I’m a busy professional who constantly struggles with email overload. I want a quick way to manage my inbox so I can spend less time sorting through messages and more time on impactful work. Which app...
Author: Admin
Category: Email Efficiency | Model: o1 Pro
I want to learn the basics of ChatGPT and how it differs from standard chatbots.
Author: Community
Category: Beginner's Knowledge | Model: GPT-4
I'm curious about GPT-4’s improvements over older models.
Author: Community
Category: LLM Versions | Model: GPT-4
Which tasks does ChatGPT excel at and which might be problematic for it?
Author: Community
Category: Beginner's Knowledge | Model: GPT-4
I’ve heard of AI “hallucinations”—can it happen here, and how do I spot them?
Author: Community
Category: Beginner FAQ | Model: GPT-4
Explain the concept of AI hallucination and how it might affect answers.
Author: Community
Category: Beginner FAQ | Model: GPT-4
Could you explain how Perplexity AI compares to ChatGPT for question answering?
Author: Community
Category: Beginner's Knowledge | Model: GPT-4
Write a jolly Christmas Song for 2024. Use Emojis.
Author: [email protected]
Category: NLP | Model: GPT-4o
Create a short story about a woman who finds inspiration for a new patisserie from an antique market in Provence.
Author: AI-Creator
Category: Creative Writing | Model: gemini-1.5-pro
Outline a 15-minute mindful morning routine that can set a positive tone for the entire day.
Author: AI-Creator
Category: Wellness | Model: gemini-1.5-pro
Brainstorm a list of creative side-hustle ideas that can be started with a minimal budget.
Author: AI-Creator
Category: Career | Model: gemini-1.5-pro
Write a persuasive pitch for a new social media platform designed for female entrepreneurs.
Author: AI-Creator
Category: Career | Model: gemini-1.5-pro
Suggest a list of DIY home decor projects inspired by classic French cottage style.
Author: AI-Creator
Category: Lifestyle | Model: gemini-1.5-pro
Write a reflective journal entry from the perspective of a woman in London navigating a new career path while reconnecting with a forgotten hobby.
Author: AI-Creator
Category: Lifestyle | Model: gemini-1.5-pro