Showing results for "scenario-tests"
Construct a scenario-based analysis of how monetary policy affects business investment, wage growth, and consumer prices under energy price volatility and global risks. Compare paths with different po...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
In a parliamentary system with multiple parties, analyze how changes in party strength—such as splits, realignments, or formation of coalitions—alter legislative arithmetic, policy bargaining, and gov...
Author: Curioprompt
Category: Politics | Model: gpt-5-nano
Investigate how sustained energy price pressures and central bank policy expectations affect corporate borrowing behavior, capital structure, and investment across industries. Develop scenario analyse...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Draft a comprehensive governance model for safety oversight in high-risk industries. Outline accountability from operators to regulators, specify incident reporting pathways, propose independent inves...
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
Investigate how fluctuations in energy prices influence EV manufacturing decisions, including cost structures, supply chain resilience, risk management, and policy incentives. Compare regional scenari...
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
Compare governance models for state-owned energy entities pursuing renewables, outline decision rights, funding mechanisms, regulatory oversight, and accountability. Assess how such an entity can cata...
Author: Curioprompt
Category: Energy | Model: gpt-5-nano
Design scenario-based strategies for crafting, evaluating, and coordinating national talent attraction programs to boost innovation capacity while ensuring effective social integration, education alig...
Author: Curioprompt
Category: Society | 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
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
Analyze the decision processes behind accumulating foreign exchange reserves and deploying them to stabilize exchange rates, reassure markets, and support macroeconomic goals. Compare strategies for r...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Create a scenario-based framework for designing fiscal rules and contingency measures that protect a government’s budget balance against volatile revenue streams and legislative pushback. Include mech...
Author: Curioprompt
Category: Economics | 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
Design a cross-sector framework for leveraging environmental monitoring data (air, water, forests) to guide corporate decision-making, public policy, and community resilience, including data standards...
Author: CurioPrompt
Category: Science | Model: gpt-5-nano
Construct a comparative analysis of rising conflict trends across regions, examining drivers such as economic frictions, resource competition, alliance dynamics, technological competition, and informa...
Author: CurioPrompt
Category: Geopolitics | Model: gpt-5-nano
Explore how youth attitudes toward relationships, gender identity, and authenticity challenge traditional social structures, and propose frameworks for inclusive education, media representation, and p...
Author: CurioPrompt
Category: Society | Model: gpt-5-nano
Explore how central banks forecast growth and inflation in the face of uncertainty, how forecast revisions shape policy communication, and how to balance credibility with flexibility. Include methods ...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Build a comparative risk assessment framework for international conflicts in a multipolar world. Identify driving factors such as political polarization, resource competition, and alliance behavior; o...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Create a planning framework for evaluating government budget trade-offs under constrained resources. Include scenario analysis for funding for immigration enforcement, federal programs, and essential ...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Analyze how macro policy signals (interest rates, inflation expectations, fiscal incentives), access to credit, and corporate governance influence investment decisions and long-run growth in a develop...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Explain how large pension funds’ allocations to foreign assets influence domestic debt financing conditions, currency markets, and macro stability. Discuss transmission channels such as capital flows,...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Create a multi-indicator framework that interprets rising global conflict indicators by integrating historical patterns, current data, and plausible triggers; translate the framework into scenario pla...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
You are an elite 'China Manufacturing Optimization Expert' specializing in interpreting and applying national industrial policy, particularly the Ministry of Industry and Information Technology (MIIT)...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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
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 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 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 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 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
Create a risk register of common failure modes (battery, thermals, connectors, driver issues) with mitigations and tests. Provide a template to customize.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Explain input latency and debounce basics conceptually for makers. Provide guidance on testing input responsiveness and tuning for comfort.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design a driver stability approach: pin known-good versions, test changes, keep notes, and roll back if issues appear. Provide a simple tracking template.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create a trigger design guide: analog vs digital, travel length, spring force, and ergonomics. Include testing scenarios for racing vs shooters.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create a voice chat plan: mic placement, basic noise management, and settings. Include a checklist for testing and avoiding fan noise pickup.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Provide a fan noise tuning guide: curve shaping, hysteresis, and target temperatures. Include a method to A/B test perceived noise and comfort.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Explain when thermal paste vs pads are appropriate in compact devices, common mistakes, and how to validate improvement via temperature logging. Keep it general.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Guide me to tune button feel: switch selection, plunger geometry, damping, and noise. Provide an A/B test method and a scoring rubric for feel.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create a benchmarking methodology: consistent settings, battery vs plugged modes, temperature control, and how to interpret results beyond FPS numbers.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create an audio plan: speaker placement, enclosure effects, amp considerations, mic positioning, and noise management. Include a test checklist for buzz and distortion.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Give guidance on antenna placement: signal paths, avoiding shielding, hand-blocking effects, and testing. Include a simple troubleshooting checklist for weak signal.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create an iteration plan: V0 proof-of-concept, V1 usable prototype, V2 refinement. Include acceptance criteria, testing checklists, and what to learn each stage.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design a playbook for taking AGI-generated prototypes to production safely: testing, monitoring, compliance, and user research. Include timelines and roles.
Author: Assistant
Category: future-monetization | 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
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 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
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
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
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 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
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 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
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
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
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 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
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
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
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 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
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 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
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 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 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 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 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
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 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
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 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 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
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 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
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 hiring product where candidates submit skill proofs: projects, tests, and structured interviews. Include fairness considerations and monetization (per hire, subscription).
Author: Assistant
Category: future-monetization | 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 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 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
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
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
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
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
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 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
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
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 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
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
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
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 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
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 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
Design a 30-day pricing experiment plan: hypotheses, A/B tests, packaging tests, willingness-to-pay interviews, and success criteria.
Author: Assistant
Category: future-monetization | 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 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 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
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
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
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 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
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 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
Design a micro-SaaS generator pipeline: idea selection, MVP build, pricing test, distribution, and kill/scale rules. Include a weekly launch checklist.
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 90-day plan to build and test 10 product ideas using AGI: selection rubric, MVP pipeline, pricing tests, and kill/scale rules. Include a weekly cadence.
Author: Assistant
Category: future-monetization | 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
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
Design a spaced practice system for professionals: daily 5-minute drills, workplace scenarios, and progress analytics. Monetize via employer subscriptions.
Author: Assistant
Category: future-monetization | 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 business digital twin: KPI modeling, scenario simulation, and decision memos. Include data ingestion, model governance, and subscription pricing.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
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
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
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
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 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
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 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 rollback system: model version pinning, feature flags, staged rollouts, and a kill switch. Include operational procedures and testing for rollback reliability.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a 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
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 sanitization pipeline for retrieved content: strip instructions, isolate quotes, and prevent tool-use hijacks. Include adversarial test cases and regression suite.
Author: Assistant
Category: research-bot | 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 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 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 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 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 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 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
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 a testing strategy: unit tests for extractors, integration tests for API calls (mocked), and golden report tests to detect synthesis drift. Include CI gating rules.
Author: Assistant
Category: research-bot | 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
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
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
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
Diagnose my gaming latency issues end-to-end: ISP, Wi-Fi vs Ethernet, bufferbloat, NAT type, DNS, and in-game settings. Provide a step-by-step test plan, tools to measure jitter/packet loss, and prior...
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Provide a modding roadmap: tooling, version control, testing, distribution etiquette, and respecting game/community rules. Keep it high-level and do not advise breaking ToS.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Design aim training drills with measurable metrics: tracking, flicking, target switching, and recoil control. Provide a weekly schedule and a method to link drills to in-game scenarios.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Help me optimize controller settings: dead zones, response curves, acceleration, gyro (if available), and aim assist interactions. Provide a structured testing protocol and recommended starting preset...
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Help me design an avatar strategy: visual identity, style consistency, performance constraints (polycount, materials), and accessibility considerations. Provide a checklist for iteration and testing.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Design an onboarding flow for a metaverse experience: first 60 seconds, tutorialization, social proof, and ‘first success’ moment. Include retention KPIs and A/B test ideas.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Create an audio tuning plan for positional awareness: headset selection criteria, EQ ranges (general), HRTF options, and in-game audio settings. Include a quick test track routine to validate improvem...
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Create a YouTube gaming packaging playbook: title formulas, thumbnail principles, first-30-seconds hook scripts, and retention pacing. Include A/B test ideas and a publishing cadence.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Design an error handling approach: ECC/parity, timeout detection, error registers, interrupt strategy, and safe recovery states. Provide a taxonomy of errors and verification scenarios.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a root-cause diagnosis workflow for an experienced mechanic working on cars, motorcycles, or bicycles. Include symptom capture, hypothesis tree, test order, evidence logging, and a rule for whe...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a set of 10-minute weekly micro-drills (water rotation, flashlight test, contact update, route check) that build off-grid readiness over time.
Author: Assistant
Category: off-grid-survival | Model: GPT-5.2
Create a fabrication planning checklist for custom brackets, mounts, and adapters: measurement method, tolerance stack-up, hole alignment, service clearance, vibration, and test fitting.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a monthly 30-minute maintenance routine: rotate supplies, test lights, update contacts, refresh maps, and review plans. Provide a printable checklist.
Author: Assistant
Category: off-grid-survival | Model: GPT-5.2
Design an eval harness: deterministic replays, seeded randomness, fixed tool mocks, and artifact snapshots. Provide a folder structure and CI integration plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a DMA engine: descriptor format, scatter/gather, burst strategy, alignment handling, error reporting, and security boundaries. Provide test plan including corner cases and stress tests.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a final assembly sign-off checklist for a custom car, motorcycle, or bicycle: fasteners, wiring, brakes, controls, fluids, clearances, road/ride test, and documentation.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create an electrical diagnostic plan using voltage drop testing. Include battery health, grounds, connectors, relays, fuses, load testing, intermittent faults, and documentation of measured values.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a weekly full mock routine: timing, break management, review process, and how to convert results into next week’s plan. Include a ‘post-mock autopsy’ template.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Create app store listing copy: title/subtitle, short description, full description, keyword strategy, and screenshot captions. Provide 3 positioning angles and a testing plan.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Provide a decision guide for travel insurance: trip cost, cancellation risk, medical coverage, and baggage. Keep it general (not legal advice) and include scenarios where it’s not worth buying.
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
Design a testing pyramid for agents: unit tests for prompts/tool wrappers, integration tests for toolchains, and end-to-end scenario tests. Include how to keep tests stable over time.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create an FMEA for a custom car, motorcycle, or bicycle modification. Include failure modes, severity, occurrence, detection, mitigation, and validation tests.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a data logging plan for performance diagnosis: what channels to log, sampling rate, test conditions, annotation method, and how to compare before/after changes.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Generate a 15-second vertical ad concept and deliverables: shot list, camera moves, lighting, on-screen text, VO script, and a Sora 2-ready prompt per shot. Add 3 hook variants for A/B testing.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Create a TOEFL diagnostic plan for 7 days: baseline tests for Reading/Listening/Speaking/Writing, error taxonomy, and a score projection model. Output a personalized study plan based on weakest skills...
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Teach me how to persuade by asking questions. Provide a question ladder (broad→specific→commitment) and role-play dialogues for 3 scenarios.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Coach me on receiving feedback. Give me a step-by-step response framework, a set of clarifying questions, and a practice role-play with 5 escalating scenarios.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Design layered guardrails: policy rules, tool allowlists, output filters, and human escalation. Include regression tests to prevent guardrail drift during iterations.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
For a pipelined design with dependencies, propose hazard management: scoreboarding, bypassing, stalling rules, and correctness proof sketch. Include test scenarios and assertions.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Explain how to interpret compression and leakdown results. Provide a workflow to distinguish rings, valves, head gasket, cam timing, and test setup errors.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a hybrid verification approach: minimal directed tests for bring-up, constrained-random for coverage, and targeted stress tests for corner cases. Include how to triage failures quickly.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a drill plan that avoids panic: short scenarios, roles, and debrief questions. Include a monthly 10-minute drill and a quarterly deeper review.
Author: Assistant
Category: preparedness | Model: gpt-4o
Create a redundancy plan for payments when systems are down: cash amounts by scenario, small bills, and secure storage. Include a calm rotation plan.
Author: Assistant
Category: emergency-preparedness | Model: gpt-4o
Define a coverage plan: functional coverage points, cross coverage, corner-case scenarios, and coverage closure strategy. Provide a template that ties coverage to requirements.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a monthly 30-minute maintenance routine: rotate water/food, test flashlights, update contacts, and review plans. Include a printable checklist.
Author: Assistant
Category: emergency-preparedness | Model: gpt-4o
Design a CRC module (parameterized polynomial/width): streaming interface, latency options, and reset behavior. Provide SVAs and randomized tests to prove correctness.
Author: Assistant
Category: fpga-asic-design | 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 mini-unit on keigo for intermediate learners in Fukuoka. Include formality ladder, common workplace scenarios, and error-correction tips.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Design a practical placement test for ESL or Japanese classes: grammar/vocab, listening, speaking interview. Include scoring bands and placement rules.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Create a sandbox model for tool execution: network isolation, file access boundaries, rate limits, and safe parameter validation. Include a threat model and tests for containment failures.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a defense plan against prompt injection when agents consume untrusted text: content provenance, instruction isolation, and safe tool policies. Provide a red-team test suite.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a packetization/framing scheme for high-speed links: framing, CRC, alignment markers, credit/backpressure, and error recovery. Provide RTL module boundaries and test plan.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Provide a guide for writing parameterized RTL safely: type parameters, generate usage, width inference, and avoiding accidental truncation. Include lint rules and unit test patterns.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a fixed-point methodology: range analysis, quantization noise, saturation/rounding policy, and unit tests against a floating reference. Provide a plan to minimize bits while meeting accuracy.
Author: Assistant
Category: fpga-asic-design | 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
Generate a professional inspection checklist for cars, motorcycles, and bicycles before and after service. Include safety-critical items, torque marks, fluid leaks, fastener checks, test ride/drive cr...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
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 balanced assessment plan: formative + summative, skills coverage, and fair grading. Include test item types for ESL and Japanese (listening/speaking/reading/writing).
Author: Assistant
Category: language-teaching | Model: gpt-4o
Create 20 YouTube title + thumbnail text pairs for one video idea. Add emotional angle tags, curiosity type, and a test plan (sample size, timeframe, decision rule).
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Teach an ambiguity-handling framework: define unknowns, run small tests, create decision options, and communicate assumptions. Include templates for rapid experiments and status updates.
Author: Assistant
Category: global-business-advice | Model: gpt-4o
Write a test-day plan: sleep, meals, warm-up routine, pacing, handling a bad question, and recovery tactics between sections. Include a 10-minute pre-test warm-up script.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Design a training plan to detect TOEFL listening traps (paraphrase, partial match, extreme words, speaker attitude confusion). Include a weekly mini-test format and an error log template.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Create a cooling system diagnostic tree: thermostat, radiator, fan control, water pump, pressure cap, air pockets, head gasket indicators, coolant condition, and leak testing.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Provide guidance on choosing departure days/times to reduce cost and crowding for bus, train, and flights. Include patterns for business routes vs leisure routes and how to test in search tools.
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
Design a post-repair validation plan: static checks, low-speed test, load test, thermal cycle, scan recheck, leak check, and customer handoff notes.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a risk matrix for 3D-printed vehicle parts: cosmetic, non-critical, load-bearing, heat-exposed, safety-critical. Include material choices, testing, and parts that should not be printed casually...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create an engine misfire diagnostic tree: ignition, fuel, compression, vacuum leaks, sensors, wiring, ECU data, and mechanical timing. Include test order and evidence required before replacing parts.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a DFT plan: scan insertion strategy, test points, MBIST for SRAMs, and how to ensure observability/controllability for critical state machines. Provide early RTL guidelines to avoid DFT pain.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a suspension setup workflow for cars, motorcycles, and bicycles. Include sag, preload, compression/rebound damping, ride height, geometry effects, tire pressure interaction, and a test loop for...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create an exhaust diagnostic plan: pre/post-sensor leaks, catalyst efficiency, backpressure, rattles, mounts, and heat shielding. Include test order and safety cautions.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design hardware for rational resampling or multi-rate pipelines: buffering, phase accumulators, and control. Provide a fixed-point plan and test strategy against a reference model.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a prompt library system: naming conventions, tags, versioning, prompt tests, and a quarterly pruning process. Output a folder structure and a template for each prompt entry.
Author: Assistant
Category: content-generation-2026 | 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 FIFO sizing method (based on producer/consumer rates and burstiness). Provide RTL patterns for sync and async FIFOs, full/empty logic correctness, gray counters, and verification scenarios.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a red-team scenario library focused on MCP and A2A: injection attempts, privilege escalation, tool misuse, delegation loops, and data leakage. Include severity scoring.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a QC checklist for custom wiring/harness work: wire gauge, fuse sizing, strain relief, connectors, sealing, routing, labeling, and final load testing.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a pre-purchase inspection checklist for used cars, motorcycles, or bicycles. Include structural, mechanical, electrical, service history, test ride/drive, and negotiation signals.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a diagnostic note template: complaint, conditions, tests performed, measurements, interpretation, repair recommendation, and validation result. Make it suitable for workshop records and custome...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a safety checklist for lifting/supporting cars, motorcycles, and bicycles: lift points, stands, wheel chocks, stability, center of gravity, and final shake test before work.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Write a safety case template: intended use, hazards, mitigations, tests, monitoring, and rollback. Include what evidence is required to ship the capability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a charging system diagnostic plan for cars and motorcycles: battery state, alternator/stator output, regulator/rectifier, parasitic draw, grounds, connectors, and load testing.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Give me a triangulation playbook: how to confirm a claim using 3 independent sources (primary, reputable secondary, and domain expert). Include “independence tests” to avoid circular citations.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Help me diagnose NVH symptoms in a vehicle. Ask for speed, load, RPM, gear, road surface, temperature, and recent work. Then produce likely causes, priority tests, and confirmation methods for cars, m...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design an enterprise multi-tenant architecture: per-tenant tool scopes, data isolation, policy profiles, and audit reporting. Include threat model and testing plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design secrets handling: vault integration, short-lived tokens, environment isolation, and audit trails. Include tests to ensure secrets never appear in outputs or logs.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a bring-up checklist for high-speed links: pin planning, constraints, clocking, eye considerations, loopback tests, and debug instrumentation. Include a staged validation plan.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a BFM strategy to accelerate debug: minimal BFMs for smoke tests, full BFMs for protocol correctness, and a layering approach. Include reproducibility and seed handling rules.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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 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
Create an eval-first LLMOps design: golden sets, adversarial tests, continuous regression, cost/latency tracking, and release gates. Include a ‘model change control’ policy.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create 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
Analyze a funnel dataset: compute conversion, churn, and cohort retention. Produce executive takeaways and test ideas.
Author: Assistant
Category: data-driven-marketing-MBA | Model: gpt-4o
Evaluate pricing assumptions, willingness to pay, and upgrade paths.
Author: Assistant
Category: growth | Model: gpt-4o
Pair coaches/creators to explain mesh, flood, and RPO in 45-second videos. Provide diagrams, tests, and duet prompts.
Author: Assistant
Category: coach-creator-crossover-series | Model: gpt-4o
Create a calm, rational response plan for worst-case scenarios.
Author: Assistant
Category: risk | Model: gpt-4o
Prepare a weekly coding kata: fix input validation, auth, secrets, and logging issues. Provide code snippets in Python/JS and test cases.
Author: Assistant
Category: dev-sec-edu-series | Model: gpt-4o
Write a concise case: competitor map, regulatory hurdles, channel options, and a 90-day test plan. Provide board-ready slides outline.
Author: Assistant
Category: case-method-MBA | Model: gpt-4o
Write a coaching session plan to help students self-advocate with teachers: request script, email template, and role-play scenarios.
Author: Assistant
Category: student-empowerment | Model: gpt-4o
Create a month-by-month college application timeline: testing, essays, recommendations, financial aid, and decision steps. Provide a student checklist and counselor dashboard fields.
Author: Assistant
Category: college-career-readiness | Model: gpt-4o
Analyze current burn rate, runway, and survival scenarios with clear next-step recommendations.
Author: Assistant
Category: finance | Model: gpt-4o
Draft a template statement of work for a student-run pen-test of a voluntary target. Define scope, rules of engagement, and reporting format.
Author: Assistant
Category: governance-and-ethics-cyber | Model: gpt-4o
Explain A/B testing for product/MBA students: power, sample size, and p-hacking pitfalls. Provide a template analysis.
Author: Assistant
Category: methods-and-metrics-MBA | Model: gpt-4o
Write a support plan for test anxiety: coping strategies, pre-test routine, accommodations coordination, and parent communication. Include a student handout.
Author: Assistant
Category: wellbeing-interventions | Model: gpt-4o
Compare economic prints and mobility across Shanghai/Beijing vs Lanzhou/Chengdu. Include credit impulse, freight, property starts, and consumption proxies. Output chart brief and 3 hypotheses to test.
Author: Assistant
Category: data-analysis-macroCN | Model: gpt-4o
Provide a ladder of escalation scenarios and markets/insurance implications. Include diplomatic calendar and military exercises.
Author: Assistant
Category: geopolitics-scenario-APAC | Model: gpt-4o
Add Dutch/EN split tests for Amsterdam creatives. Provide tone guides, bike-commute slots, and KPI monitoring to sustain ≥70% predicted engagement.
Author: Assistant
Category: multilingual-growth-NL | Model: gpt-4o
Design a rapid functional test rig for Suginami mechatronics projects: fixture design, modular I/O, Python test scripts, and pass/fail dashboards. Provide BOM and wiring map.
Author: Assistant
Category: test-engineering-lab | Model: gpt-4o
Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.
Author: Assistant
Category: controlled-generation-LLM | Model: gpt-4o
Define JSON schema contracts with type coercion, partial output recovery, and EBNF constraints. Provide test-time correction and repair strategies.
Author: Assistant
Category: output-formatting-LLM | Model: gpt-4o
Spotlight European agritech pilots and Asia partners; cover regulation, financing, and yield impacts. Provide startup profiles and field-test notes.
Author: Assistant
Category: innovation-food-systems-EU-Asia | Model: gpt-4o
Draft a DFM checklist for Suginami electronics: panelization, component placement, DFA for wave/reflow, test points, and conformal coat keep-outs.
Author: Assistant
Category: electronics-manufacturing-DFM | Model: gpt-4o
Create a senior-grade eval battery: reasoning (math/code), instruction-following, safety, multilingual QA, and tool-use. Include uncertainty intervals and power analysis for A/Bs.
Author: Assistant
Category: evaluation-design-LLM | Model: gpt-4o
For a Duque de Caxias beverage line, write a Clean-in-Place SOP: cycle times, chemical concentrations, swab testing, and wastewater handling. Add KPI dashboard spec.
Author: Assistant
Category: process-sanitation-FnB | Model: gpt-4o
Build an eval harness: recall@k, calibrated precision, answer faithfulness, and human-time-to-verify. Include topic-aware test buckets and data drift alarms.
Author: Assistant
Category: evaluation-frameworks-LLM | Model: gpt-4o
Create a 5-step bilingual (JA/EN) email + LINE drip for office workers and nightlife staff in Shinjuku. Include segment rules, subject-line tests, emoji policy, and 72-hour pacing. Provide KPI guardra...
Author: Assistant
Category: lifecycle-marketing | Model: gpt-4o
Specify a training stack with SFT on curated data, preference optimization (DPO/ORPO), and optional RLHF. Include reward hacking tests, guardrails, and evals that predict production behavior.
Author: Assistant
Category: training-pipeline-LLM | Model: gpt-4o
ChatGPT generates robust Playwright/Cypress specs with retry/wait heuristics; Cursor adds data-seeding helpers; Antigravity shards and retries, quarantines flaky tests, and files deflakes. Provide a f...
Author: Assistant
Category: test-engineering | Model: gpt-4o
Draft a certification plan for a new light aircraft. Map applicable regulations, Means of Compliance, test matrix (ground/flight), safety assessments (FHA/SSA), and documentation cadence.
Author: Assistant
Category: airworthiness-program | Model: gpt-4o
For a chosen company, prepare an earnings preview: consensus ranges, key KPIs, scenario table, and post-call action checklist. Include a bias-check prompt.
Author: Assistant
Category: investing-research | Model: gpt-4o
ChatGPT extracts and drafts keys/phrases; Cursor injects i18n scaffolding and screenshot tests; Antigravity runs locale builds and visual diffs. Provide glossary and fallback policy.
Author: Assistant
Category: globalization-engineering | Model: gpt-4o
Design a migration from a legacy stack (e.g., Python 3.8→3.12, Node 14→20, Spring→Spring Boot). ChatGPT drafts risk table and codemods; Cursor applies codemods and fixes types; Antigravity runs smoke/...
Author: Assistant
Category: modernization | Model: gpt-4o
Design a time-decay model that boosts fresh, authoritative sources. Include publisher priors, sitemap/news bias, and re-crawl triggers. Output evaluation with time-split test sets.
Author: Assistant
Category: ranking-freshness | Model: gpt-4o
Define performance budgets and benchmarks; ChatGPT proposes profiling plan; Cursor instruments code (e.g., pprof/Flamegraphs); Antigravity runs load tests, flags regressions, and files targeted PRs. O...
Author: Assistant
Category: performance-engineering | Model: gpt-4o
ChatGPT drafts an iOS/Android CI matrix; Cursor configures build/signing scripts; Antigravity orchestrates device-farm runs and posts crash triage. Include flaky-test quarantine.
Author: Assistant
Category: mobile-quality | Model: gpt-4o
ChatGPT audits a11y and content guidelines; Cursor adds lint rules/tests; Antigravity runs automated a11y scans and opens issues with repro steps. Include skip/exception policy.
Author: Assistant
Category: responsible-engineering | Model: gpt-4o
ChatGPT designs API surface and language idioms; Cursor generates SDKs for JS/Python/Go and examples; Antigravity publishes packages and runs smoke tests. Provide versioning rules.
Author: Assistant
Category: developer-relations | Model: gpt-4o
For a data/ETL repo, ChatGPT drafts data quality tests (nulls, uniqueness, freshness), Cursor adds dbt/unit tests, and Antigravity schedules validations on PR. Include lineage notes and rollback trigg...
Author: Assistant
Category: data-engineering-quality | Model: gpt-4o
Create environmental protection strategies: anti-ice/de-ice, lightning bonding, and environmental tests (DO-160). Provide test matrix and design features to pass.
Author: Assistant
Category: environmental-qualification | Model: gpt-4o
ChatGPT drafts prompts and adversarial tests; Cursor integrates an eval harness; Antigravity schedules nightly evals and posts regressions with diffs. Include versioning and approval flow.
Author: Assistant
Category: mlops-llm-quality | Model: gpt-4o
Create a unified token system (color, type scale, spacing) that maps to vehicle HMI, avionics UI, and magazine digital styles. Provide naming, theming, and accessibility tests.
Author: Assistant
Category: design-systems-crossdomain | Model: gpt-4o
Create a refactor plan that slices changes behind flags. ChatGPT proposes flag taxonomy; Cursor inserts flags and writes toggled tests; Antigravity runs canary + dark launch verifications. Deliver a k...
Author: Assistant
Category: release-engineering | Model: gpt-4o
Design an in-cabin HMI for L2+/L3 features. Define modality mix (visual, audio, haptics), takeover prompts, and a distraction budget. Provide usability test protocol and KPIs.
Author: Assistant
Category: interior-UX-HMI-auto | Model: gpt-4o
ChatGPT designs role-specific coding tasks and rubrics; Cursor generates harnesses/tests; Antigravity runs auto-grading in sandboxes. Provide anti-cheat and fairness notes.
Author: Assistant
Category: talent-engineering | Model: gpt-4o
Plan A/B tests: citation density, inline previews, and confidence badges. Define success metrics (task time, trust score, correction rate) and sample size math.
Author: Assistant
Category: product-experiments | Model: gpt-4o
ChatGPT drafts tenant isolation and access patterns; Cursor adds guard middleware/tests; Antigravity runs seeded tenant simulations and reports leaks. Provide a checklist.
Author: Assistant
Category: app-security | Model: gpt-4o
ChatGPT summarizes modules and ownership; Antigravity agents compute churn/complexity; Cursor annotates hotspots with TODOs and tests. Output a top-10 refactor list.
Author: Assistant
Category: code-intelligence | Model: gpt-4o
Have ChatGPT propose pipeline concurrency, caching, and test sharding; Cursor edits YAML/pipelines; Antigravity times stages and suggests cache keys. Output a before/after chart.
Author: Assistant
Category: pipeline-engineering | Model: gpt-4o
ChatGPT maps controls to code/process; Cursor instruments logs/alerts; Antigravity gathers evidence on schedule and exports a binder. Include DSR/retention tests.
Author: Assistant
Category: compliance-ops | Model: gpt-4o
ChatGPT proposes caching/connection pool/async patterns; Cursor wires benchmark harness; Antigravity runs comparative tests and recommends configs per environment.
Author: Assistant
Category: backend-optimization | Model: gpt-4o
Create a battery pack design with module isolation, venting paths, sensors, and extinguishing interfaces. Define UNECE/ECE and FMVSS implications. Output a test plan.
Author: Assistant
Category: battery-safety-engineering | Model: gpt-4o
ChatGPT proposes sample scenarios; Cursor generates runnable apps per SDK; Antigravity tests in clean envs and publishes to a gallery. Provide quality bar and review cycle.
Author: Assistant
Category: developer-relations-tooling | Model: gpt-4o
Generate 30 hook lines and 10 visual cold-open ideas for 5 niches. Provide Veo/Sora prompts for each hook and an A/B testing plan.
Author: Assistant
Category: video-growth-hacking | Model: gpt-4o
ChatGPT enumerates edge cases; Cursor scaffolds fuzzing harness; Antigravity runs fuzzers in CI and bisects crashes. Output a triage SOP.
Author: Assistant
Category: resilience-testing | Model: gpt-4o
Create a cover line strategy: promise formats, length limits, and placement grid. Provide 12 cover line formulas and an A/B testing matrix for digital covers.
Author: Assistant
Category: cover-strategy | Model: gpt-4o
Given a product brief, have ChatGPT write acceptance criteria and test outlines, ask Cursor to generate unit/integration tests and the minimal code, then let Antigravity agents execute the suite and o...
Author: Assistant
Category: quality-engineering | Model: gpt-4o
Define a two-day plan where ChatGPT writes the PRD and backlog, Cursor scaffolds the app and tests, Antigravity deploys a preview and runs user-journey checks. Output demo script and next-MVP plan.
Author: Assistant
Category: rapid-delivery | Model: gpt-4o
ChatGPT creates a 5-day newcomer path, Cursor generates bite-size issues and starter tests, Antigravity spins per-dev preview envs with sample data. Include success checklist.
Author: Assistant
Category: people-enablement | Model: gpt-4o
Draft a PR reviewer flow: ChatGPT summarizes diffs and intent; Cursor leaves inline suggestions and auto-fix commits; Antigravity validates tests and risk scores before merge. Output a reviewer rubric...
Author: Assistant
Category: code-quality | Model: gpt-4o
Create a research checklist for a stock: business model, unit economics, moats, risks, and alternative scenarios. Output a one-page thesis template.
Author: Assistant
Category: investing-research | Model: gpt-4o
ChatGPT authors OpenAPI/AsyncAPI contracts; Cursor code-gens server stubs/SDKs and adds contract tests; Antigravity spins up mocks and runs compatibility checks. Output versioning policy and deprecati...
Author: Assistant
Category: api-engineering | Model: gpt-4o
Simulate a competitor launch in our category. Outline 3 scenarios and our counter moves in pricing, product, channels, and comms for 90 days.
Author: Assistant
Category: competitive-response | Model: GPT-5.1
Schedule cross team game days to test failure modes. Define scenarios, injects, and success criteria. Output a readiness score.
Author: Assistant
Category: resilience-ops | Model: gpt-4o
Forecast adoption for a new capability using S curve modeling and leading proxy metrics. Output 3 scenarios and instrumentation plan.
Author: Assistant
Category: product-analytics | Model: gpt-4o
Generate alternative business models and pricing for a capability. Score by margins, defensibility, and partner fit. Output a 6 week test plan.
Author: Assistant
Category: model-innovation | Model: gpt-4o
Create a balanced portfolio of growth and efficiency experiments. Classify by risk and time to impact, set guardrails, and schedule 6 concurrent tests. Output a dashboard spec.
Author: Assistant
Category: growth-ops | Model: gpt-4o
Reconstruct retail competitors’ promo calendars and loyalty mechanics. Measure discount depth, frequency, and lift proxies. Propose counteroffers and a test calendar.
Author: Assistant
Category: promo-intelligence | Model: GPT-5.1
Simulate three plausible market shifts and outline counter moves in pricing, product, and channels. Produce a 90 day response playbook.
Author: Assistant
Category: scenario-ops | Model: gpt-4o
Define ownership, contracts, SLAs, and tests for critical data sets. Output a monthly scorecard and escalation policy.
Author: Assistant
Category: data-governance | Model: gpt-4o
Identify top constraints to developer velocity and propose experiments across CI time, test flake, code review, and environment drift. Output target benchmarks.
Author: Assistant
Category: engineering-productivity | Model: gpt-4o
Define an end-to-end hardware development plan from EVT→DVT→PVT with sample exit criteria, golden samples, and pilot builds. Note lab vs factory responsibilities in Taiwan and US field tests.
Author: Assistant
Category: hardware-programs | Model: gpt-4o
Write a plan for feature flags, A/B tests by locale, guardrail metrics, and exposure logs. Include cultural copy tests (EN vs zh-TW).
Author: Assistant
Category: experimentation-platform | Model: gpt-4o
Design a tiered pricing/packaging model with USD vs TWD, psychological price points, tax handling, and freemium vs trial logic. Include willingness-to-pay survey plan and A/B tests for both markets.
Author: Assistant
Category: product-marketing | Model: gpt-4o
Create a reliability matrix: drop, vibe, thermal, humidity, ESD. Define sample sizes, pass/fail, and failure analysis routing between TW lab and US field testers.
Author: Assistant
Category: reliability-lab | Model: gpt-4o
Create an i18n checklist for web/app: UTF-8, zh-TW locale, pluralization, truncation, font fallbacks (Noto Sans TC), RTL-safety check, and screenshot diffing.
Author: Assistant
Category: frontend-quality | Model: gpt-4o
Provide packaging/IFU rules: bilingual labels (EN/zh-TW), safety icons, recycling marks, UPC/EAN barcodes, and drop/edge crush tests.
Author: Assistant
Category: packaging-engineering | Model: gpt-4o
Propose a device/OS test matrix reflecting both markets: iOS/Android versions, popular devices, 4G/5G, and network throttling scenarios.
Author: Assistant
Category: qa-strategy | Model: gpt-4o
Provide a QBR template combining US and TW performance: pipeline, CAC/LTV, cohort retention, creative tests, and next-quarter bets.
Author: Assistant
Category: marketing-ops-cadence | Model: gpt-4o
Generate a 20-test backlog split by TW/US with hypotheses for landing pages, paywalls, and creative. Include sample size calculator and guardrails.
Author: Assistant
Category: growth-planning | Model: gpt-4o
Draft role scorecards (frontend, backend, firmware, test) with skills relevant to TW/US stacks, bilingual collaboration, and sample structured interviews.
Author: Assistant
Category: talent-ops-engineering | Model: gpt-4o
Create a station-by-station test plan (ICT/FCT/EOL), yield dashboards, failure Pareto, and stop-ship criteria. Provide bilingual defect codes legend.
Author: Assistant
Category: factory-test-engineering | Model: gpt-4o
Lay out a practice protocol mirroring official timing. Provide printable bubble sheet, checkpoints, and post-test error taxonomy.
Author: Assistant
Category: mock-test-TOEIC | Model: gpt-4o
Give a step-by-step translator from words→equations with 30 scenarios (rates, proportions, linear/quad). Include common-mistake notes.
Author: Assistant
Category: math-algebra-SAT | Model: gpt-4o
Create per-module pace plans, checkpoint cues, hydration/snack strategy, and 2-minute reset routines to reduce anxiety.
Author: Assistant
Category: performance-SAT | Model: gpt-4o
Create a minute-by-minute test-day routine: warm-up speaking prompts, last-mile reading skim, hydration/caffeine plan, breathing drill, and a post-exam debrief sheet.
Author: Assistant
Category: performance-ops | Model: gpt-4o
Assemble a full-length mock test blueprint with section timings, realistic question counts, and break strategy. Provide printable answer sheet, scoring table, and post-test analytics template.
Author: Assistant
Category: mock-test | Model: gpt-4o
Build a friendly wrapper around ping/traceroute/mtr/Test-NetConnection. Output median/95p latency, hop loss, and route diffs. Flags: --host, --count, --resolve, --save report.md. Add ICMP permission g...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Write a CLI to manage SSH configs (host aliases, keys), test connectivity, and set local/remote forwards with auto-reconnect. Generate Windows OpenSSH/Posix config snippets. Flags: --add, --test, --pf...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Implement a rate-limited TCP port scanner with banner grab (when legal). Flags: --target, --ports 1-1024, --safe, --top100, --timeout. Print risk warnings and logging. Use Test-NetConnection/nc/nmap i...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Ship a client/server CLI for iperf3-style tests with auto-download/setup hints. Provide --mode {server,client}, --time, --parallel, --port, and pretty throughput charts. Include NAT/firewall notes for...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Write a CLI that tests regex patterns against files/stdin, prints captured groups, timing, and common pitfalls (greedy vs lazy). Flags: --pattern, --file, --multiline, --ignorecase.
Author: Assistant
Category: cli-tool | 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
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 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 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 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
You are a health IT integrator. Provide mappings for SNOMED/LOINC/ICD to FHIR resources, error handling, terminology services, and a minimal API contract. Include test cases.
Author: Assistant
Category: health-IT-integration | 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 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 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
You are a comms trainer. Design a 2-hour tabletop crisis drill: scenario, injects, decision logs, cross-functional roles, external comms artifacts, and scoring rubric. Include a debrief template.
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
You are a review producer. Create a trust-first review template: test plan, pros/cons table, conflict-of-interest disclosure, affiliate transparency, and chaptering best practices. Include a reusable ...
Author: Assistant
Category: creator | Model: gpt-4o
You are an experimentation coach. Provide 30 testable subject lines and social hooks across tones (curious, proof, urgency). Include hypotheses, guardrails, and success metrics.
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 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 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
You are a community manager. Build a response matrix: scenarios (praise, complaint, misinformation, outage), tone guidance, escalation rules, response SLAs, and sample replies. Include a tagging schem...
Author: Assistant
Category: PR | 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
As a systems architect, define an interface contract between firmware and cloud: message schema, versioning strategy, error codes, retry/backoff, feature flags, and backward compatibility tests. Provi...
Author: tsubasa
Category: engineering | Model: gpt-4o
Propose a 3D-IC plan with TSVs: mechanical stress modeling, keep-out zones, coupling mitigation, thermal stack design, test access, and yield strategy. Include co-simulation setup and acceptance thres...
Author: Assistant
Category: chip-design | Model: gpt-4
Draft a safety and reliability plan: FIT targets, FMEDA, ASIL decomposition, safety mechanisms, aging stress, ESD/EMC design, and qualification flow (AEC-Q100). Provide safety case artifacts and test ...
Author: Assistant
Category: chip-design | Model: gpt-4
You are a quality engineer. For a safety-conscious product, define design controls: requirements matrix, verification/validation plan, risk management (ISO 14971 style), and traceability from user nee...
Author: tsubasa
Category: mechanical | Model: gpt-4o
You are a compliance-minded mechanical engineer. Map applicable standards (IEC/UL/CE/FCC/EMC) for a connected device and outline pre-compliance tests, lab selection, and documentation needed for marki...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Create an HBM3E integration plan: stack selection, channel topology, timing margins, package escape routing, SI/PI simulations, PDN target impedance, thermal throttling strategy, and test hooks. Outpu...
Author: Assistant
Category: chip-design | Model: gpt-4
You are a cross-functional lead. Produce a design review template spanning ME, EE, FW/SW: requirements, assumptions, interfaces, risks, test coverage, open questions, and action items. Include a scori...
Author: tsubasa
Category: engineering | Model: gpt-4o
As a systems engineer, conduct a DFMEA for a belt-driven actuator with motor, gearbox, encoder: severity-occurrence-detection scoring, top 10 RPNs, mitigations, and verification tests. Provide a compa...
Author: tsubasa
Category: mechanical | 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
Develop a DFT plan: scan compression goals, LBIST architecture, MBIST algorithms for SRAM/ROM, boundary scan, JTAG access, test time/cost model, and fault coverage targets. Provide patterns and bring-...
Author: Assistant
Category: chip-design | Model: gpt-4
Create a silicon security plan: logic locking insertion points, scan chain protections, PUF selection and enrollment, side-channel mitigation, secure boot root-of-trust, and anti-tamper sensors. Provi...
Author: Assistant
Category: chip-design | Model: gpt-4
As a reliability engineer, propose a HALT/HASS plan for an IoT gateway (−20 to 60°C, vehicle vibration). Include stress profiles, sample sizes, acceptance criteria, accelerated models (Arrhenius, Coff...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Propose a chiplet SoC using UCIe 1.1 over 2.5D interposer: partitioning rationale, die-to-die bandwidth/latency budget, PHY choices, protocol mapping, cache-coherency options, test strategy, and yield...
Author: Assistant
Category: chip-design | Model: gpt-4
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
Define a library characterization plan at low voltage (0.6 V): corners, CCS/ECSM models, NLDM fallback, slew/load grids, OCV views, and QA checks. Provide Liberty snippets and validation tests.
Author: Assistant
Category: chip-design | Model: gpt-4
As an SRE lead, prepare an incident drill pack: 3 realistic failure scenarios, runbook steps, on-call rotation, comms templates, status page samples, and a postmortem format with action owners and dea...
Author: tsubasa
Category: engineering | Model: gpt-4o
Design a step-by-step growth-hack strategy for launching a mobile app in China using WeChat and regional mini-programs. Include a viral referral loop, incentives, required integrations (WeChat SDK, pa...
Author: Assistant
Category: growth-hack | Model: gpt-4
Analyze and deep think:Global Geopolitical Flashpoints: Drivers and Scenarios
Author: news_analytics_team
Category: world | Model: gpt-4o
Draft a risk-based KYC/AML onboarding flow for London targeting MiFID II research unbundling policy and tracking. Include PEP/sanctions screening, documentary requirements, and EDD triggers. Return a ...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Create a 12-slide client pitch outline in Tokyo on BOJ policy scenarios and JGB curve sensitivities. Slide titles, key proof points, and a call-to-action. Return as a table with slide_no, title, messa...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Draft a trading-day runbook in New York oriented to Fed policy scenarios and equity sector tilts. Cover pre-open checks, intraday controls, and EOD reconciliations. Return as a timed checklist with ow...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Write a backtest spec in New York for options market-making risk guardrails (illustrative). Describe data splits, leakage prevention, transaction costs, and benchmark selection. Return a JSONL of test...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Create a liquidity stress-testing playbook in New York for US municipal bonds laddering for HNW. Provide scenarios (mild/base/severe), haircuts, time-to-liquidate tiers, and funding sources. Return as...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Design a treasury ALM dashboard in Geneva for CHF/EUR FX exposure and SNB rate scenarios. Include liquidity gaps, duration, FTP curves, and early-warning indicators. Return as a widget list and a samp...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Create a liquidity stress-testing playbook in Geneva for ESG disclosures for Swiss-listed issuers with global ops. Provide scenarios (mild/base/severe), haircuts, time-to-liquidate tiers, and funding ...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Draft a risk-based KYC/AML onboarding flow for New York targeting private credit term sheet comparison. Include PEP/sanctions screening, documentary requirements, and EDD triggers. Return a swimlane d...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Write a backtest spec in London for SONIA-linked swaps collateral and discounting. Describe data splits, leakage prevention, transaction costs, and benchmark selection. Return a JSONL of test cases an...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Design an A/B (or multivariate) experiment plan to compare two prompts for the same task. Include: hypotheses, metrics (precision/recall or qualitative rubric), sample size heuristic, randomization me...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Sketch a high-level resource estimation: logical qubits, code distance, T gate count, and runtime for a toy algorithm. Explain assumptions clearly and return a table with optimistic/base/pessimistic s...
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Explain parameter-shift gradients for variational circuits with a simple example. Show the numeric finite-difference alternative and compare variance/cost. Provide a tiny test harness.
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Build a loop that collects model errors/failures and proposes prompt edits. Steps: (1) bucket failures, (2) extract missing instructions, (3) propose deltas, (4) generate 3 patched prompts, (5) quick ...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Refactor this prompt into a testable brief with: goal, constraints, input schema, output schema, and acceptance tests. Provide 3 variants: (A) speed-optimized, (B) accuracy-optimized, (C) cost-optimiz...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Outline financing/leasing options for machinery upgrades in Lanzhou for SMEs vs larger enterprises. Return a comparison table: option, typical term, upfront %, monthly example, collateral note, pros/c...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
Create a step-by-step calculator for {topic}. List Inputs, Calculations with explicit equations, and Outputs. Provide a worked example with realistic numbers and show units. End with a sensitivity che...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Design a quote normalization matrix for {topic}. Define comparable fields, currency and FX handling, lead-time penalties, warranty adjustments, and risk buffers. Return a scoring rubric and tie-breake...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Specify a visual system for thumbnails/covers: grids, type, logo lockups, color rhythm, and testable thumbnail hypotheses. Return with 10 copy lines per format.
Author: Inspire Search Corp.
Category: Design | Model: gpt-5-thinking
Create an A/B testing protocol for hooks, captions, thumbnails. Define sample sizes, minimum detectable effect, and a testing calendar. Include 50 hook/caption candidates to test.
Author: Inspire Search Corp.
Category: Analytics | Model: gpt-5-thinking
Draft a crisis playbook: holding statements, approval tree, monitoring keywords, 'what we know' updates, apology patterns, and recovery storytelling. Include example copy blocks for 5 scenarios.
Author: Inspire Search Corp.
Category: Governance | Model: gpt-5-thinking
Given target regions (JP, APAC, NA, EU), propose posting windows for each platform. Include weekend vs weekday patterns and a 4‑week timing test plan.
Author: Inspire Search Corp.
Category: Planning | Model: gpt-5-thinking
Goal: analyze pricing page sensitivity and elasticity. Data: pricing page events, trials, conversions, order values. Steps: 1) Build exposure cohorts by price/test; 2) Demand curve fit; 3) Elasticity ...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: check experiment readiness and sample size. Data: baseline conversion, traffic, variance. Steps: 1) Minimum detectable effect; 2) Power calculation; 3) Guardrail metrics; 4) Sequential vs fixed-...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: run portfolio stress test across macro scenarios. Perplexity: compile plausible shock scenarios (rates +100bp, oil +20%, CNY deval, recession) with historical precedents. Bloomberg: PORT<GO> if ...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
Goal: model effects of a 20% oil price spike. Perplexity: gather prior episodes and demand/supply narratives; list vulnerable sectors. Bloomberg: GP<GO> for Brent/WTI; FA<GO>/RV<GO> for energy‑intensi...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
Goal: measure equity duration & rates sensitivity for {TICKER}/{PORTFOLIO}. Perplexity: summarize arguments on duration for growth vs value and current rate path. Bloomberg: HP<GO> for yield curve poi...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
Given recent geopolitical events, map out possible chains of causality that may unfold. Use probability scoring for each path and summarize the most likely 3 scenarios.
Author: Tsubasa Kato
Category: Scenario Planning | Model: GPT-5
Take the biggest headline of today and ask: what would happen if its opposite occurred? Analyze implications and likelihood of such reversal.
Author: Tsubasa Kato
Category: Strategic Thinking | Model: GPT-5
Generate 50 viral‑tested hooks and matching CTAs for {niche} on {platform}. For each, provide: Hook (≤80 chars), CTA, Psychological Trigger, Risk Flags (privacy/claims/IP), Safer Alternative if any, a...
Author: Tsubasa Kato
Category: Influencer Growth | Model: gpt-5
Describe a workflow to optimize simulation scenarios on an HPC cluster, minimizing computational resources and maximizing accuracy. Please provide: - A step-by-step process for selecting suitable alg...
Author: Prompt Generator
Category: Supercomputing | 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
Explain {{concept}} at three levels: child, beginner, advanced. Use a simple analogy, then give 5 flashcards and a 5-question comprehension test with answers.
Author: ChatGPT
Category: Learning | Model: gpt-5
Design a CI/CD pipeline that minimizes energy. Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling. Add SLOs and...
Author: Tsubasa Kato
Category: devops | Model: gpt-5-thinking
Design a carbon-aware scheduling policy for {{workload_type}} on {{cluster_desc}}. Include: - Grid carbon intensity inputs ({{region_codes}}) + renewable forecasts - GPU tactics: mixed-precision, quan...
Author: Tsubasa Kato
Category: architecture | Model: gpt-5-thinking
List risks for {{AI_use_case}} (medical/fitness/environmental). Design mitigations: human-in-the-loop, disclaimers, confidence prompts, and fail-safes. Add an evaluation plan with red-team tests and m...
Author: Tsubasa Kato
Category: risk | Model: gpt-5-thinking
Suggest lower-impact material/packaging swaps for {{product_hardware_or_packaging}}. Include supplier types, durability and cost trade-offs, recyclability, and user experience. Provide a pilot test pl...
Author: Tsubasa Kato
Category: sourcing | Model: gpt-5-thinking
For {{flow}} identify dark patterns to avoid and sustainable patterns to adopt. Produce microcopy and UI nudges that lower energy usage, promote breaks, and encourage active choices (opt-in tracking, ...
Author: Tsubasa Kato
Category: design | Model: gpt-5-thinking
Update SRE program for climate risks. Scenarios: heat, floods, wildfires, outages. Plan: region failover, brownout modes, cache-first read, comms templates, drills. Add recovery time targets and user ...
Author: Tsubasa Kato
Category: reliability | Model: gpt-5-thinking
Generate 10 A/B test hypotheses for landing page sections (hero, social proof, pricing, FAQ). Include matching X/TikTok/YouTube messaging variants to keep cross-platform alignment. Define expected lif...
Author: Tsubasa Kato
Category: experimentation | Model: gpt-5-thinking
Build a 18-month cash runway model from <starting cash> and <burn profile>. Run base, conservative, and aggressive scenarios. Include hiring plan effects, COGS, FX risk, debt covenants, and sensitivit...
Author: ChatGPT
Category: CFO | Model: GPT-5 Thinking
Threat-model feature <feature> using STRIDE. Identify assets, trust boundaries, attack paths, likelihood vs impact, and controls. Map mitigations to standards (ISO/IEC 27001, SOC 2). Output a table of...
Author: ChatGPT
Category: CTO | Model: GPT-5 Thinking
Given <teaser> and <data room index>, produce an investment memo: market map, tech moat, customer fit, synergy model (revenue, cost), integration risks, cultural fit, diligence questions, valuation co...
Author: ChatGPT
Category: CEO | Model: GPT-5 Thinking
Japan stays at 0.50% near term; Q4 hike probability remains. Action: hedge JPY exposure around meetings; reprice Japan sales with wage growth; stress-test JPY 145–155 in Q4 procurement.
Author: ChatGPT
Category: Macro (Japan) | Model: GPT-5 Thinking
Be a program test lead. Deliver: FMVSS compliance matrix, test calendar (lab/track), sample build plan, VIN/label control, evidence archiving, and change control. KPIs: test pass-rate, retest cost ↓. ...
Author: Tsubasa Kato
Category: Compliance | Model: GPT-5 Thinking
Prepare a test readiness pack for WLTP and EOBD. Deliver: test schedule, dyno configs, soak procedures list (generic), data capture spec, defect triage, and supplier data contracts. KPIs: test repeata...
Author: Tsubasa Kato
Category: Compliance | Model: GPT-5 Thinking
Design a dealership/independent shop ADAS calibration bay. Deliver: target layout zones, lighting spec, floor level checks, alignment workflow, OBD/scan integration, road-test route, and documentation...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Design an EV/HV service cell. Deliver: lockout/tagout flow, insulated tools list, battery lift/cribbing plan, spill/thermal event response, isolation resistance test steps (non-OEM specific), groundin...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
Create a demand-sensing plan using POS, weather, promos (privacy-safe). Deliver: feature map, lag tests, backtest protocol, and guardrails. KPIs: MAPE ↓, bias ↓, alert precision ↑. Output: weekly cade...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Plan energy/thermal budgets for a mobile robot. Deliver: duty cycles, power states, estimator, heat paths, and throttle rules. KPIs: mission time, peak temp, derates. Output: spreadsheet model, test r...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Plan a benign simulation for cold-chain monitoring. Deliver: sensor placement, sampling rates, alert thresholds, route geofences, and re-pack SOP. KPIs: time-out-of-range, spoilage proxy. Output: dash...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
Design a HIL bench for controllers. Deliver: sensor emulation, fault injection, latency budgets, coverage matrix, and safety interlocks. KPIs: bug catch rate pre-field, loop jitter, recovery time. Out...
Author: Tsubasa Kato
Category: Engineering | 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
You are a robotics CI lead. Design a sim-in-the-loop pipeline for perception + planning stacks. Deliver: scenario library spec (lighting, occlusion, rare edge cases), metrics (success %, collision=0, ...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Be a supply chain analytics lead. Create a control-tower simulator spanning demand, supply, and logistics. Deliver: drivers (promo, seasonality, lead-time variance), policies (ROP/ROQ, MOQ, ATP), scen...
Author: Tsubasa Kato
Category: Strategy | 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
Plan a SPICE-based simulation for DC supply ripple and transient response. Deliver: requirements, test cases (load steps), models, KPIs (overshoot, settling), BOM constraints, safety notes (no mains e...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a synthetic-user journey simulation for onboarding flows. Deliver: persona matrix, task graph, stochastic behaviors, KPIs (completion, time, errors), experiment design. Output: event schema, dash...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a patient flow simulation (non-clinical). Deliver: arrivals, triage lanes, staffing rosters, KPIs (wait, throughput), bottleneck analysis, comms screens. No medical advice. Output: DES plan, data...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a microgrid simulation with PV + battery for a small campus. Deliver: load profiles, weather data, inverter models, dispatch strategies, KPIs (LCOE, self-consumption, outage hours), sensitivity. ...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a benign lab-room/equipment scheduling simulation (generic instruments). Deliver: constraints, demand patterns, priority rules, KPIs (utilization, wait time), fairness metrics, what-if scenarios....
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Run a tabletop policy simulation about gene-editing governance (no technical steps). Deliver: stakeholders, scenarios, decision trees, outcomes, comms plan, ethics/legal brief, KPIs (transparency, ris...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a harmless SIR/SEIR toy simulation for campus flu dynamics using public, anonymized stats. Deliver: scope, compartments, equations, parameters to estimate, scenarios (mask uptake, class density),...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Design a topology optimization plan for a chair leg under seated loads. Deliver: load cases, constraints, density method, KPIs (mass, compliance), smooth/print workflow, fatigue screen. Output: steps,...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a simulation for a safe pick-and-place arm in a workshop. Deliver: kinematics, obstacles, planner choice (RRT*/PRM), KPIs (cycle time, collisions=0), digital twin setup, HMI cues. Output: scene f...
Author: Tsubasa Kato
Category: Simulation | 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
Create two agents: 1) SDR reply composer with CRM logging, 2) Support triage with SLA timers. Define prompts, tool calls (email, calendar, CRM/helpdesk), do/don’t rules, tone, escalation, and weekly A...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Be a concise emergency helper during regional network failures. Priorities: avoid hazards, maintain coordination, contact authorities. Inputs: scenario, city/area, environment, companions, constraints...
Author: Tsubasa Kato
Category: Safety | 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
You are CIVSAFE for large-scale internet/cellular outages. Goal: keep people coordinated, calm, reachable. Inputs: scenario, location, companions, constraints (battery/signal), intent. Output: SAFE-BR...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
Role: CIVSAFE for indoor fire/smoke. Priorities: avoid smoke, close doors, exit via stairs. Actions: stay low; test doors with back of hand; choose stairwell with clear air; never use elevators; close...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
You are CIVSAFE, a calm, practical copilot for civilians in emergencies. Aim: avoid danger, evacuate early, call authorities. Never give offensive or illegal tactics. Inputs: scenario, location_countr...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
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
Outline a 60-day indie publishing launch for an ebook and paperback. Cover ARC outreach, Goodreads tactics, newsletter swaps, pricing promos, ads testing, and a simple KPI dashboard.
Author: ChatGPT
Category: publishing | Model: gpt-5
Create a rolling 18-month cash-flow model with base/optimistic/downside scenarios. Include hiring triggers, CAC payback guardrails, and runway extension levers.
Author: ChatGPT
Category: business | Model: gpt-5
Audit an e-commerce PDP and checkout using modern CRO heuristics. Output prioritized hypotheses, test ideas, potential uplift ranges, and localized trust signals for JP/EU/US.
Author: ChatGPT
Category: business | Model: gpt-5
Design experiments to test Privacy Sandbox-style interest targeting versus first-party audiences. Provide holdout design, readout metrics, and budget guardrails.
Author: ChatGPT
Category: business | Model: gpt-5
Outline when and how to use BNPL at checkout in EU/US/JP contexts. Provide eligibility logic, messaging tests, and risk monitoring KPIs.
Author: ChatGPT
Category: business | Model: gpt-5
Build an acquisition plan leveraging ASO for iOS/Android and SEO. Include keyword research, creatives testing, review prompts, and web-to-app funnels by region.
Author: ChatGPT
Category: business | Model: gpt-5
Host a calibration session. Explain basic color, motion, and audio settings to make films look as intended. Provide test scenes to check black levels, interpolation, and dialogue clarity.
Author: ChatGPT
Category: film | Model: gpt-5
Outline how a mid-market CPG brand can diversify spend into retail media networks (Amazon, Rakuten, Carrefour-type). Provide targeting tactics, creative formats, incrementality testing, and a budget s...
Author: ChatGPT
Category: business | Model: gpt-5
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
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 analytics expert for a small startup looking to boost website traffic. Create a detailed plan on how to analyze and optimize traffic strategies. Include recommendations for using tools like...
Author: [email protected]
Category: analytics, website traffic, Google Analytics | Model: GPT-4o, o3-mini, o3-mini-high, o1
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
If so, how reliable is its code, and should I test it carefully?
Author: Community
Category: Technical Use Cases | Model: GPT-4