Showing results for "targeted-tests"
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
Propose a multi-stakeholder strategy—education providers, industry partners, and government—that targets high-demand sectors, builds apprenticeships, and measures impact on employability and productiv...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Analyze how formal economic planning bodies translate agenda items and strategic priorities into long-term macro targets and sectoral roadmaps. Compare different approaches to setting credible, monito...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Assess the structure and effectiveness of national ocean policies, including marine protected areas and plastic waste measures. Develop a set of metrics for ecological outcomes, economic impacts, and ...
Author: Curioprompt
Category: Science | 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 policy toolkit that reduces bureaucratic overhead for small businesses while mitigating energy cost risks, including regulatory simplification, energy market reform, and targeted credits, plu...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
Map the ripple effects of external trade restrictions on a major export sector, analyzing supply chain adjustments, product standardization, and targeted government support to maintain livelihoods. Pr...
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
You are an elite, highly specialized 'Indonesia Maritime Logistics and Investment Strategy Consultant' with deep expertise in Southeast Asian infrastructure economics, geopolitical trade policy, and a...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are 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 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 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
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
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
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
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
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
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
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
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
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 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
Design a hybrid input UX: touch targets, controller navigation, keyboard invocation, and accessibility. Include UI layout guidelines for 7–10 inch screens.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design power profiles for handheld use: quiet, balanced, performance. Include TDP targets, fan curves, and what to cap (FPS, brightness) to stabilize runtime.
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
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
Design a plan to self-improve ranking/retrieval safely: offline eval sets, interleaving/AB tests, bias checks, and rollback on metric drops.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 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 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 an agent that improves error handling: retries, timeouts, and clearer exception types. Require integration tests and telemetry validation post-deploy.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 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
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 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
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 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
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 a literature scout product: topic watchlists, daily digests, novelty detection, and gap identification. Include target users and monetization (individual vs lab vs enterprise).
Author: Assistant
Category: future-monetization | 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
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 “verified output” product line: audits, provenance, citations, watermarking, and compliance reports. Include target customers, pricing tiers, and a go-to-market plan.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design characterization tests for legacy code before refactoring: capture I/O behavior, edge cases, and performance baselines. Use them as a gate for changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design 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 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 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
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
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
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 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 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 process to generate integration tests from anonymized traffic patterns (no PII). Require privacy filters, sampling, and periodic review.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design 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
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
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 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 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 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 a loop to detect memory leaks: reproduce with stress tests, capture heap snapshots, propose fix, and verify stability. Include regression tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design 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
Build a dependency graph indexer and an impact analyzer that estimates blast radius of a change and picks appropriate test suites and reviewers.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a 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
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
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
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
Design a reviewer UX: diff summaries, risk flags, test results, and “approve with conditions.” Include prompts that help humans spot hidden risks quickly.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an automated PR reviewer that adds checklists, risk annotations, and required evidence links (tests, benchmarks, docs). It must not auto-merge without gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 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 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
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 secret-handling: vault integration, redaction in logs, and automated leak scans on diffs, logs, and artifacts. Include fail-closed behavior.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create 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
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 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 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 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 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 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
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 a tracing and logging spec for the self-edit loop: prompts, tool calls, diffs, test results, deploy events, and user impact metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create 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 a safety case template per capability: hazards, mitigations, tests, monitoring, rollback, and residual risk. Require evidence links and sign-off rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create 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 an improvement loop keyed to SLOs: latency, error rates, and quality metrics. Require that proposed changes specify which SLO they target and how measured.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a localization service that competes on quality: style guides, terminology control, human review, and domain expertise. Include pricing and target verticals.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design a 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
Create an agent that rewrites error messages for clarity, adds error codes, and links to docs. Verify improvements via support ticket taxonomy and A/B testing.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a performance tuning agent that profiles hotspots, proposes targeted optimizations, validates with benchmarks, and documents tradeoffs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 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 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
Design a safe loop where the AI proposes code changes: unit tests, static analysis, security scans, human review, and staged deployments. Include stop rules and rollback plans.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a 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
Design safe A/B testing for AI changes: guardrails, user segmentation, sensitive cohorts, and safe metrics. Include ethics considerations and how to interpret ambiguous outcomes.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a 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 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 framework that allocates budgets to capability gains vs safety work (testing, monitoring, red-teaming). Provide a weekly cadence and a KPI set that prevents ‘capability-only’ drift.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a 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 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
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 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
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
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
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 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
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 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
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
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
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 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 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
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
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
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
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
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
Provide a decision framework for choosing an engine: target platforms, networking, tooling, team skillset, and performance constraints. Include a phased prototyping plan and risk register.
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
Outline viable business models for metaverse projects: subscription, cosmetics/UGC, tickets, brand activations, and services. Include pros/cons, required capabilities, and KPI targets.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
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
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
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
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
Design an enterprise multi-tenant architecture: per-tenant tool scopes, data isolation, policy profiles, and audit reporting. Include threat model and testing plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a 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
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 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
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
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
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
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
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
Design a BFM strategy to accelerate debug: minimal BFMs for smoke tests, full BFMs for protocol correctness, and a layering approach. Include reproducibility and seed handling rules.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create 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 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
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 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
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 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
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
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
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
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
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
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 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
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
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 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
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
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 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
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 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
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
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
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
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
Create a PBL project: students create a bilingual mini city guide (Tokyo or New York). Include milestones, language targets, peer review, and final presentation format.
Author: Assistant
Category: language-teaching | Model: gpt-4o
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 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
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 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 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
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 50-minute communicative ESL lesson plan for Tokyo learners. Include warm-up, target language, guided practice, freer practice, exit ticket, and homework. Provide materials list and board plan...
Author: Assistant
Category: language-teaching | Model: gpt-4o
Create a TOEFL Reading playbook by question type (inference, detail, vocabulary-in-context, negative fact, sentence insertion, summary). Provide timing targets, traps, and a drill set with answer-chec...
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
For an FPGA target, propose how to map multiplies/adds to DSP blocks vs LUTs, including bit-width planning, packing, pipeline stages, and timing considerations. Provide a resource estimation template.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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 a DAW template for my genre: track layout, buses, gain staging targets, basic processing chain, and export settings. Include naming conventions and a quick ‘session hygiene’ checklist.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
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
Generate caption files, alt-text guidelines, and accessibility checks for a content set. Include reading level targets, on-screen text contrast rules, and audio description suggestions.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Create an error taxonomy for TOEFL writing/speaking (articles, tense, agreement, word form, prepositions, run-ons). Provide targeted mini-drills and a weekly review system.
Author: Assistant
Category: toefl-2026 | 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
Create a go-bag checklist tailored to my climate and household (solo/couple/family/pets). Include a minimal kit, a 72-hour kit, and a car kit, with weight targets.
Author: Assistant
Category: emergency-preparedness | Model: gpt-4o
Create a price monitoring system for flights and trains: fare alerts, target prices, booking windows, holiday demand, and buy/hold decision rules. Include a spreadsheet schema.
Author: Assistant
Category: world-travel-planning | Model: GPT-5.2
Create an input plan using academic-style audio: lecture topics, note-taking targets, and summarization tasks. Include a ‘shadowing’ option and a weekly comprehension check.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
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 activity ideas that use local context: stations, maps, menus, transit, events—tailored to Tokyo, Fukuoka, and New York. Include language targets and extensions.
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 an orchestration palette for a target mood: instrumentation, doubling rules, articulation choices, and example textures. Provide a ‘do/don’t’ list to avoid muddy mixes.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
For FPGA targets, propose a placement strategy: pblocks/regions, timing-driven placement constraints, and critical path isolation. Include how to balance routability vs performance.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Help me craft high-signal search queries: keyword expansion, exclusion terms, site/domain targeting, and multilingual variants. Provide a template and 10 examples.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Write a rehearsal communication guide: how to give feedback, run sectionals, set tempo targets, and resolve disagreements. Include scripts for leaders and for new members.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create three go-bag lists: minimal (everyday), 72-hour, and family/pet. Include weight targets and substitution options for different regions.
Author: Assistant
Category: off-grid-survival | Model: GPT-5.2
Design a writing feedback workflow for teachers: minimal marking, codes, targeted comments, and revision cycles. Include examples for ESL and Japanese writing.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Design a reading speed program: skimming, mapping paragraphs, and targeted rereads. Include timers, weekly benchmarks, and drills for keeping accuracy above 80%.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Design a catch-up plan for students who fall behind: micro-goals, targeted practice, and supportive communication. Include a 2-week recovery schedule.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Create a 4-week practice plan for my instrument (specify: piano/guitar/violin/drums/voice). Include warm-ups, technique drills, repertoire goals, tempo targets, and a weekly mock performance. Add a ti...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Given target throughput, latency, power, area, and interfaces, produce a trade study that maps requirements to candidate microarchitectures (pipeline vs iterative, SIMD vs systolic, cache vs scratchpa...
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Explain a safe mastering chain for students: limiter, loudness targets, clipping risks, and how to compare to references. Include export specs for streaming and video platforms.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
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 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
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
Create a strategy for high target scores: advanced vocabulary, grammar range, nuanced examples, and speaking clarity. Include a weekly plan and a rubric-based improvement tracker.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
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
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 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 an ABM kit for 10 named target accounts: personalized angle, 3 outreach emails, 2 LinkedIn posts, 1 tailored case study outline, and a landing page variant per segment.
Author: Assistant
Category: content-generation-2026 | 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
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 an eval-first LLMOps design: golden sets, adversarial tests, continuous regression, cost/latency tracking, and release gates. Include a ‘model change control’ policy.
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
Create an 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 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
Visualize shape shifts in/out of possession. Provide three freeze-frame moments with pressing triggers and rest-defense shape. Include one coaching cue per line.
Author: Assistant
Category: tactics-explainer | 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
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
Set rules and prompts for a civil ‘rival fans debate night.’ Provide neutral framing, time boxes, and a highlight reel template.
Author: Assistant
Category: community-format-safe-debate | Model: gpt-4o
Explain 1v1 goalkeeper decision trees (hold/smother/spread). Add split-screen examples and a ‘what would you do?’ poll on each clip.
Author: Assistant
Category: skills-explainer-interactive-polling | Model: gpt-4o
Dissect a 2-minute drill: tempo calls, sideline usage, clock math. Provide a split-screen storyboard and a downloadable call sheet for fans.
Author: Assistant
Category: strategy-explainer-downloadable | Model: gpt-4o
Compute a rivalry ‘heat index’ from point differential, playoff stakes, penalties, and fan sentiment. Release a carousel with receipts and a comment bait question.
Author: Assistant
Category: rivalry-analytics-social-bait | Model: gpt-4o
Aggregate rumor tiers (credible/questionable), wage/fee bands, and tactical fit. Include a fan slider (‘worth it?’) and a director-of-football POV note.
Author: Assistant
Category: window-watch-engagement-tools | Model: gpt-4o
Create a template that explains injury impact via role/usage, next-man-up, and precedent comps—no medical speculation. Add fantasy-safe guidance.
Author: Assistant
Category: responsible-reporting-fantasy-bridge | Model: gpt-4o
Show four grips (two-seam, slider, splitter, sweeper) with slow-mo spin cues. Add a myth-busting corner and a player quote format for UGC.
Author: Assistant
Category: skills-lab-visual-education | Model: gpt-4o
Tell a player’s career via seven charts (usage, xA/xG, defensive actions, injuries, trophies, heat maps). Include a respectful ‘what’s next?’ prompt.
Author: Assistant
Category: data-story-chronicle-player | Model: gpt-4o
Break down 3 red-zone plays (success/fail) using spacing rules, leverage, and route concepts. Add ‘coach’s clicker’ timestamps and a fan-friendly glossary.
Author: Assistant
Category: video-breakdown-script | Model: gpt-4o
Plot xG timeline vs actual goals. Explain variance, key chances, and game state effects. Add ‘what we learned’ bullets and a player-of-the-match poll.
Author: Assistant
Category: data-recap-engagement | Model: gpt-4o
Plan a 5-day ladder: history thread, fan memories callout, tactics primer, player rivalry stats, and live-tweet plan. Include UGC prompts and a moderation rubric.
Author: Assistant
Category: campaign-blueprint-fans-first | Model: gpt-4o
Feature a women’s club/national star with progressive pass maps, defensive actions, and personality Q&A. Add a jersey giveaway CTA with quiz entry.
Author: Assistant
Category: equity-spotlight-engagement | Model: gpt-4o
Package a weekly community rewatch with timestamps, assignments (‘find the hot read’), and an easy host script. Reward top comments in a recap post.
Author: Assistant
Category: community-event-weekly-template | Model: gpt-4o
Curate a map of iconic chants/tifos with cultural notes. Invite local fans to add voice notes or photos; compile a best-of reel.
Author: Assistant
Category: culture-map-UGC-reel | Model: gpt-4o
Highlight 5 trick plays with expected success odds and field-position contexts. Provide a ‘design your own fake’ worksheet for UGC.
Author: Assistant
Category: play-design-to-fandom-UCG | Model: gpt-4o
Compare a pre-clock inning vs modern. Show time saved, balls in play, and viewer retention. Include a comment prompt for best era arguments.
Author: Assistant
Category: era-comparison-fan-debate | Model: gpt-4o
Explain 3 coverage shells and the QB’s read rules. Provide telestrations and a ‘spot the read’ quiz for each snap.
Author: Assistant
Category: education-interactive-film | Model: gpt-4o
Produce a scout card template: technical, tactical, physical, and psych scores with examples from academy clips. Add an interactive ‘rate this clip’ CTA.
Author: Assistant
Category: development-scouting-interactive | 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 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
Create a thread on a shortstop’s range/transfer: OAA splits, pivot speed, and relay decisions. Attach slow-mo clips and crowdsource best play voting.
Author: Assistant
Category: deep-dive-defense-fan-vote | Model: gpt-4o
Teach three soccer phrases across languages (EN/ES/JA/PT). Use player clips as anchors and ask fans to reply in their language with examples.
Author: Assistant
Category: multilingual-activation-thread | Model: gpt-4o
Run a 16-seed bracket of ballpark foods. Provide voting copy, seeding logic, and highlight reels for semifinalists. Track completion rate to push finals.
Author: Assistant
Category: interactive-bracket-fun | Model: gpt-4o
Simulate a 4th-and-2 decision: present model recommendation (go/punt), coach’s context, and fan poll. Include a side-by-side EPA delta and a replay timestamp to rewatch the snap.
Author: Assistant
Category: interactive-analytics | Model: gpt-4o
Interactive lineup/rotation tool with constraints (platoon splits, rest days). Post a ‘community card’ of most popular choices before first pitch.
Author: Assistant
Category: GM-mode-fan-tooling | Model: gpt-4o
Provide fans overlays and a script to call an inning at home: pitch type notes, situational trivia, and shouting moments. Encourage posting with a branded tag.
Author: Assistant
Category: fan-creator-toolkit-UGC | Model: gpt-4o
Publish a waiver wire guide using rolling K-BB%, GB/FB mix, park factors, and upcoming lineups. Add ‘drop or stash?’ sliders and a community trade thread.
Author: Assistant
Category: fantasy-ops-high-utility | Model: gpt-4o
Diagram two corners and one free-kick routine with decoys and blockers. Provide a ‘pause and predict’ frame and a ‘did it work?’ replay link.
Author: Assistant
Category: coaching-concepts-to-fans | Model: gpt-4o
Break down a single at-bat using pitch charts and heat maps. Explain pitch tunneling, expected slugging, and why the put-away pitch worked. Output a 6-panel carousel script plus a 30-second voiceover.
Author: Assistant
Category: analytics-storytelling | 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
Generate a game umpire scorecard: zone accuracy, top 3 missed calls, and swing in run expectancy. Create a neutral headline and a respectful CTA to discuss.
Author: Assistant
Category: officiating-analytics | Model: gpt-4o
Explain how wind/rain/snow change play calls and kicking. Provide thresholds, past comps, and a gameday equipment checklist. End with prop-bet-friendly angles.
Author: Assistant
Category: conditions-to-strategy-bridge | Model: gpt-4o
Create 10 ultra-short clips; ask users to identify pitch type. Show reveal cards with movement profiles and pitcher comps.
Author: Assistant
Category: micro-quiz-video-series | Model: gpt-4o
Evaluate pricing assumptions, willingness to pay, and upgrade paths.
Author: Assistant
Category: growth | Model: gpt-4o
Script a montage of clean audio moments (celebration, leadership, humor). Provide caption beats and safe-soundtrack picks. End with a fan caption challenge.
Author: Assistant
Category: human-moments-UGC-activation | Model: gpt-4o
Produce a carousel: combo blocks, reach steps, and blitz pickups. Include a ‘lineman of the drive’ vote and a short glossary.
Author: Assistant
Category: technique-spotlight-fandom | 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
Create 15 ultra-short hook/CTA pairs for today’s soccer matchday stories (pre-game, halftime, full-time). Include localized chants, emoji-safe variants, and thumbnail text ≤28 chars. Provide a post or...
Author: Assistant
Category: fan-engagement | 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
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
Create a rookie hype pack: bio, minor-league comps, hard-hit profile, and a 20-second highlight reel script. Add a prediction poll for season WAR range.
Author: Assistant
Category: storytelling-prospecting | 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
Propose an implementation of speculative decoding with a 1–3B drafter and 13–34B target. Define acceptance criteria, throughput gains vs quality loss, token-level metrics, and failure fallbacks; inclu...
Author: Assistant
Category: inference-acceleration | Model: gpt-4o
Create a hallucination detector using entailment+attribution signals. Define abstention thresholds, user messaging, and a re-query strategy with targeted retrieval.
Author: Assistant
Category: safety-reasoning-LLM | 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
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
Propose TikTok + Telegram funnel for Baghdad students/young pros (AR/EN). Provide 12 hooks, low-data creatives, and Telegram bot flows. Add quiet-hours policy and safety copy; target ≥70% predicted en...
Author: Assistant
Category: emerging-markets-acq | Model: gpt-4o
Deliver a low-bandwidth strategy for Lanzhou (ZH): text-first carousels, offline packs, and SMS/WeChat hybrid. Target ≥70% predicted engagement.
Author: Assistant
Category: west-cn-outreach-lowdata | Model: gpt-4o
Improve heat treatment uniformity in Kawasaki: load plan, thermocouple mapping, TUS/SAT schedule, and quench agitation tweaks. Output CpK targets.
Author: Assistant
Category: process-engineering-heat | 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
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
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
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
Design a merchant referral loop for Yokohama SMEs (JA): QR cards, stamp rewards, and LINE mini-app flow. Add fraud checks and 30/60/90 KPI targets to keep ≥70% predicted engagement.
Author: Assistant
Category: local-commerce-growth | Model: gpt-4o
Build a hyperlocal plan for ZIP 32130: Facebook Groups, Nextdoor, school/PTA newsletters, and SMS. Provide coastal/weather-aware scheduling and creative pack; target ≥70% predicted engagement via comm...
Author: Assistant
Category: local-outreach-us-zip | Model: gpt-4o
Craft LinkedIn + email cadences targeting Minato City tech managers (JA/EN). Provide 6 thought-leadership post outlines, CTA ladders, and sponsor targeting (Roppongi, Shibaura). Calibrate to ≥70% pred...
Author: Assistant
Category: B2B-demand | Model: gpt-4o
As a principal ML engineer, draft a production inference playbook for 7B–70B models: batching, dynamic padding, KV-cache reuse, paged attention, prefix-caching, and request shaping. Include SLO tiers,...
Author: Assistant
Category: inference-optimization | Model: gpt-4o
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
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
Create a quantization evaluation suite (GPTQ/AWQ/RTN): perplexity, zero-shot accuracy, calibration set selection, and layer-wise sensitivity. Output deployment guidelines by architecture and hardware ...
Author: Assistant
Category: model-compression-LLM | Model: gpt-4o
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
Recommend when to use LoRA/QLoRA vs full finetune. Define rank search, target layers, and quantization-aware adapters. Include memory/perf tables per GPU class.
Author: Assistant
Category: parameter-efficient-tuning-LLM | Model: gpt-4o
Build a preventive maintenance program for a Duque de Caxias packaging line. Define PM intervals, lubrication map, vibration checks, and a CMMS starter schema with MTBF targets.
Author: Assistant
Category: maintenance-reliability | Model: gpt-4o
Create consent-first growth for unknown-geo users: cookie-light landers, double opt-in, and frequency caps. Target ≥70% predicted engagement with low-churn rules.
Author: Assistant
Category: privacy-first-lifecycle | 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
Specify a training stack with SFT on curated data, preference optimization (DPO/ORPO), and optional RLHF. Include reward hacking tests, guardrails, and evals that predict production behavior.
Author: Assistant
Category: training-pipeline-LLM | Model: gpt-4o
Create 15 snackable posts (≤15s) optimized for transit viewers (JA). Include subtitles, no-audio-first, and station geo-tags. Target ≥70% predicted engagement.
Author: Assistant
Category: microcontent-transit-JP | 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
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
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
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
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
Define surfacing requirements for a premium sedan: target Cd/CdA, front area, grille shutters, diffusers, wheel aero, and sealing. Provide CFD checkpoints and a clay-to-CAD workflow.
Author: Assistant
Category: exterior-design-aero | 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
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
Design a wing planform for a regional turboprop. Define AR, taper, sweep, airfoil family, and a high-lift system (slats/flaps) to hit specified runway length and stall speed. Output polars targets, CL...
Author: Assistant
Category: aerodynamics | 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
Outline crash modes (IIHS/EuroNCAP) and load paths. Design service-friendly repair sections and glue/rivet strategies. Provide repair time targets and parts commonality plan.
Author: Assistant
Category: safety-body-engineering | 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
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
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
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
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 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
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
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
Define motion and interaction for tablet/phone editions: scrollytelling, parallax rules, tap targets, and offline reading. Provide component library specs.
Author: Assistant
Category: digital-UX-system | 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
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
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
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
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
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
As a vehicle dynamics lead, design an EV “performance pack”: motor/inverter specs, tire compound, aero kit (Cd/CdA targets), brake sizing, and thermal management. Output lap-time deltas and range trad...
Author: Assistant
Category: vehicle-dynamics | 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 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
Select a typographic palette (serif/sans/mono) and define hierarchy, optical sizes, and language coverage. Provide do/don’t rules and accessibility contrast targets.
Author: Assistant
Category: typography-guidelines | 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
Specify targets (camber gain, roll center migration, anti-dive/squat) for a sport crossover. Provide a kinematic study plan and bushing tuning roadmap.
Author: Assistant
Category: chassis-dynamics | 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
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
Model ground operations for a commuter aircraft: charging/refuel, pax flow, baggage, and maintenance windows. Design GSE requirements and a 15-minute turnaround target plan.
Author: Assistant
Category: operations-engineering | Model: gpt-4o
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
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 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
Build a verifier that detects agreement/contradiction between sources. Define stance labels, entailment thresholds, and escalation rules to human review. Output a confusion matrix target and fallback ...
Author: Assistant
Category: verification-quality | Model: gpt-4o
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
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
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
Build cohort based unit economics with CAC, payback, and contribution margin. Output levers to hit target payback by segment.
Author: Assistant
Category: finance-ops | Model: gpt-4o
Summarize data, tax, and export rules across target regions. Output a compliance checklist and a risk register with owners.
Author: Assistant
Category: global-ops | Model: gpt-4o
Identify likely M&A or partnership targets competitors may pursue. Provide fit rationale, valuation bands, and integration risks. Output a watchlist.
Author: Assistant
Category: corp-dev-intel | Model: GPT-5.1
Build five-forces analyses for movie, retail, food, software, and hardware sectors in the target market. Rate each force 1–5 with evidence. Output sector-by-sector radar charts specs and a consolidate...
Author: Assistant
Category: strategy-frameworks | Model: GPT-5.1
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
For a target device, outline a hypothetical BOM vs competitors. Flag single-source components, lead times, currency risk, and substitution options. Output a risk heatmap and mitigation plan.
Author: Assistant
Category: supply-risk | Model: GPT-5.1
For a target capability, score build vs buy vs partner across speed, cost, risk, and learning value. Output a decision memo with thresholds and kill criteria.
Author: Assistant
Category: strategy-tooling | 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
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
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
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
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
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
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
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
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
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
Create SLO targets per region, on-call rotations spanning TW/US, incident severity ladder, customer comms templates, and postmortem format.
Author: Assistant
Category: reliability-ops | 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
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 printable formula sheet (algebra, functions, geometry, data) and 60 targeted problems split by no-calc vs calc, with full solutions.
Author: Assistant
Category: math-SAT | 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
Create a modular 3-season gear list with must/optional items and weight targets for weekend (1–2 nights) and multi-day (3–5 nights). Include an ultralight swap table and a CSV checklist ready for prin...
Author: Assistant
Category: camping-planning | 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
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
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
Design an 8-week SAT plan aligned with the digital format: module goals, daily tasks (60–90m), weekly mini-mocks, and recovery days. Include a score target tracker.
Author: Assistant
Category: exam-prep-SAT | 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
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
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
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
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
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
You are a metabolomics mentor. Design targeted vs untargeted workflows: sample prep, chromatography choices, peak picking, annotation levels, and pathway analysis. Include QA samples plan.
Author: Assistant
Category: metabolomics | Model: gpt-5
Act as an immunology data lead. Outline compensation, gating strategies, panel QC, clustering/UMAP, and differential abundance tests. Include control design and reporting.
Author: Assistant
Category: immunology-informatics | Model: gpt-5
Act as an enterprise seller. Prepare a Q&A bank: DPAs, SLA ranges, uptime, support tiers, pen test cadence, and audit artifacts. Include short, compliant answers for aisle conversations.
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a 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
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
You are a synbio mentor. Create a CRISPR gRNA design checklist: PAM selection, off-target scans, on-target scoring, HDR vs NHEJ strategy, and validation assays. Include a lab notebook template.
Author: Assistant
Category: synthetic-biology | Model: gpt-5
You are an ID steward. Build empiric→targeted pathways for 8 common syndromes (CAP, UTI, cellulitis, IAI, HAP/VAP, meningitis, sepsis-unknown, osteo). Include local antibiogram placeholders, IV→PO swi...
Author: Assistant
Category: infectious-diseases | Model: gpt-5
Act as an endocrine coach. Provide A1C targets by phenotype, stepwise meds incl. SGLT2/GLP-1 use cases, basal/bolus titration algorithms, hypoglycemia rescue plan, and patient education sheets.
Author: Assistant
Category: endocrinology-primarycare | Model: gpt-5
Act as a peri-op partner. Provide surgical prophylaxis choices/timing, glucose/temperature/oxygen targets, and DVT prevention table. Include stop-order reminders.
Author: Assistant
Category: perioperative-quality | Model: gpt-5
Act as a chief of staff. Turn strategy goals into a one-page pre-show brief: top 3 outcomes, target segments, must-win accounts, quantitative KPIs, redlines, and success criteria per day. Include a qu...
Author: Assistant
Category: trade-show | Model: gpt-4o
You are a pipeline strategist. Build a TAL for the show: 30 priority accounts by tier, buying roles, hypotheses of pain, warm intros, and a 3-day 30-slot meeting grid with buffers. Output CSV template...
Author: Assistant
Category: trade-show | Model: gpt-4o
Act as a lifecycle marketer. Create two newsletter blueprints (SMB, Enterprise): segmentation logic, sample modules, personalization tokens, send cadence, and KPI targets. Provide A/B test ideas.
Author: Assistant
Category: PR | Model: gpt-4o
Act as 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 an exec comms coach. Create a 6-month plan: POV themes, op-ed angles, conference targets, LinkedIn cadence, ghostwriting workflow, measurement (mentions, inbound invites), and risk guardrails.
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
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 print lab. Explain soft proofing, gamut warnings, perceptual vs relative intents, and paper choices (matte, baryta). Provide test print protocol and evaluation grid.
Author: Assistant
Category: photography | Model: gpt-4o
Act as a sports mentor. Provide sideline etiquette, safety zones, panning technique, shutter targets, AF case settings, and lens choices by sport. Include a ref-badge credential checklist.
Author: Assistant
Category: photography | Model: gpt-4o
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 edge-AI guide. Show how to deploy a small vision model on a Raspberry Pi-class SBC with ONNX Runtime. Include quantization steps, I/O pipeline, and FPS/power targets.
Author: Assistant
Category: ai | Model: gpt-4o
Act as a head of engineering. Create a reliability roadmap: target error budgets, dependency upgrades, chaos drills, capacity plans, and quarterly goals linked to SLO improvements. Provide a dashboard...
Author: tsubasa
Category: engineering | Model: gpt-4o
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 mechanical design lead. For a plastic enclosure (150×90×40 mm) made by injection molding at 5k units, produce a DFM checklist and cost-down plan: parting lines, draft angles, wall thickness,...
Author: tsubasa
Category: mechanical | Model: gpt-4o
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
You are a mechanical cost engineer. For a machined aluminum bracket, propose design-to-value changes: feature simplification, tolerances, toolpath optimization, surface finish trade-offs, and batch st...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Design a CTS plan that balances skew, latency, and power for a 1.2 GHz domain with multiple clock gating islands. Include buffer/inverter choices, mesh vs spine tradeoffs, useful-skew targets, OCV der...
Author: Assistant
Category: chip-design | Model: gpt-4
Propose a mmWave beamformer: phase shifter topology, PA/LNA linearity targets, NF, LO distribution, antenna-in-package constraints, calibration loops, and EVM/ACL metrics. Provide layout isolation gui...
Author: Assistant
Category: chip-design | Model: gpt-4
Act as a founder-CEO. Create a partnership map: categories (tech, channel, ecosystem), targets, mutual value, integration scope, co-marketing ideas, and a first-meeting agenda template.
Author: tsubasa
Category: leadership | Model: gpt-4o
Compare SAR, pipeline, and sigma-delta ADCs for a sensor hub. Include FoM, resolution/SNR targets, sampling rate, power, area, calibration needs, and DFT hooks. Output a recommendation with risk log a...
Author: Assistant
Category: chip-design | Model: gpt-4
Develop a DFT plan: scan compression goals, LBIST architecture, MBIST algorithms for SRAM/ROM, boundary scan, JTAG access, test time/cost model, and fault coverage targets. Provide patterns and bring-...
Author: Assistant
Category: chip-design | Model: gpt-4
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
As an NPI lead, generate a factory readiness checklist: work instructions, jigs/fixtures, line balance, first article inspection, SPC charts, yield target, rework loop, and traceability plan (serials,...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Outline a high-speed SerDes design: channel specs, CTLE/DFE equalization, CDR architecture, TX FIR taps, jitter budget, compliance masks, and IBIS-AMI modeling. Include lab validation steps and BER ta...
Author: Assistant
Category: chip-design | Model: gpt-4
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
Outline a custom SRAM plan (6T/8T): read/write stability analysis, Vmin targets, assist techniques, redundancy/repair, ECC options, leakage control, and BIST. Provide SPICE corners, Monte Carlo setup,...
Author: Assistant
Category: chip-design | Model: gpt-4
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
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
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
Propose a co-design flow with package, board, and die PDN: bump map optimization, RDL planning, target impedance vs frequency, thermal stack-up, and coupled SI/PI/thermal simulations. Include signoff ...
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
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
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
You are a sourcing lead. Prepare a negotiation brief for a PCB assembly vendor: target price, leverage points, alternates, volume breaks, quality clauses, service levels, and a concession strategy.
Author: tsubasa
Category: mechanical | Model: gpt-4o
Create a growth-hack combining localized launch events and a targeted PR blitz to gain traction in US metros. Include event formats, press outreach templates, journalist lists by vertical, timeline, e...
Author: Assistant
Category: growth-hack | Model: gpt-4
Give a content growth-hack outline targeting niche verticals in Europe (e.g., cleantech in Germany, fintech in the UK). Include content themes, channels (LinkedIn, Medium, local blogs), repurposing ta...
Author: Assistant
Category: growth-hack | Model: gpt-4
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
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
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
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
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
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
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
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
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
Create a B2B outreach plan targeting Lanzhou industrial buyers via WeChat and Douyin. Return: ICP profile, content pillars (case studies, process videos), posting cadence, live-demo format, lead captu...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | 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
Draft a water-balance plan for a Lanzhou factory using closed-loop cooling and process reuse. Output sections: baseline intake (m³/day), process uses, cooling losses, recycling opportunities, treatmen...
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
Plan a straight‑out‑of‑camera day in Venice, Italy. Provide 12 locations with in‑camera settings targets and white‑balance anchors.
Author: Inspire Search Corp.
Category: Travel Photography (Europe) | Model: gpt-5-thinking
Write a playbook for handling support on social: SLA targets, tone ladder, escalation paths, macros for common issues, and proactive monitoring queries. Include a 'turn negatives to advocacy' flow wit...
Author: Inspire Search Corp.
Category: Operations | 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
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 a 30‑day calendar for Instagram Reels, TikTok, YouTube Shorts, LinkedIn posts. For each day include: - Primary post concept (with 5‑second hook and CTA to follow/comment/save) - Support actions...
Author: Inspire Search Corp.
Category: Planning | Model: gpt-5-thinking
Write UGC creator briefs for 4 formats: product demo, before/after, testimonial, myth-busting. Include: narrative beats, hook lines, required shots, legal disclosures, deliverables, raw footage handof...
Author: Inspire Search Corp.
Category: Creator | 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
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: predict churn propensity and design save flows. Data: user activity, support tickets, billing events. Steps: 1) Label churn; 2) Train gradient-boosting model; 3) SHAP feature importance; 4) Pres...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: 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: analyze cohort retention and power-user curve. Data: GA4 users and events, subscription logs if applicable. Steps: 1) Build weekly cohorts by first_visit; 2) Compute W1–W12 retention; 3) Plot po...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: construct EM country risk heatmap. Perplexity: compile macro/FX/politics narratives for target EMs with citations. Bloomberg: ECO<GO>/ECST<GO> for macro series; GP<GO> for FX and local rates; RV...
Author: Tsubasa Kato
Category: Market Analysis | 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
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
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
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
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
Map {{product_concept}} to SDGs (3,7,9,11,12,13,15). For each feature idea: - Which SDG target(s) does it serve? - Expected planetary impact (qual/quant) - Human health impact (sleep/stress/activity/d...
Author: Tsubasa Kato
Category: strategy | Model: gpt-5-thinking
For {{infrastructure}} define water impact and reductions. Cover: cooling strategies, recirculation, leak detection, and drought-mode ops. Set WUE targets and alerting rules. Provide a retrofit plan f...
Author: Tsubasa Kato
Category: infrastructure | 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
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
Build a micro-influencer plan: - 30 target creators (size tiers) on X/TikTok/YouTube - Value-first outreach scripts (DM/email) - Collab formats (duet, stitch, live demo, case study) - Seeding terms, a...
Author: Tsubasa Kato
Category: partnerships | Model: gpt-5-thinking
Build a reply-first X strategy to earn attention before posting threads. - 30 target accounts and reply angles - 10 thread templates (Problem, Guide, Case, Myth, Checklist, Story) - Internal SOP: rese...
Author: Tsubasa Kato
Category: marketing-x | Model: gpt-5-thinking
Produce 30 TikTok video ideas for {{product_concept}} targeting {{ICP}}. For each: 1-s hook line, 15–30s script, shot list, on-screen text, caption, 3–5 hashtags, CTA. Organize into pillars: Education...
Author: Tsubasa Kato
Category: marketing-tiktok | 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
Create a 30-day X growth plan for {{product_concept}} to reach {{follower_goal}} followers. Deliver a day-by-day calendar with: - 1 thread outline/day - 3 reply targets/day (account + reply angle) - 1...
Author: Tsubasa Kato
Category: marketing-x | Model: gpt-5-thinking
You are a startup ideation partner. For the niche {{app_niche}} and target {{ICP}}, list 20 app product ideas based on real user pains. For each idea, provide: - Problem statement (user quote style) -...
Author: Tsubasa Kato
Category: ideation | Model: gpt-5-thinking
Propose 5 pricing tiers and 3 paywall designs for {{product_concept}}. For each tier: value prop, target persona, risk reversal. Provide: - X thread explaining pricing logic - TikTok teardown (voiceov...
Author: Tsubasa Kato
Category: monetization | Model: gpt-5-thinking
From <org plan> and <targets>, create a headcount plan by team, location, and level. Include diversity goals, budget, time-to-fill, and hiring funnel stages with conversion benchmarks. Output a dashbo...
Author: ChatGPT
Category: HR | Model: GPT-5 Thinking
Threat-model feature <feature> using STRIDE. Identify assets, trust boundaries, attack paths, likelihood vs impact, and controls. Map mitigations to standards (ISO/IEC 27001, SOC 2). Output a table of...
Author: ChatGPT
Category: CTO | Model: GPT-5 Thinking
You are an OKR architect. From inputs <company goals> and <constraints>, draft company-level Objectives and measurable KRs, then cascade to functions (Eng, Product, Sales, Ops, G\&A). Include baseline...
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
Lower funding costs likely; a de-facto higher target would normalize 2.5–3.5% CPI bands. Action: pull forward refinancings; prefer fixed over floating where spreads allow; re-underwrite demand at a 3%...
Author: ChatGPT
Category: Macro | 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
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
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
Build a MEIO sandbox. Inputs: service targets, lead-time stats, variability. Deliver: stocking policies, pooled safety stock math, push/pull what-ifs. KPIs: fill rate, inventory turns, cash tied. Outp...
Author: Tsubasa Kato
Category: Strategy | 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
Plan energy/thermal budgets for a mobile robot. Deliver: duty cycles, power states, estimator, heat paths, and throttle rules. KPIs: mission time, peak temp, derates. Output: spreadsheet model, test r...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Create a 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
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
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
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
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
Create a plan to simulate an active/band-pass filter with component tolerances. Deliver: transfer targets, SPICE model set, Monte Carlo runs, temperature corners, KPIs (gain ripple, Q, phase), manufac...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a 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
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
Design a data-lite RAG plan without engineers. Sources: Google Drive/Notion/PDFs. Deliver: folder taxonomy, redaction rules, ingestion checklist, embedding strategy, update cadence, eval set of 25 Q&A...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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
Review last 24h for {{platforms}} campaigns. Return: spend vs cap, CPA/CAC vs target, creatives fatiguing, frequency caps, best/worst ads, immediate optimizations. Output as a compact table + 3 action...
Author: Tsubasa Kato
Category: Marketing | Model: gpt-5
Identify any product/feature launches by {{competitor_list}} in the past 72h. Provide: what shipped, target users, pricing, differentiators, early reviews/bugs, likely impact on {{our_product}}. End w...
Author: Tsubasa Kato
Category: Strategy | 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
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
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
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
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
Outline a top-down enterprise motion targeting CFO/CIO/CMO personas. Provide message maps, meeting-maker tactics, proof packages, and executive brief templates.
Author: ChatGPT
Category: business | Model: gpt-5
Plan a submission and attendance strategy for a short film. Pick target festivals by tier, calendar deadlines, press kit elements, premiere rules, travel budget, and networking goals.
Author: ChatGPT
Category: film | Model: gpt-5
Create an ABM 2.0 program that fuses Bombora-style intent signals, LinkedIn Matched Audiences, and first-party website behavior. Provide target-tiering logic, content offers per buying stage, SDR foll...
Author: ChatGPT
Category: business | Model: gpt-5
Draft a creator-led commerce GTM combining TikTok Shop and YouTube Shopping. Define creator tiers, UGC briefs, shoppable video scripts, affiliate terms, and compliance notes for Japan/EU. Include week...
Author: ChatGPT
Category: business | 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
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
Take a novel you love and craft a studio-ready adaptation pitch. Provide a logline, theme, target audience, tonal comps, 10-episode or 2-hour structure beats, casting ideas, and what to cut or combine...
Author: ChatGPT
Category: screenwriting | Model: gpt-5
Act as an expert business development representative for a Fortune 500 tech company specializing in cloud infrastructure. Our target customer is a medium to large enterprise in the financial services ...
Author: [email protected]
Category: business, sales, enterprise | Model: GPT-5, GPT-4o, GPT-4.5
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
Identify the most relevant keywords for your target audience by analyzing search volume and competition using tools like Google AdWords or SEMrush.
Author: [email protected]
Category: NLP,SEO,Research | Model: GPT-4o, GPT-4, 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