Showing results for "penetration-testing"
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
You are the ultimate Authority on Italian Fashion Industry Strategy, a blend of a master artisan, a global market strategist, and an industrial policy consultant specializing in the *Made in Italy* se...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
Explain input latency and debounce basics conceptually for makers. Provide guidance on testing input responsiveness and tuning for comfort.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design a driver stability approach: pin known-good versions, test changes, keep notes, and roll back if issues appear. Provide a simple tracking template.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create a trigger design guide: analog vs digital, travel length, spring force, and ergonomics. Include testing scenarios for racing vs shooters.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
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 an audio plan: speaker placement, enclosure effects, amp considerations, mic positioning, and noise management. Include a test checklist for buzz and distortion.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Give guidance on antenna placement: signal paths, avoiding shielding, hand-blocking effects, and testing. Include a simple troubleshooting checklist for weak signal.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Create an iteration plan: V0 proof-of-concept, V1 usable prototype, V2 refinement. Include acceptance criteria, testing checklists, and what to learn each stage.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
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
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
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
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 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
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 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
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 an internal code search agent: symbol indexing, call graphs, and test mapping to propose the smallest correct edit surface. Include caching and explainability.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a dashboard that drives the agent’s priorities: complexity, test coverage, error hotspots, dependency risk, and SLOs. Include alert thresholds and weekly reports.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an automated PR reviewer that adds checklists, risk annotations, and required evidence links (tests, benchmarks, docs). It must not auto-merge without gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a reviewer UX: diff summaries, risk flags, test results, and “approve with conditions.” Include prompts that help humans spot hidden risks quickly.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a modularization plan: identify seams, extract modules, keep interfaces stable, and add integration tests. Require incremental steps and metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan for an AI-native game studio: content generation, balance testing, community ops, and monetization without predatory patterns. Include governance and metrics.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a confidence scoring model for proposed changes based on tests passed, diff risk, code area criticality, and evidence quality. Use it to decide automation level.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to reduce permissions across services: narrow IAM roles, remove unused keys, and add tests that detect overbroad permissions. Require staged rollout.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 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
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
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 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 self-improving CLI agent that adds features while preserving backward compatibility, adds help text/tests, and uses semantic versioning rules.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan for generating API clients: typed SDKs, version pinning, integration tests, and docs. Include a policy against generating unsafe dynamic code.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for self-updating policy files (rulesets) with tests, staging, and canary enforcement. Require explicit approval for tightening/loosening security.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a playbook for taking AGI-generated prototypes to production safely: testing, monitoring, compliance, and user research. Include timelines and roles.
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Create a 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 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
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 an agent to improve alt-text and form labels, requiring neutral phrasing, avoiding sensitive inference, and validating with accessibility tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an incremental modernization strategy (language/runtime upgrades) with compatibility tests, staged rollouts, and metrics. Include “stop if risk” criteria.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a formatting agent that guarantees no semantic change: parse/print equivalence, tests, and diff classification. Include a strict policy for format-only PRs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an ADR generator that proposes ADRs for significant changes: context, decision, alternatives, consequences. Require human approval and link tests/metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a self-improving code-editing AI loop that proposes patches, runs tests, requests review, and deploys via canary + rollback. Include explicit safety gates and audit logs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create 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 workflow to propose UX copy changes, test via A/B, and ensure no dark patterns. Include an ethics checklist and rollback criteria.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design 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 a tracing and logging spec for the self-edit loop: prompts, tool calls, diffs, test results, deploy events, and user impact metrics.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a routing agent that selects specialized agents (tests, security, perf, docs) based on task intent and risk. Include confidence thresholds and fallbacks.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a hiring product where candidates submit skill proofs: projects, tests, and structured interviews. Include fairness considerations and monetization (per hire, subscription).
Author: Assistant
Category: future-monetization | Model: gpt-5.2
Design 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
Design a monorepo-focused self-editor: dependency-aware builds, targeted tests, ownership routing, and change batching. Include safeguards against large blast radius.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that 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
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 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
Design automated rollback tests that verify deployments can be reverted cleanly. Include data migration constraints and safe fallback paths.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design 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
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 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
Design characterization tests for legacy code before refactoring: capture I/O behavior, edge cases, and performance baselines. Use them as a gate for changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a chaos testing approach limited to staging: inject failures, verify timeouts/circuit breakers, and ensure alerts fire. Require strict boundaries and approval.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design traceability: map docs claims to tests that verify them. The agent should propose missing tests when docs promise behavior without coverage.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that 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
Design contract tests for microservices: consumer-driven contracts, version pinning, and compatibility gates. Integrate with the self-edit loop for safe rollouts.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create 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 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
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
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 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
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
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 improve job scheduling: fairness, retries, visibility timeouts, and backpressure. Require load testing and chaos testing in staging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a loop where production failures and near-misses become new eval tests. The agent should propose test additions with minimal reproductions and acceptance criteria.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design compatibility tests between LLM prompts and MCP tools: schema conformance, error handling, and anti-injection checks. Gate prompt/tool updates on these tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a 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 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
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 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 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 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
Create a safety regression suite: prompt injection tests, data leakage tests, refusal/guardrail tests, and policy adherence checks. Include how to maintain and evolve the suite over time.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an evaluation strategy that avoids overfitting: holdouts, rotating test sets, adversarial sets, and blind evaluation. Include rules for when to refresh benchmarks.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a 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 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
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
Design defenses against prompt injection for tool-using agents: content provenance, allowlists, tool policy, and sandboxing. Include a suite of adversarial prompts for regression testing.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a policy and technical controls for PII/secrets: detection, redaction, encryption, and safe storage. Include test cases and a plan to prevent secret leakage into training/evals.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design 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
Write explicit requirements to prevent deceptive behavior: transparency rules, auditability, and logging. Include tests to detect hidden policy violations or manipulation attempts.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a 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
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 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
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
Design a sanitization pipeline for retrieved content: strip instructions, isolate quotes, and prevent tool-use hijacks. Include adversarial test cases and regression suite.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design a 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
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
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 90-day implementation plan for a safe recursive improvement system: milestones, deliverables, tests, monitoring, governance, and a pilot rollout. Include a ‘pause and assess’ week.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create a 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
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
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
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
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
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
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
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
Create a fixed-point methodology: range analysis, quantization noise, saturation/rounding policy, and unit tests against a floating reference. Provide a plan to minimize bits while meeting accuracy.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a beginner DSP mini-lab: implement a simple EQ, compressor, and reverb conceptually. Provide reading list, step-by-step tasks, and how to validate outputs with test tones.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Write a plan for a small Python project that generates scales, chords, and progressions, exports MIDI, and prints Roman numeral analysis. Include file structure, libraries, and test cases.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a 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
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 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 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
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 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 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 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 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
Create a fabrication planning checklist for custom brackets, mounts, and adapters: measurement method, tolerance stack-up, hole alignment, service clearance, vibration, and test fitting.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a 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
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 QC checklist for custom wiring/harness work: wire gauge, fuse sizing, strain relief, connectors, sealing, routing, labeling, and final load testing.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a pre-purchase inspection checklist for used cars, motorcycles, or bicycles. Include structural, mechanical, electrical, service history, test ride/drive, and negotiation signals.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a final assembly sign-off checklist for a custom car, motorcycle, or bicycle: fasteners, wiring, brakes, controls, fluids, clearances, road/ride test, and documentation.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create 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
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
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
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
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
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 a charging system diagnostic plan for cars and motorcycles: battery state, alternator/stator output, regulator/rectifier, parasitic draw, grounds, connectors, and load testing.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Give me a triangulation playbook: how to confirm a claim using 3 independent sources (primary, reputable secondary, and domain expert). Include “independence tests” to avoid circular citations.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Design an enterprise multi-tenant architecture: per-tenant tool scopes, data isolation, policy profiles, and audit reporting. Include threat model and testing plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design secrets handling: vault integration, short-lived tokens, environment isolation, and audit trails. Include tests to ensure secrets never appear in outputs or logs.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a bring-up checklist for high-speed links: pin planning, constraints, clocking, eye considerations, loopback tests, and debug instrumentation. Include a staged validation plan.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a BFM strategy to accelerate debug: minimal BFMs for smoke tests, full BFMs for protocol correctness, and a layering approach. Include reproducibility and seed handling rules.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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 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 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 15-minute daily ear training routine using AI tools: interval recognition, chord quality, scale degrees, and transcription checks. Include progression levels (beginner→advanced) and weekly te...
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a 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 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
Design an eval harness: deterministic replays, seeded randomness, fixed tool mocks, and artifact snapshots. Provide a folder structure and CI integration plan.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Design a 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
Write a safety case template: intended use, hazards, mitigations, tests, monitoring, and rollback. Include what evidence is required to ship the capability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a 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 a DFT plan: scan insertion strategy, test points, MBIST for SRAMs, and how to ensure observability/controllability for critical state machines. Provide early RTL guidelines to avoid DFT pain.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a suspension setup workflow for cars, motorcycles, and bicycles. Include sag, preload, compression/rebound damping, ride height, geometry effects, tire pressure interaction, and a test loop for...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create an 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
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
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
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
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
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
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
Write a test-day plan: sleep, meals, warm-up routine, pacing, handling a bad question, and recovery tactics between sections. Include a 10-minute pre-test warm-up script.
Author: Assistant
Category: toefl-2026 | Model: gpt-4o
Design a 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
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
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 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 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
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 an electrical diagnostic plan using voltage drop testing. Include battery health, grounds, connectors, relays, fuses, load testing, intermittent faults, and documentation of measured values.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a practical placement test for ESL or Japanese classes: grammar/vocab, listening, speaking interview. Include scoring bands and placement rules.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Create 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
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
Explain A/B testing for product/MBA students: power, sample size, and p-hacking pitfalls. Provide a template analysis.
Author: Assistant
Category: methods-and-metrics-MBA | Model: gpt-4o
Write a 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
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
Evaluate pricing assumptions, willingness to pay, and upgrade paths.
Author: Assistant
Category: growth | 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
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
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
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 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
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
Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.
Author: Assistant
Category: controlled-generation-LLM | Model: gpt-4o
Define JSON schema contracts with type coercion, partial output recovery, and EBNF constraints. Provide test-time correction and repair strategies.
Author: Assistant
Category: output-formatting-LLM | Model: gpt-4o
Spotlight European agritech pilots and Asia partners; cover regulation, financing, and yield impacts. Provide startup profiles and field-test notes.
Author: Assistant
Category: innovation-food-systems-EU-Asia | Model: gpt-4o
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
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
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
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
Add Dutch/EN split tests for Amsterdam creatives. Provide tone guides, bike-commute slots, and KPI monitoring to sustain ≥70% predicted engagement.
Author: Assistant
Category: multilingual-growth-NL | Model: gpt-4o
Design a rapid functional test rig for Suginami mechatronics projects: fixture design, modular I/O, Python test scripts, and pass/fail dashboards. Provide BOM and wiring map.
Author: Assistant
Category: test-engineering-lab | Model: gpt-4o
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
Design an in-cabin HMI for L2+/L3 features. Define modality mix (visual, audio, haptics), takeover prompts, and a distraction budget. Provide usability test protocol and KPIs.
Author: Assistant
Category: interior-UX-HMI-auto | Model: gpt-4o
ChatGPT 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
ChatGPT audits a11y and content guidelines; Cursor adds lint rules/tests; Antigravity runs automated a11y scans and opens issues with repro steps. Include skip/exception policy.
Author: Assistant
Category: responsible-engineering | Model: gpt-4o
ChatGPT 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
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
For a data/ETL repo, ChatGPT drafts data quality tests (nulls, uniqueness, freshness), Cursor adds dbt/unit tests, and Antigravity schedules validations on PR. Include lineage notes and rollback trigg...
Author: Assistant
Category: data-engineering-quality | Model: gpt-4o
Create environmental protection strategies: anti-ice/de-ice, lightning bonding, and environmental tests (DO-160). Provide test matrix and design features to pass.
Author: Assistant
Category: environmental-qualification | Model: gpt-4o
ChatGPT 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
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
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
Plan A/B tests: citation density, inline previews, and confidence badges. Define success metrics (task time, trust score, correction rate) and sample size math.
Author: Assistant
Category: product-experiments | Model: gpt-4o
ChatGPT creates a 5-day newcomer path, Cursor generates bite-size issues and starter tests, Antigravity spins per-dev preview envs with sample data. Include success checklist.
Author: Assistant
Category: people-enablement | Model: gpt-4o
Draft a PR reviewer flow: ChatGPT summarizes diffs and intent; Cursor leaves inline suggestions and auto-fix commits; Antigravity validates tests and risk scores before merge. Output a reviewer rubric...
Author: Assistant
Category: code-quality | Model: gpt-4o
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
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 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
ChatGPT drafts tenant isolation and access patterns; Cursor adds guard middleware/tests; Antigravity runs seeded tenant simulations and reports leaks. Provide a checklist.
Author: Assistant
Category: app-security | Model: gpt-4o
ChatGPT 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
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
Define a two-day plan where ChatGPT writes the PRD and backlog, Cursor scaffolds the app and tests, Antigravity deploys a preview and runs user-journey checks. Output demo script and next-MVP plan.
Author: Assistant
Category: rapid-delivery | Model: gpt-4o
ChatGPT 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
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
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
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
Generate 30 hook lines and 10 visual cold-open ideas for 5 niches. Provide Veo/Sora prompts for each hook and an A/B testing plan.
Author: Assistant
Category: video-growth-hacking | Model: gpt-4o
ChatGPT summarizes modules and ownership; Antigravity agents compute churn/complexity; Cursor annotates hotspots with TODOs and tests. Output a top-10 refactor list.
Author: Assistant
Category: code-intelligence | Model: gpt-4o
Have ChatGPT propose pipeline concurrency, caching, and test sharding; Cursor edits YAML/pipelines; Antigravity times stages and suggests cache keys. Output a before/after chart.
Author: Assistant
Category: pipeline-engineering | Model: gpt-4o
ChatGPT maps controls to code/process; Cursor instruments logs/alerts; Antigravity gathers evidence on schedule and exports a binder. Include DSR/retention tests.
Author: Assistant
Category: compliance-ops | Model: gpt-4o
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
Create a battery pack design with module isolation, venting paths, sensors, and extinguishing interfaces. Define UNECE/ECE and FMVSS implications. Output a test plan.
Author: Assistant
Category: battery-safety-engineering | Model: gpt-4o
ChatGPT proposes 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
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
Define ownership, contracts, SLAs, and tests for critical data sets. Output a monthly scorecard and escalation policy.
Author: Assistant
Category: data-governance | Model: gpt-4o
Identify top constraints to developer velocity and propose experiments across CI time, test flake, code review, and environment drift. Output target benchmarks.
Author: Assistant
Category: engineering-productivity | Model: gpt-4o
Create a balanced portfolio of growth and efficiency experiments. Classify by risk and time to impact, set guardrails, and schedule 6 concurrent tests. Output a dashboard spec.
Author: Assistant
Category: growth-ops | Model: gpt-4o
Reconstruct retail competitors’ promo calendars and loyalty mechanics. Measure discount depth, frequency, and lift proxies. Propose counteroffers and a test calendar.
Author: Assistant
Category: promo-intelligence | Model: GPT-5.1
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
Design a tiered pricing/packaging model with USD vs TWD, psychological price points, tax handling, and freemium vs trial logic. Include willingness-to-pay survey plan and A/B tests for both markets.
Author: Assistant
Category: product-marketing | Model: gpt-4o
Create 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 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
Provide a QBR template combining US and TW performance: pipeline, CAC/LTV, cohort retention, creative tests, and next-quarter bets.
Author: Assistant
Category: marketing-ops-cadence | Model: gpt-4o
Generate a 20-test backlog split by TW/US with hypotheses for landing pages, paywalls, and creative. Include sample size calculator and guardrails.
Author: Assistant
Category: growth-planning | Model: gpt-4o
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
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
Provide packaging/IFU rules: bilingual labels (EN/zh-TW), safety icons, recycling marks, UPC/EAN barcodes, and drop/edge crush tests.
Author: Assistant
Category: packaging-engineering | Model: gpt-4o
Propose a device/OS test matrix reflecting both markets: iOS/Android versions, popular devices, 4G/5G, and network throttling scenarios.
Author: Assistant
Category: qa-strategy | Model: gpt-4o
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
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 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
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
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
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
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 to manage SSH configs (host aliases, keys), test connectivity, and set local/remote forwards with auto-reconnect. Generate Windows OpenSSH/Posix config snippets. Flags: --add, --test, --pf...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Implement a rate-limited TCP port scanner with banner grab (when legal). Flags: --target, --ports 1-1024, --safe, --top100, --timeout. Print risk warnings and logging. Use Test-NetConnection/nc/nmap i...
Author: Assistant
Category: cli-tool | Model: gpt-4o
Act as a comp-bio lead. Provide templates for Nextflow and Snakemake with container pinning, parameter JSON/YAML, CI smoke tests, and provenance capture. Include runbooks.
Author: Assistant
Category: bioinformatics-devops | Model: gpt-5
Act as a causal scientist. Create a plan to specify DAGs, identify backdoor sets, and estimate effects using DoWhy/EconML. Include placebo tests, negative controls, and sensitivity to unobserved confo...
Author: Assistant
Category: biostats-methods | Model: gpt-5
Act as an enterprise seller. Prepare a Q&A bank: DPAs, SLA ranges, uptime, support tiers, pen test cadence, and audit artifacts. Include short, compliant answers for aisle conversations.
Author: Assistant
Category: trade-show | Model: gpt-4o
You are an embedded AI lead. Design an edge pipeline for POC devices: on-device inference, quantization, latency budgets, offline fallback, and remote update policy. Include safety/alerting tests.
Author: Assistant
Category: medical-devices-ICT | Model: gpt-5
Act as 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
You are a health IT integrator. Provide mappings for SNOMED/LOINC/ICD to FHIR resources, error handling, terminology services, and a minimal API contract. Include test cases.
Author: Assistant
Category: health-IT-integration | Model: gpt-5
Act as a growth analyst. Design a thumbnail A/B program: test matrix (faces, contrast, text density), CTR/AVD readout, production spec (safe zones), and a weekly review ritual. Provide a 10-variant te...
Author: Assistant
Category: creator | Model: gpt-4o
Act as a print lab. Explain soft proofing, gamut warnings, perceptual vs relative intents, and paper choices (matte, baryta). Provide test print protocol and evaluation grid.
Author: Assistant
Category: photography | Model: gpt-4o
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 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
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
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
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
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
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
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
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
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
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
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 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 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
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
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
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 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
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
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
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
Write a backtest spec in New York for options market-making risk guardrails (illustrative). Describe data splits, leakage prevention, transaction costs, and benchmark selection. Return a JSONL of test...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Create a liquidity stress-testing playbook in New York for US municipal bonds laddering for HNW. Provide scenarios (mild/base/severe), haircuts, time-to-liquidate tiers, and funding sources. Return as...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
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
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
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
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
Refactor this prompt into a testable brief with: goal, constraints, input schema, output schema, and acceptance tests. Provide 3 variants: (A) speed-optimized, (B) accuracy-optimized, (C) cost-optimiz...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Outline financing/leasing options for machinery upgrades in Lanzhou for SMEs vs larger enterprises. Return a comparison table: option, typical term, upfront %, monthly example, collateral note, pros/c...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
Create a step-by-step calculator for {topic}. List Inputs, Calculations with explicit equations, and Outputs. Provide a worked example with realistic numbers and show units. End with a sensitivity che...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Design a quote normalization matrix for {topic}. Define comparable fields, currency and FX handling, lead-time penalties, warranty adjustments, and risk buffers. Return a scoring rubric and tie-breake...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
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 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: check experiment readiness and sample size. Data: baseline conversion, traffic, variance. Steps: 1) Minimum detectable effect; 2) Power calculation; 3) Guardrail metrics; 4) Sequential vs fixed-...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: run portfolio stress test across macro scenarios. Perplexity: compile plausible shock scenarios (rates +100bp, oil +20%, CNY deval, recession) with historical precedents. Bloomberg: PORT<GO> if ...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
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
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
Design a CI/CD pipeline that minimizes energy. Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling. Add SLOs and...
Author: Tsubasa Kato
Category: devops | Model: gpt-5-thinking
Design a carbon-aware scheduling policy for {{workload_type}} on {{cluster_desc}}. Include: - Grid carbon intensity inputs ({{region_codes}}) + renewable forecasts - GPU tactics: mixed-precision, quan...
Author: Tsubasa Kato
Category: architecture | Model: gpt-5-thinking
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
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
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
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
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
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
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
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
Design a HIL bench for controllers. Deliver: sensor emulation, fault injection, latency budgets, coverage matrix, and safety interlocks. KPIs: bug catch rate pre-field, loop jitter, recovery time. Out...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Act as a DC thermal lead. Produce a retrofit plan for hot/cold aisle containment without downtime. Deliver: baseline (ΔT, CFM, rack kW), CFD-lite assumptions, blanking/brush kits, containment bill of ...
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
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
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
Plan a synthetic-user journey simulation for onboarding flows. Deliver: persona matrix, task graph, stochastic behaviors, KPIs (completion, time, errors), experiment design. Output: event schema, dash...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a 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
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 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
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
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
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
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
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
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 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
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
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
If so, how reliable is its code, and should I test it carefully?
Author: Community
Category: Technical Use Cases | Model: GPT-4