Showing results for "input-validation"
Describe a framework for evaluating and approving AI-enabled diagnostic software for dental and ophthalmic care, focusing on data quality, validation methods, safety, patient privacy, clinician workfl...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Critically examine the potential for artificial intelligence to contribute to foundational problem-solving in disciplines such as mathematics and physics. Discuss how AI-generated insights should be v...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Design an ethically sound program for deploying AI-assisted screening tools to identify learning difficulties in students, including validation, data governance, consent, accessibility, and interventi...
Author: Curioprompt
Category: Society | Model: gpt-5-nano
Construct a framework linking labor-market outcomes to monetary-policy trajectories. Analyze how different employment scenarios influence inflation dynamics, interest-rate expectations, and asset pric...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Evaluate how policies governing AI use in K-12 settings influence learning outcomes, digital literacy, student privacy, and educational equity. Design a policy blueprint for schools that includes teac...
Author: Curioprompt
Category: Education | Model: gpt-5-nano
Develop a threat-model for AI-driven interfaces that control or influence digital systems, including web automation, content generation, and decision making. Propose defense-in-depth strategies: input...
Author: Curioprompt
Category: Security | Model: gpt-5-nano
Chart a credible drug-discovery pipeline that starts from mapping venom components to validating lead compounds, discusses translational hurdles, safety, ethical sourcing of venom, and regulatory path...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Create a blueprint for implementing AI-based nephrology diagnostics in a regional health system, covering data pipelines, model validation, clinician adoption, patient privacy, and monitoring for bias...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Design a comprehensive framework for evaluating, regulating, and implementing real-time AI assistants in critical medical procedures. Your framework should cover governance roles and accountability, c...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Develop a research-and-implementation framework for wearable devices and ambient stimulation to monitor and prevent cognitive decline in older adults. Include user-centered design, privacy and consent...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Develop a framework for evaluating geophysical sensing methods that use non-traditional signals (such as space-derived particles or cosmic interactions) to image underground formations. Include criter...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Analyze the drivers behind producer price inflation in manufacturing, including input costs (energy, materials, wages), logistics, and supplier concentration. Assess how rising manufacturing costs pro...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Design a robust integrity framework for large-scale assessments, incorporating transparent validation, post-exam grievance mechanisms, data integrity, and multi-stakeholder oversight. Compare reforms ...
Author: Curioprompt
Category: Education | Model: gpt-5-nano
Assess the design space for wearable protective gear that reduces radiation exposure and environmental hazards for operators in extreme environments. Compare shielding concepts, materials, sensor inte...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Analyze the lifecycle of translating a scientific breakthrough into a commercially viable product. Identify stages: discovery, validation, piloting, scaling, regulatory compliance, and market adoption...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Survey evidence for AI-based health prediction tools, regulatory milestones, and ethical considerations for real-world adoption. Compare pilot results, validation metrics, risk management, and consent...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Construct a comparative policy analysis of nuclear energy restart considerations, including safety, economics, public communication, and long-term energy security. Propose decision-making frameworks t...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Imagine you are a systems architect evaluating how a next-generation high-bandwidth memory concept would transform the layout of AI accelerators, interconnects, and software stacks. Describe the key t...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Consider a hypothetical startup developing specialized AI hardware components. Outline a credible path to public markets that balances technical milestones, governance, risk management, and commercial...
Author: Curioprompt
Category: Economics | Model: gpt-5-nano
Outline a scalable strategy to build and maintain a national biodiversity catalogue: data standards, taxonomic validation, citizen-science integration, and long-term accessibility for research, policy...
Author: Curioprompt
Category: Science | Model: gpt-5-nano
Develop a regulatory framework for AI-powered medical software that anchors on patient safety, clinical validation, and post-market monitoring. Define risk tiers, evidence requirements, data governanc...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Create a governance framework that integrates citizen input, crowdsourced data, and transparent reporting into post-disaster investigations. Address reliability, privacy, accountability, and expertise...
Author: Curioprompt
Category: Society | Model: gpt-5-nano
Design a multi-stage framework for deploying AI-driven flood forecasting in cities: data inputs, model selection, uncertainty communication, integration with emergency operations, equity consideration...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Explore how a country rich in biodiversity and agricultural output can turn natural resources and waste streams into medicines, industrial inputs, and environmental technology. Compare the opportuniti...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Discuss how AI can accelerate biomedical discovery in areas such as disease subtyping, behavior analysis, and vaccine design. Focus on the scientific workflow: data quality, model validation, reproduc...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Examine how an industry can appear dominant while still containing structural vulnerabilities such as imported inputs, weak downstream coordination, regulatory exposure, or concentration risk. Use exa...
Author: Curioprompt
Category: Economics | Model: gpt-5.4-mini
Analyze how biodiversity can be turned into a long-term platform for pharmaceutical discovery, industrial inputs, and environmental monitoring. Explain the scientific, legal, and commercial infrastruc...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Examine how industries respond when production is constrained by external quotas, shortages of critical inputs, or dependence on single foreign markets. Compare the strategic options available to firm...
Author: Curioprompt
Category: Economics | Model: gpt-5.4-mini
Act as a research strategist asked to identify where AI can most improve scientific discovery and medical practice in a middle-income country. Map the best opportunities across disease detection, drug...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Analyze the value of biomarkers and other early-detection methods for dangerous poisoning or exposure events. Compare the scientific, clinical, legal, and public-health tradeoffs of detecting harm soo...
Author: Curioprompt
Category: Science | Model: gpt-5.4-mini
Analyze the lifecycle of a high-stakes engineering project after a critical fault, examining governance, redesign, risk culture, external validation, and communication strategies that restore momentum...
Author: Curioprompt
Category: Technology | Model: gpt-5-nano
Examine how governments redesign regulatory frameworks governing seed supply, agricultural biotechnology, and consumer protections. Analyze the trade-offs between deregulation to reduce costs and barr...
Author: Curioprompt
Category: Policy | Model: gpt-5-nano
Critically evaluate the deployment of AI-powered autonomous laboratory systems across disciplines; identify governance structures, validation standards, reproducibility concerns, and risk controls; cr...
Author: CurioPrompt
Category: Science | Model: gpt-5-nano
You are an expert **Digital Forensics Analyst** specializing in interpreting and documenting complex digital artifacts, particularly those derived from **image and document metadata** (EXIF, IPTC, XMP...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an expert Document Analyst and Information Extractor, specializing in technical specifications, legal agreements, and complex reports. Your primary function is to deconstruct provided document...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are the "Argentinian Agritech and Agricultural Economics Expert," a highly specialized AI consultant with deep, actionable knowledge of South American, specifically Argentine, agriculture, and its...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are 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
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
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 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 pointer input alternatives: mini trackpads, trackpoints, touch gestures, and gyro pointer. Provide a decision matrix based on game types and productivity.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Explain EMI/noise basics for makers: grounding, cable routing, and common symptoms (audio buzz, input glitches). Keep it high level and practical.
Author: Assistant
Category: handheld-pc-makers | 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 accessibility agent that runs audits (linting, contrast checks where applicable), proposes fixes, and validates with automated tests. Require human review for UX changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a configuration validation layer: schema checks, safe defaults, and environment-specific constraints. Include rollback strategy and change approvals for risky config.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that improves ETL reliability: retries, idempotency, checkpoints, and backfills. Require correctness validation and cost constraints.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to tighten interfaces with types, schemas, and validation at boundaries. Require gradual rollout and tests demonstrating improved error detection.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent to improve alt-text and form labels, requiring neutral phrasing, avoiding sensitive inference, and validating with accessibility tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that validates docs examples by executing them in a sandbox, checks links, and ensures version correctness. Propose fixes with evidence.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for updating localization strings: ensure placeholders match, run i18n checks, and verify no abusive/unsafe text. Include review steps.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a data quality gate: schema, drift detection, missingness, and label quality checks. Integrate with self-improving code changes to ML pipelines safely.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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 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 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 blueprint to improve build scripts safely: hermeticity, caching, parallelism, and reproducibility. Require staged validation and rollback.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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 plan to evolve telemetry schemas: version fields, dual-write, backfill, and validation. Include privacy checks and cost controls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that infers code style from the repo (naming, patterns, architecture) and generates a style guide. Use it to validate future edits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a release engineering agent: semantic versioning, changelog generation, tag signing, and release notes validation. Require human approval for major versions.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design 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 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 blueprint for self-editing CI/CD scripts safely: validate configs, run in sandbox, and require manual approval for permission changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that updates docs alongside code changes: API docs, READMEs, and changelogs. Include a doc quality checklist and link validation.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design MCP wrappers that validate inputs, enforce types, and reject dangerous parameters. Include error taxonomy and audit logging for rejected calls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a cross-validation pattern: primary model proposes, secondary model critiques/verifies, and a policy gate decides. Include how to handle disagreements and measure error reduction.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an extractor for structured data: schema.org/JSON-LD, OpenGraph, and meta tags. Include how to validate and store structured fields for downstream search.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create a safe-defaults checklist for the tool layer: deny-by-default, explicit allowlists, safe parameter validation, output filtering, and timeouts. Include common failure modes.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Describe a high-level approach to align reward signals with safe behavior: preference data guidelines, reward hacking risks, and validation. Keep it conceptual and focused on safety.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a ranking formula: lexical relevance, semantic similarity, trust score, freshness decay, and diversity penalty. Include how to tune weights and validate offline/online.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create decision criteria for retraining vs prompt tuning vs retrieval updates. Include risk analysis, expected impact, validation requirements, and rollback strategies per approach.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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 an auditability system: trace inputs→retrieval→prompt→tool calls→outputs, with immutable logs and privacy controls. Include a schema and query patterns for audits.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an optimal competitive setup: refresh rate, response time, VRR, motion blur reduction, DPI/sensitivity conversion, and mousepad sizing. Include a calibration routine and pitfalls.
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Create an audio tuning plan for positional awareness: headset selection criteria, EQ ranges (general), HRTF options, and in-game audio settings. Include a quick test track routine to validate improvem...
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Create a border complexity map for my itinerary: visa requirements to verify, transit rules, passport validity, proof-of-onward-travel risks, and buffer recommendations. Keep it general and remind me ...
Author: Assistant
Category: world-travel-planning | Model: GPT-5.2
Create a major train station strategy: platform changes, ticket validation, luggage storage, food, station hotels, and transfer timing. Include advice for Europe, Asia, and North America.
Author: Assistant
Category: world-travel-planning | 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 guide to evaluating maps and location claims: official maps, open map data, update timing, and common pitfalls. Include a validation workflow.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a diagnostic flow for wheel bearings and hubs. Include noise by load direction, free play, heat, roughness, seal condition, installation errors, and post-service validation.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Generate a reusable SVA library for: valid/ready, FIFO correctness, credit-based flow control, and AXI protocol subsets. Include guidelines for binding, disabling, and X-prop handling.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a latency budget and pipeline plan for a multi-stage datapath. Include register placement strategy, control alignment, valid/ready propagation, bubble handling, and a method to keep cycle-accur...
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Teach me how to judge cybersecurity advice: vendor docs vs blogs, CVE references, reproducibility, and community consensus. Provide a validation checklist.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a workflow to validate company claims using earnings calls, filings, press releases, and reputable coverage. Include a checklist for bias and PR spin.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Teach me a simple model for empathetic leadership: validate emotion, align on goals, agree next action. Provide sample dialogues for common workplace situations.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Create a safe synthetic task generation plan: avoid sensitive content, prevent leakage, and validate usefulness with human review. Include how to measure whether synthetic tasks improve real outcomes.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a general checklist for international legs: passport validity, visas (general reminder), transit rules, and time buffers. Keep it non-legal and focused on avoiding last-minute surprises.
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
Design a brake diagnostic plan for hydraulic and mechanical systems. Include pedal/lever feel, pad/rotor condition, fluid condition, air contamination, caliper movement, alignment, bedding, and safety...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Teach me how to validate a Wikipedia claim by following citations to their sources and checking whether the citation truly supports the statement.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Design an English lesson aligned to Eiken goals (choose a level based on my input) for Tokyo students. Include reading, listening, and speaking practice plus scoring rubric.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Coach me on handling silence in meetings: when to wait, how to invite input, and how to propose a default path. Provide scripts and timing cues.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Coach me on offering empathy while maintaining boundaries. Provide phrases for validating feelings, asking needs, and setting limits. Include do/don’t examples.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Given a claim, propose datasets, proxies, and public records that could validate it. Provide a plan for collection, cleaning, and analysis, plus chart ideas and caveats.
Author: Assistant
Category: analysis | Model: gpt-4o
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 banking scheme: address mapping, interleaving, conflict detection, and scheduling. Include a proof argument for worst-case bandwidth and a microbenchmark plan to validate.
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
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 beginner DSP mini-lab: implement a simple EQ, compressor, and reverb conceptually. Provide reading list, step-by-step tasks, and how to validate outputs with test tones.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Generate a perfect creative brief from minimal inputs: audience, promise, proof, tone, visual references, constraints, and success metrics. Output a one-page brief plus a 30-second pitch.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Design MCP tool schemas: typed inputs/outputs, explicit error codes, idempotency rules, and logging fields. Provide examples of good vs bad schema design for agent reliability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Provide criteria to decide HLS vs hand RTL: performance ceilings, maintainability, verification burden, and toolchain maturity. Include a recommended hybrid flow and how to validate HLS output.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Take one longform input (webinar/podcast/blog) and output: 10 short scripts (15–45s), 5 carousels, 3 email snippets, and 20 hook lines. Include timecodes, b-roll notes, and caption text.
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
Create a governance workflow for agent updates: RFC template, reviewer roles, approval gates, and post-deploy validation. Include change logs and accountability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Write scalable SDC patterns: generated clocks, clock uncertainty, I/O constraints, clock groups, and exceptions. Include best practices to avoid over-constraining and how to validate constraints with ...
Author: Assistant
Category: fpga-asic-design | 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
Design a typed A2A message schema: intents, constraints, artifacts, and status updates. Include versioning strategy and validation rules to prevent protocol drift.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create an ECU tuning risk review: fuel, ignition, boost, knock detection, temperatures, emissions/legal considerations, and validation steps. Keep it safety- and compliance-focused.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a post-repair validation plan: static checks, low-speed test, load test, thermal cycle, scan recheck, leak check, and customer handoff notes.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a method to validate software/tool recommendations: official docs, release notes, CVEs, maintainer activity, and reproducible install steps. Include a checklist.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Define a standard valid/ready contract for your design: latency, skid buffers, combinational paths, and backpressure. Provide reference RTL templates and SVAs to enforce protocol correctness.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a diagnostic overview for motorcycle ABS/traction control: wheel speed sensors, tone rings, battery voltage, tire size mismatch, DTCs, and safe validation methods.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Train a simple LTR model with handcrafted features (BM25 score, title match, click priors). Provide cross-validation setup and feature importance chart.
Author: Assistant
Category: ml-lab-IR | 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
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
Train Suginami engineers on A3 thinking. Run a live 5-Why on a recent defect, define containment, root fix, and validation plan. Produce a shareable A3.
Author: Assistant
Category: continuous-improvement-training | 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
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
Propose a simulation-first strategy: CFD for wings and exteriors, multibody for suspension, click-models for magazine UX. Define model fidelity tiers and validation plans.
Author: Assistant
Category: systems-engineering-sim | 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 JSON tool contracts (inputs/outputs/errors) and telemetry for every call (latency, token use, source count). Provide a redaction policy for logs.
Author: Assistant
Category: platform-observability | Model: gpt-4o
Add a privacy stage that redacts PII from inputs/outputs and blocks storage for sensitive fields. Provide audit logs and consent flags in metadata.
Author: Assistant
Category: privacy-compliance | Model: gpt-4o
ChatGPT drafts reference architectures (web, data, event-driven); Cursor scaffolds repos; Antigravity provisions demo stacks and validates SLOs. Output evolution paths.
Author: Assistant
Category: architecture-templates | Model: gpt-4o
ChatGPT plans release trains and backport policy; Cursor automates version bump and CHANGELOG; Antigravity cuts branches/tags and validates artifacts. Provide a train calendar.
Author: Assistant
Category: release-management | Model: gpt-4o
ChatGPT writes golden path templates for logs/metrics/traces; Cursor inserts instrumented examples; Antigravity validates dashboards and SLO alerts per service. Output service health runbook.
Author: Assistant
Category: sre-foundations | Model: gpt-4o
Design a cabin layout for 8–12 pax. Provide anthropometrics, seat pitch/width, stowage, lighting, and signage. Validate 90-second evacuation compliance with assumptions and constraints.
Author: Assistant
Category: interior-design-HF | Model: gpt-4o
Build a CLI to list/set default input/output devices and volumes. Use CoreAudio/pulseaudio/wasapi. Flags: --list, --set 'Device Name', --mute, --vol 30. Print per-OS permissions.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Implement a CLI that switches AWS/GCP/Azure profiles/regions, validates tokens, prints caller identity, and sets env for subshell. Flags: --provider, --profile, --region, --print-env.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Write a CLI to preview and validate hosts file entries, detect duplicates, and suggest merges. Default read-only, with --apply guarded by confirmation. Backup/restore included.
Author: Assistant
Category: cli-tool | Model: gpt-4o
You are a spatial omics PI. Outline preprocessing, spot/cell segmentation, deconvolution, neighborhood analysis, and ligand–receptor inference. Include validation with immunostaining.
Author: Assistant
Category: bioinformatics | 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
Act as a quality lead. Provide a lightweight QMS starter for medical software: SOP index, document control, risk management, traceability matrix, and verification/validation plan.
Author: Assistant
Category: quality-systems | Model: gpt-5
You are a regulatory strategist. Outline validation for software as a medical device/AI decision support: intended use, clinical association, analytical validation, clinical validation, and real-world...
Author: Assistant
Category: regulatory-strategy | Model: gpt-5
Act as an assay validation lead. Provide a template for analytical sensitivity/specificity, precision, linearity, LoD/LoQ, carryover, and stability studies with acceptance criteria.
Author: Assistant
Category: lab-methods | Model: gpt-5
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
Design a pre-silicon validation flow using emulation and FPGA protos: partition strategy, speed/visibility tradeoffs, trace buffers, stimulus generation, coverage closure, and HW/SW co-verification mi...
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
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
You are a mechanical analysis lead. Outline a lightweight CFD/FEA plan for a heatsink on a 10 W SoC: boundary conditions, mesh strategy, material data, convergence criteria, validation with bench meas...
Author: tsubasa
Category: mechanical | Model: gpt-4o
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
Assemble an alternative-data signal pack in Tokyo relevant to GPIF stewardship themes and engagement log. List sources, transformations, and a validation rubric. Return as a table and a risk note on c...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Assemble an alternative-data signal pack in London relevant to LSEG data and index licensing inventory. List sources, transformations, and a validation rubric. Return as a table and a risk note on com...
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
Assemble a few-shot set: 5 positive examples, 2 negative counter-examples. Each example contains: input, rationale (1–2 lines), correct output. Return JSONL, then propose an ordering strategy to minim...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Outline mechanics for a compliant giveaway or engagement loop: entry, validation, anti-bot measures, winner selection, and fulfillment. Provide a risk checklist for platform policies.
Author: Curioforce Corp. Corp.
Category: Viral Content | Model: gpt-5-thinking
Given an unweighted graph (edge list), generate steps to formulate a Max-Cut QAOA instance: cost & mixer Hamiltonians, initial state, parameterization, and classical optimizer loop. Output Python-like...
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
Prepare a spec to render X-bar/R and P charts with rule violations. Include input column names, calculation steps, and UI annotations. Output as Markdown + CSV example.
Author: Curioforce Corp. Corp.
Category: Industrial Visualization | Model: gpt-5-thinking
Specify a bot that watches stock levels, predicts reorder points, and sends purchase orders. Provide SQL sketch for inputs, and a JSON payload for a webhook to the supplier.
Author: Curioforce Corp. Corp.
Category: Small Business Automation | Model: gpt-5-thinking
Translate the prompt’s requirements into a lightweight program skeleton with function signatures, I/O types, and edge cases. Provide implementations for input parsing and output validation. Language-a...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Take a prompt and inject 10 practical guardrails: forbidden content notes, schema validation, refusal policy, and fallbacks. Provide both a short and long version. Output as two Markdown blocks.
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
For a Lanzhou plant with steam heating and electric drives, design a winter (Nov–Mar) energy mix plan. Return a step-by-step calculator: Inputs (tariffs by hour, boiler efficiency, steam demand, COP i...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
Propose a retrofit plan for a small EMS line in Lanzhou: feeders, AOI, ICT, reflow with energy metering. Return a unit-economics tear-down: Inputs, Assumptions, Savings buckets (scrap, changeover, ene...
Author: Tsubasa Kato
Category: Lanzhou Industrial & Business | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | 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
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
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
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
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
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | 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
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
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | 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
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | 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
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | Model: gpt-5-thinking
Define stochastic inputs for {topic} and run a Monte Carlo design outline. List distributions and parameters, then describe output percentiles and a tornado sensitivity summary. Explain how many trial...
Author: Inspire Search Corp.
Category: Manufacturing Costing | 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
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
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
Goal: track feature adoption lifecycle. Data: feature flags + events. Steps: 1) Adoption curve by cohort; 2) Time-to-first-use and repeat; 3) Impact on retention/LTV; 4) Sunset or double-down decision...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: model LTV with RFM and Pareto/NBD. Data: orders table + GA4 user_id mapping. Steps: 1) Derive Recency, Frequency, Monetary; 2) Fit Pareto/NBD (BG/NBD) and Gamma-Gamma for monetary; 3) Validate w...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Define a lightweight analytics spec for {creator_or_brand}. Deliver: metric tree (North Star → inputs), weekly dashboard spec, definitions (e.g., SAVER: Saves, Average View Duration, Earned shares, Re...
Author: Tsubasa Kato
Category: Influencer Growth | Model: gpt-5
Write a comprehensive GenAI prompt that utilizes the latest edge GPU boards to accelerate tasks such as data annotation, object detection, and predictive modeling for a team of robotics engineers. Pr...
Author: Prompt Generator
Category: AI Development | Model: llama3.1:latest
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
Define a measurement plan for {{product_concept}}: - North Star Metric, 3 input metrics - Content metrics per platform (view-through, ER, CTR, save/share, replies) - Weekly experiment sheet (hypothesi...
Author: Tsubasa Kato
Category: analytics | 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
Write a Python script to create and optimize a quantum circuit implementing Shor's algorithm for factorizing large numbers. Include circuit description, input/output transformations, and performance m...
Author: Prompt Generator
Category: Quantum Computing | Model: llama3.1:latest
Given a quantum circuit with n qubits and m gates, optimize the gate placement and order to minimize the overall execution time on a realistic quantum computer architecture. Considerations: * Resourc...
Author: Prompt Generator
Category: Quantum Computing Challenge | Model: llama3.1:latest
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
Plan a mode/route optimizer. Inputs: lanes, SLAs, cost, CO₂ factors. Deliver: heuristics vs solver, mode swaps, consolidation rules, and exception alerts. KPIs: OTIF, cost/kg-km, emissions proxy. Outp...
Author: Tsubasa Kato
Category: Strategy | 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
Create a forecasting model for rack space, power, and cooling. Inputs: historical installs, decommissions, TDP trends, stranded capacity. Deliver: 6–12 month projections, heatmaps, what-ifs (new clust...
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
Plan a macro-level simulation of energy/cost for food-safe industrial fermentation lines (generic). Deliver: process blocks, inputs (power tariffs, throughput), KPIs (kWh/kg, cost/unit), sensitivities...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a CFD study for a fanless electronics enclosure. Deliver: geometry simplifications, heat sources, meshing, turbulence/radiation treatment, KPIs (ΔT, hotspot area), design levers (vents, fins), va...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Act as a simulation planner for a peaceful, educational cell-signaling model (e.g., MAPK cascade). Deliver: goal, scope, assumptions, inputs (public, synthetic only), ODE/agent-based approach, KPIs (s...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a simulation for battery SOC/SOH estimator (EKF/UKF). Deliver: cell model choice, drive cycles, noise models, KPIs (MAE, drift), fail-safes, logging. Output: algorithm pseudocode, dataset schema,...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Be a concise emergency helper during regional network failures. Priorities: avoid hazards, maintain coordination, contact authorities. Inputs: scenario, city/area, environment, companions, constraints...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
Act as a calm, practical emergency helper for civilians during wide cellular/data outages. Aim: avoid danger, evacuate early, maintain contact. Inputs: scenario, location, environment, companions, con...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
You are CIVSAFE for large-scale internet/cellular outages. Goal: keep people coordinated, calm, reachable. Inputs: scenario, location, companions, constraints (battery/signal), intent. Output: SAFE-BR...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
You are CIVSAFE, a calm, practical copilot for civilians in emergencies. Aim: avoid danger, evacuate early, call authorities. Never give offensive or illegal tactics. Inputs: scenario, location_countr...
Author: Tsubasa Kato
Category: Safety | Model: GPT-5 Thinking
Design a decision framework to prioritize a to-be-read pile. Gather inputs like length, difficulty, mood, author diversity, deadline pressure, and convert them into a simple scoring rubric and reading...
Author: ChatGPT
Category: books | Model: gpt-5
Facilitate a workshop to define a North Star Metric and input metrics. Provide an alignment process, anti-patterns, and a 6-week rollout plan with dashboards.
Author: ChatGPT
Category: business | Model: gpt-5
Design a lightweight MMM combined with geo-experiments to validate channel incrementality. Provide data requirements, model outputs, budget reallocation rules, and example readouts for executives.
Author: ChatGPT
Category: business | Model: gpt-5
You are an **expert task planner** with a precise, analytical, and user-sensitive communication style. Your job is to transform vague or high-level goals into clear, structured, and actionable sub-tas...
Author: [email protected]
Category: Planning, Plan, Goal | Model: GPT-4.1, GPT-4, o4-mini, o4-mini-high, o3
