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Voter Rolls and Election Access

Examine how various approaches to voter rolls, registration data, and access policies influence voter participation, privacy, and the integrity of elections. Evaluate safeguards for transparency, erro...

Tags: governance, elections, topical

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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AI for Public Services

Public services are experimenting with AI, robots, and other automation to improve speed, access, and efficiency. Evaluate where these tools can genuinely reduce waiting times or extend coverage, and ...

Tags: technology, ai, automation, public-services, accessibility

Author: Curioprompt

Category: Technology | Model: gpt-5.4-mini

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When AI Helps and Harms

AI is increasingly used in medicine, journalism, and everyday knowledge work, but concerns are growing about overreliance, errors, and the loss of human judgment. Evaluate the best use cases for AI as...

Tags: ai, medicine, journalism, human-judgment, ethics

Author: Curioprompt

Category: Science | Model: gpt-5.4-mini

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AI Errors And Liability

A court finds a major AI-powered information service legally responsible for misleading output. Analyze the broader question: who should bear liability when an AI system gives harmful or false answers...

Tags: ai, liability, platforms, law, consumer-protection

Author: Curioprompt

Category: Technology | Model: gpt-5.4-mini

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Wheel Bearing and Hub Diagnosis

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.

Tags: wheel-bearing, hub, diagnostics, noise, safety

Author: Assistant

Category: vehicle-engineering-mechanics | Model: GPT-5.2

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Adaptive Kaizen OODA Loop

Combine Kaizen with OODA for a weekly improvement loop. Map current workflow, pick one friction, propose a countermeasure, run a 7 day pilot, and log outcomes. Output a one page SOP and a next loop ba...

Tags: process, kaizen, OODA, continuous-improvement, managers

Author: Assistant

Category: process-improvement | Model: gpt-4o

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CI CD Guardrail Registry

List guardrails for deploy safety such as canaries, feature flags, error budgets, and rollback scripts. Output a checklist and training plan.

Tags: CI-CD, DevOps, guardrails, SRE, release

Author: Assistant

Category: release-engineering | Model: gpt-4o

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Safe Port Scanner (Ethical)

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...

Tags: cli, security, ports, scanner, windows, macos, linux

Author: Assistant

Category: cli-tool | Model: gpt-4o

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Universal Package Updater

Create a CLI that updates packages using apt/dnf/pacman/brew/winget/choco when available. Flags: --check, --upgrade, --security-only (if supported), --list-outdated, --dry-run. Log file per host.

Tags: cli, packages, brew, winget, apt, choco, updates

Author: Assistant

Category: cli-tool | Model: gpt-4o

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Docker Quick Tasker

Build a CLI to dockerize a folder with sane defaults: generates Dockerfile/Compose, builds, runs, tails logs, and cleans. Flags: --init, --build, --run, --logs, --down. Language presets (Python/Node/G...

Tags: cli, docker, containers, devops, compose, windows, linux, macos

Author: Assistant

Category: cli-tool | Model: gpt-4o

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BSL-2 Biosafety SOP Pack

You are a biosafety officer. Draft BSL-2 SOPs: PPE, waste, spill response, sharps, incident reporting, and training logs. Include a lab signage kit and audit checklist.

Tags: biosafety, BSL-2, SOP, lab-safety, training

Author: Assistant

Category: lab-safety | Model: gpt-5

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HL7 FHIR Interop Mapping Kit

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.

Tags: FHIR, HL7, interoperability, terminology, ICT

Author: Assistant

Category: health-IT-integration | Model: gpt-5

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EHR NLP with Privacy Guardrails

You are a clinical NLP lead. Build a de-identification-first pipeline: PHI scrubbing, section segmentation, entity extraction (SNOMED/LOINC), and cohort retrieval. Include audit logs and drift checks.

Tags: EHR, NLP, PHI, privacy, ontology, ICT

Author: Assistant

Category: health-IT | Model: gpt-5

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Point-of-Care Ultrasound Starter

Act as a POCUS coach. Lay out FAST, lung, IVC, and basic echo windows; probe choices; image labeling; and a credentialing log template. Add safety notes and documentation examples.

Tags: POCUS, ultrasound, FAST, lung, IVC

Author: Assistant

Category: critical-care-education | Model: gpt-5

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Excel/Sheets Power on Mobile

You are a spreadsheet coach. Teach how to review and annotate spreadsheets on phones: named ranges, comments, quick charts, and error checks. Provide a 10-minute commuter checklist.

Tags: spreadsheets, Excel, Sheets, mobile, review

Author: Assistant

Category: productivity | Model: gpt-5

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Crisis Simulation Drill

You are a comms trainer. Design a 2-hour tabletop crisis drill: scenario, injects, decision logs, cross-functional roles, external comms artifacts, and scoring rubric. Include a debrief template.

Tags: PR, crisis, simulation, training, tabletop, playbook

Author: Assistant

Category: PR | Model: gpt-4o

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Social Media Response Matrix

You are a community manager. Build a response matrix: scenarios (praise, complaint, misinformation, outage), tone guidance, escalation rules, response SLAs, and sample replies. Include a tagging schem...

Tags: PR, social, community, moderation, CRM, playbook

Author: Assistant

Category: PR | Model: gpt-4o

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ADC Architecture Trade Study

Compare SAR, pipeline, and sigma-delta ADCs for a sensor hub. Include FoM, resolution/SNR targets, sampling rate, power, area, calibration needs, and DFT hooks. Output a recommendation with risk log a...

Tags: IC, ADC, SAR, pipeline, sigma-delta, trade-study

Author: Assistant

Category: chip-design | Model: gpt-4

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CI/CD for Regulated Customers

Act as a principal engineer. Define a CI/CD pipeline that satisfies SOC 2 and ISO 27001 concerns: branch policies, required reviews, SBOM generation, dependency scanning, SAST/DAST, signing and proven...

Tags: security, devops, CI/CD, compliance, SOC2

Author: tsubasa

Category: engineering | Model: gpt-4o

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Platform Reliability Roadmap

Act as a head of engineering. Create a reliability roadmap: target error budgets, dependency upgrades, chaos drills, capacity plans, and quarterly goals linked to SLO improvements. Provide a dashboard...

Tags: reliability, roadmap, SLO, capacity, chaos

Author: tsubasa

Category: engineering | Model: gpt-4o

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Observability Minimum Viable Platform

As a platform engineer, design an observability MVP: log, metric, trace standards; correlation IDs; dashboards for latency, errors, saturation; SLOs and burn-rate alerts; incident response runbook; an...

Tags: observability, SRE, SLO, alerts, runbooks

Author: tsubasa

Category: engineering | Model: gpt-4o

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London — Derivatives Collateral & Margin: LCH clearing membership operational checklist (illustrative)

Build a collateral/margin management mini-spec in London for LCH clearing membership operational checklist (illustrative). Cover CSA terms, margin calls, eligible collateral, and haircuts. Return as a...

Tags: finance|london|derivatives-collateral-&-margin|lch, clearing, membership, operational

Author: Inspire Search Corp.

Category: Financial Business (City-Specific) | Model: gpt-5-thinking

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Noise Modeling & Mitigation

Create a plan to characterize noise on a NISQ device: T1/T2, readout error, crosstalk notes. Recommend mitigation: measurement error mitigation, dynamical decoupling, zero-noise extrapolation. Output ...

Tags: quantum|noise|mitigation|yaml

Author: Curioforce Corp. Corp.

Category: Quantum Tech | Model: gpt-5-thinking

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Error-Driven Prompt Tuning Loop

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 ...

Tags: prompt|tuning|feedback|yaml

Author: Curioforce Corp. Corp.

Category: Prompt-Improvement | Model: gpt-5-thinking

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Benchmarking Suite for VQA

Define a benchmarking suite for variational algorithms: datasets, seed control, metrics (energy error, convergence time), and reproducibility notes. Output: CSV spec (metrics) and YAML (suite config).

Tags: quantum|vqa|benchmark|metrics

Author: Curioforce Corp. Corp.

Category: Quantum Tech | Model: gpt-5-thinking

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Error-Budget Calculator

Create an error budget calculator that allocates total error across depth, readout, and optimizer noise. Provide equations and a worked example. End with a rule-of-thumb table by device size.

Tags: quantum|error-budget|calculator|nisq

Author: Curioforce Corp. Corp.

Category: Quantum Tech | Model: gpt-5-thinking

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Robot/Scraper Detection from Server Logs

Goal: detect robots/scrapers from logs. Data: server logs (CDN/WAF), GA4 anomalies. Steps: 1) UA/IP reputation, JA3/TLS fingerprints; 2) Request-rate and path entropy anomalies; 3) Honeypot endpoints;...

Tags: robots;scrapers;waf;logs

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Cohort Retention & Power-User Curve

Goal: analyze cohort retention and power-user curve. Data: GA4 users and events, subscription logs if applicable. Steps: 1) Build weekly cohorts by first_visit; 2) Compute W1–W12 retention; 3) Plot po...

Tags: cohorts;retention;power-user

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Traffic Source Quality & UTM Hygiene Audit

Goal: audit source/medium quality and UTM hygiene for {START_DATE}–{END_DATE}. Data: GA4 BigQuery export `{PROJECT}.{DATASET}.events_*`, ad platform logs, server-side UTMs. Steps: 1) Classify sessions...

Tags: ga4;bigquery;utm;source-quality

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Robotics Dev: Dataset Versioning & Label QA

Be the data steward. Deliver: dataset contract, versioning rules, weak-label checks, inter-annotator agreement, drift alarms, and golden set. KPIs: label error %, drift rate, model delta. Output: repo...

Tags: robotics, data, datasets, labeling, QA

Author: Tsubasa Kato

Category: Engineering | Model: GPT-5 Thinking

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Electronics: BMS SOC Estimator

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,...

Tags: electronics, battery, BMS, kalman, metrics

Author: Tsubasa Kato

Category: Simulation | Model: GPT-5 Thinking

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HCI: Usability A/B Journey Sim

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...

Tags: hci, ab testing, usability, journey, analytics

Author: Tsubasa Kato

Category: Simulation | Model: GPT-5 Thinking

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Small Biz: Cost & Safety Guardrails

Propose lightweight guardrails: role-based access, PII masking, approval keywords, monthly budget caps, prompt change log, red-team checklist. Output SOPs (1 page each), incident playbook (who/when/ho...

Tags: small, governance, guardrails, PII, finops

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Small Biz: Sales & Support Agent Pack

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...

Tags: small, sales, support, CRM, helpdesk

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Mid-Market: Data Governance & PII

Create a pragmatic policy: data map, lawful bases, retention, DLP, redaction, secrets handling, vendor assessment, human review. Include a DPIA lite template, audit log fields, and a quarterly red-tea...

Tags: medium, privacy, PII, policy, training

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Web Conversion Dip Triage

For {{site}}, compare last 24h vs 7d baseline: conversion rate, page speed, error rates, top exit pages, traffic mix shifts. Suggest 3 fixes prioritized by impact/effort.

Tags: growth;web;analytics;timely;cx

Author: Tsubasa Kato

Category: Growth | Model: gpt-5

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