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Showing results for "structured-output"

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Space Capability as Policy

Analyze how an ambitious national space program can function as a strategic instrument to stimulate research funding, spur high-tech industry growth, train the next generation of engineers, and bolste...

Tags: space-policy, technology, policy

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Birth Rates and Policy Design

Construct a long-range policy design exercise addressing declining birth rates by balancing family support, housing, childcare, immigration, and labor market structures. Include evaluation metrics, cr...

Tags: demography, policy, family

Author: Curioprompt

Category: Society | Model: gpt-5-nano

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National Data Governance for AI

Create a comprehensive national data governance blueprint for AI-enabled economies. Address data sovereignty, privacy protections, data sharing mechanisms, public-private collaboration, and internatio...

Tags: data, ai, privacy, governance

Author: Curioprompt

Category: Policy | Model: gpt-5-nano

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Xenotransplant Ethics Framework

Evaluate the ethical, biosafety, and regulatory dimensions of xenotransplantation (animal-to-human organ transplants). Propose a framework that integrates risk assessment, consent architecture, animal...

Tags: bioethics, health, regulation, biosafety

Author: Curioprompt

Category: Science | Model: gpt-5-nano

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Energy Shocks and EV Manufacturing

Investigate how fluctuations in energy prices influence EV manufacturing decisions, including cost structures, supply chain resilience, risk management, and policy incentives. Compare regional scenari...

Tags: energy, ev, manufacturing, supply-chain

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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Market Stabilization Tools

Compare design considerations for market stabilization tools used during downturns, including instrument architecture, disclosure norms, and risk controls. Assess tradeoffs between liquidity provision...

Tags: finance, market-structure, policy, risk-management

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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Closing the Skills Gap

Propose a multi-stakeholder strategy—education providers, industry partners, and government—that targets high-demand sectors, builds apprenticeships, and measures impact on employability and productiv...

Tags: labor, education, skills-gap, workforce-development

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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AI in Public Services

Draft a governance-ready plan for deploying AI in public services that balances efficiency with ethics, transparency, accountability, privacy, and user control. Compare different governance models, sp...

Tags: ai, govtech, public-services, privacy

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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Sex Education Policy Debates

Develop a comparative framework for designing inclusive sexuality education programs that safeguard essential information for all students while respecting diverse cultural and parental values. Identi...

Tags: education, policy, sex-education, rights

Author: Curioprompt

Category: Education | Model: gpt-5-nano

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Ocean Policy Effectiveness

Assess the structure and effectiveness of national ocean policies, including marine protected areas and plastic waste measures. Develop a set of metrics for ecological outcomes, economic impacts, and ...

Tags: environment, ocean, policy, conservation

Author: Curioprompt

Category: Science | Model: gpt-5-nano

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Labor Bargaining in Hard Times

Investigate how labor unions coordinate across industry sectors to negotiate a cohesive strategy amid economic volatility, fiscal constraints, and political pressure. Compare historical and internatio...

Tags: labor, unions, policy, bargaining

Author: Curioprompt

Category: Economics | Model: gpt-5-nano

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AI Governance in Business

Investigate how different governance and legal frameworks influence the development and deployment of AI-enabled enterprises, including automated operations, liability, ethics, and labor displacement....

Tags: ai, governance, ethics, regulation

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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National Team Talent Pipelines

Analyze how a country structures talent identification, coaching succession, and replacement planning for elite sports teams, and how these choices reflect broader patterns in governance, resource all...

Tags: talent-management, policy, governance, sports

Author: Curioprompt

Category: Sports | Model: gpt-5-nano

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AI in Corporate Operations

Analyze how companies can design a durable AI strategy that aligns technology deployment with governance, ethics, workforce planning, and continuous learning, including evaluation metrics, risk contro...

Tags: ai, business-technology, governance, workforce

Author: CurioPrompt

Category: Technology | Model: gpt-5-nano

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Gen Z and Changing Relationships

Explore how youth attitudes toward relationships, gender identity, and authenticity challenge traditional social structures, and propose frameworks for inclusive education, media representation, and p...

Tags: youth-culture, gender-norms, education

Author: CurioPrompt

Category: Society | Model: gpt-5-nano

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France Luxury Goods Strategist

You are the 'Chief Strategy Officer' for a global boutique consulting firm specializing exclusively in the French Ultra-Luxury Goods sector. Your expertise is encyclopedic and deeply rooted in current...

Tags: dynamic, france, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Mexico Cross-Border Trade Strategist

You are an elite, specialized Cross-Border Trade Strategy Consultant focused exclusively on the USMCA corridor between the United States and Mexico. Your expertise must be rooted in interpreting and l...

Tags: dynamic, mexico, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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China Manufacturing Optimization Strategist

You are an elite 'China Manufacturing Optimization Expert' specializing in interpreting and applying national industrial policy, particularly the Ministry of Industry and Information Technology (MIIT)...

Tags: dynamic, china, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Turkey Textile Production Strategist

You are a highly specialized AI Consultant and Expert Analyst focused exclusively on the Turkish Textile, Apparel, and broader Manufacturing Sector. Your expertise must integrate deep knowledge of Tur...

Tags: dynamic, turkey, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Japan Robotics Manufacturing Strategist

You are a highly specialized AI System Expert in Japan's advanced robotics and manufacturing sector. Your knowledge base is grounded in Japan's newly updated national robotics strategy, focusing on th...

Tags: dynamic, japan, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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India Software Development Strategist

You are an elite, highly specialized India Software Development and Technology Strategy Consultant, expert in the nuances of the Indian tech ecosystem, specifically referencing the trends, models, and...

Tags: dynamic, india, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Indonesia Maritime Logistics Strategist

You are an elite, highly specialized 'Indonesia Maritime Logistics and Investment Strategy Consultant' with deep expertise in Southeast Asian infrastructure economics, geopolitical trade policy, and a...

Tags: dynamic, indonesia, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Argentina Agricultural Technology Strategist

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...

Tags: dynamic, argentina, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Australia Mining Technology Strategist

You are an elite, highly specialized 'Australia Mining Technology and Mineral Processing Expert'. Your expertise spans the entire modern mining value chain, from exploration expenditure trends to comp...

Tags: dynamic, australia, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Russia Energy Infrastructure Strategist

You are a Senior Geopolitical Energy Analyst specializing exclusively in the Russian Federation's highly complex and volatile energy infrastructure. Your knowledge base must be grounded in real-time c...

Tags: dynamic, russia, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Brazil Environmental Monitoring Strategist

You are a Senior Environmental Compliance Expert specializing in Brazilian environmental law, specifically the National Air Quality Control Program (Pronar) and environmental licensing mandated by CON...

Tags: dynamic, brazil, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Taiwan Semiconductor Design Strategist

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...

Tags: dynamic, taiwan, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Canada Energy Sector Strategist

You are a highly specialized and authoritative AI Consultant, acting as a Senior Energy Sector Analyst focused exclusively on the Canadian energy market. Your expertise spans the entire spectrum, incl...

Tags: dynamic, canada, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Italy Fashion Design Strategist

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...

Tags: dynamic, italy, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Germany Automotive Engineering Strategist

You are an expert **Cybersecurity Threat Intelligence Analyst** specializing in **Advanced Persistent Threat (APT) Group Attribution and TTP Analysis**. Your task is to analyze the provided raw threat...

Tags: dynamic, germany, bs4-scraped

Author: AI Agent (gemma4)

Category: Industry Analysis | Model: gemma4

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Friends Reunion: 2-Hour Agenda

Design a 2-hour agenda for a New Year catch-up: arrival ritual, structured conversation prompts, shared snack break, and a closing toast. Provide a remote-friendly version too.

Tags: new-year, friends, reunion, hosting, remote

Author: Assistant

Category: event-planning | Model: gpt-4o

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Kawasaki Factory Kaizen Sprint

Design a one-week kaizen sprint for a precision parts plant in Kawasaki. Map a machining cell’s current state, run a time-and-motion study, quantify OEE losses, propose SMED changes for setup under 10...

Tags: kaizen, lean, OEE, SMED, Kawasaki, manufacturing

Author: Assistant

Category: lean-operations | Model: gpt-4o

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Quantization Suite: INT8/INT4/NF4

Create a quantization evaluation suite (GPTQ/AWQ/RTN): perplexity, zero-shot accuracy, calibration set selection, and layer-wise sensitivity. Output deployment guidelines by architecture and hardware ...

Tags: LLM, quantization, INT8, INT4, NF4, AWQ, GPTQ

Author: Assistant

Category: model-compression-LLM | Model: gpt-4o

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Franca QC Sampling and SPC

Implement acceptance sampling and SPC on a Franca outsole line. Define AQL, control charts (p/X̄-R), gage R&R, and a response plan. Output operator training cards.

Tags: QC, SPC, AQL, gage-RR, Franca, footwear

Author: Assistant

Category: statistical-quality-control | Model: gpt-4o

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Deep Work Week Planner

Design a 5-day schedule that batches shallow tasks and protects three 90-minute deep work blocks daily. Include calendar blocks, focus rituals, break timers, and end-of-day review checklist. Output a ...

Tags: time-management, deep-work, focus, productivity, schedule

Author: Assistant

Category: time-management | Model: gpt-4o

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Citation-First RAG Pipeline

Design a retrieval pipeline that enforces source-anchored answers. Include chunking policy, hybrid retrieval (BM25+embeddings), quote extraction with line/section anchors, and footnote rendering. Outp...

Tags: RAG, citations, hybrid-retrieval, chunking, QA

Author: Assistant

Category: retrieval | Model: gpt-4o

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Macro→Micro Bridge

Translate macro indicators (inflation, rates, PMI) into sector and company impacts. Output a watchlist with likely winners/pressured names conceptually.

Tags: investing, macro, sectors, translation, watchlist

Author: Assistant

Category: investing-macro-bridge | Model: gpt-4o

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Spec → Tests → Code Chain

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...

Tags: TDD, testing, ChatGPT, Cursor, Antigravity, automation

Author: Assistant

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

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PR Review Copilot

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...

Tags: code-review, PR, automation, Cursor, Antigravity, ChatGPT

Author: Assistant

Category: code-quality | Model: gpt-4o

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Structured Findings Exporter

Create an exporter that converts answers into JSON/CSV with fields (claim,evidence,source_url,confidence,timestamp). Provide schemas and sample exports.

Tags: export, JSON, CSV, structure, schemas

Author: Assistant

Category: reporting-integration | Model: gpt-4o

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Human-in-the-Loop UI for Evidence

Design a UI: inline citations, hover previews, source quality badges, and ‘expand to passage’. Include keyboard flows and accessibility specs (WCAG). Output wireframes and event schema.

Tags: UX, UI, citations, accessibility, wireframes

Author: Assistant

Category: product-UX-research | Model: gpt-4o

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Generative Video QA Rubric

Define a QA rubric for Veo/Sora outputs: artifact check, lip sync plausibility concept, continuity, brand compliance. Output a pass/fail sheet.

Tags: video, QA, rubric, Veo-3.1, Sora, brand

Author: Assistant

Category: video-quality-assurance | Model: gpt-4o

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Pricing and Packaging Teardown

Collect competitor pricing: SaaS tiers vs hardware MSRP and street price, retail promo patterns, food menu bands, movie ticketing and subscription models. Output parity gaps, willingness-to-pay hypoth...

Tags: pricing, packaging, benchmark, experiments

Author: Assistant

Category: pricing-analysis | Model: GPT-5.1

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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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Ecosystem Risk Heatmap

Map dependencies on vendors and platforms, score concentration and change risk, and propose hedges or alternates. Output a quarterly risk review template.

Tags: risk, ecosystem, vendors, platforms, hedging

Author: Assistant

Category: risk-management | Model: gpt-4o

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Dev Velocity Lab

Identify top constraints to developer velocity and propose experiments across CI time, test flake, code review, and environment drift. Output target benchmarks.

Tags: developer-velocity, engineering, CI, testing, tooling

Author: Assistant

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

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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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Shadow P and L for Partnerships

Create a shadow profit and loss for partner motions including enablement and support costs. Output ROI thresholds and accountability model.

Tags: P&L, partners, ROI, finance, BD

Author: Assistant

Category: finance-for-BD | Model: gpt-4o

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Co Selling Playbook

Draft roles, lead routing, account mapping, and shared win criteria for co selling with partners. Output scripts, compliance notes, and mutual NDA tips.

Tags: co-selling, playbook, BD, partnerships, sales

Author: Assistant

Category: sales-partnerships | Model: gpt-4o

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Zero Party Data Program

Design a voluntary data exchange program with value backed quizzes and configurators. Define consent flows, data minimization, and CRM fields. Output a 60 day pilot plan.

Tags: marketing, data, privacy, CRM, product

Author: Assistant

Category: customer-intelligence | Model: gpt-4o

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City Cards ROI Calculator

Given attractions and stay length, compute break-even for city passes vs pay-as-you-go. Include skip-the-line and transit value assumptions. Output a yes or no verdict with reasoning.

Tags: travel, passes, ROI, attractions, Europe, Asia

Author: Assistant

Category: budget-optimizer | Model: gpt-4o

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ADV Motorcycle Weekend GPX

Plan a 2-3 day ADV loop: mixed surfaces, fuel stops, camp spots, and weather alternates. Output GPX waypoints with descriptions and mileage.

Tags: motorcycle, ADV, route, GPX, camping

Author: Assistant

Category: motorcycle-routing | Model: gpt-4o

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Case Report & Manuscript Kit

You are a scholarly coach. Provide CARE/ICMJE checklists, structure, figure/resolution tips, authorship roles, and a response-to-reviewers template. Add a journal shortlist matrix.

Tags: research, manuscript, case-report, ICMJE, CARE

Author: Assistant

Category: scholarly-comms | Model: gpt-5

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Reading Queue Prioritizer

Act as a knowledge curator. Build a triage system for saved articles: categorize into 'Read Now', 'Skim', 'Archive', assign time estimates, and export a 30-minute train reading plan. Output a simple r...

Tags: reading, knowledge, curation, time-management

Author: Assistant

Category: learning | Model: gpt-5

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Fare & Pass Optimization Planner

You are a cost-savvy planner. Create a generic planner to compare commute fare options and passes, factoring frequency, peak/off-peak, and occasional trips. Output a simple calculator framework and re...

Tags: cost, commute, planning, passes, budget

Author: Assistant

Category: finance | Model: gpt-5

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Battery & Data Budget Guardrails

Act as a mobile ops coach. Provide battery/data-saving rules for long commutes: offline-first, background refresh policy, low-data media, and emergency reserve. Output a checklist.

Tags: mobile, battery, data, offline, workflow

Author: Assistant

Category: operations | Model: gpt-5

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CRM Update Sweep (5-Minute)

Act as a sales manager. Build a 5-minute end-of-ride CRM sweep: stage updates, next steps, probability tweaks, and notes to self. Output a checklist and a forecast sanity check.

Tags: sales, CRM, forecast, habits, commute

Author: Assistant

Category: sales | Model: gpt-5

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Voice-to-Notes Deal Memo

You are a sales ops coach. Turn voice dictation from the train into a clean deal memo: opportunity summary, next actions, risks, blockers, and CRM fields. Output a reusable outline and tagging scheme.

Tags: sales, CRM, voice, notes, workflow

Author: Assistant

Category: sales | Model: gpt-5

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Creator Audio Chain Upgrade

You are an audio engineer. Recommend mic chain (dynamic vs condenser), placement, EQ/comp/DS settings, noise control, room treatment hacks, and a live monitoring checklist. Output presets as JSON.

Tags: audio, microphone, EQ, compression, noise, studio

Author: Assistant

Category: creator | Model: gpt-4o

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GitHub Portfolio Blueprint

Act as a career coach. Design a portfolio structure with 4 flagship repos (AI, systems, web, data). Include README templates, demo videos, issue hygiene, and contribution guidelines.

Tags: career, portfolio, GitHub, students, showcase

Author: Assistant

Category: career | Model: gpt-4o

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Rust for Systems: Starter Roadmap

You are a systems tutor. Create a 6-week Rust roadmap for engineers moving from C/C++. Cover ownership/borrowing, traits, async, FFI, and building a CLI + service. Provide weekly labs, benchmarks vs C...

Tags: Rust, systems, performance, CLI, async

Author: Assistant

Category: software | Model: gpt-4o

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HBM3E Integration SI/PI Checklist

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...

Tags: IC, HBM3E, SI, PI, packaging, thermal

Author: Assistant

Category: chip-design | Model: gpt-4

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Automated Signoff and ECO Loop

Define a push-button signoff pipeline: reproducible EDA containers, golden rule decks, regression checklists, run orchestration, artifact retention, and ECO automation for timing/IR/DRC. Output a CI/C...

Tags: IC, signoff, automation, ECO, CI/CD, flows

Author: Assistant

Category: chip-design | Model: gpt-4

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Investor Data Room Checklist

Act as a CTO/CEO preparing a seed round. List a data room structure: product docs, architecture, security, metrics, financials, customer references, legal. Include a 6-slide tech appendix and a KPI gl...

Tags: fundraising, investors, data room, KPIs, story

Author: tsubasa

Category: leadership | 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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Clock Tree Synthesis with Useful Skew

Design a CTS plan that balances skew, latency, and power for a 1.2 GHz domain with multiple clock gating islands. Include buffer/inverter choices, mesh vs spine tradeoffs, useful-skew targets, OCV der...

Tags: IC, EDA, CTS, skew, clock-gating, hold-fix

Author: Assistant

Category: chip-design | Model: gpt-4

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Hiring Bar & Loop Design

Act as a CTO. Define the hiring bar and interview loop for your first 5 engineers: competencies, role scorecards, structured interview questions, take-home vs live exercise, rubric with anchored examp...

Tags: hiring, CTO, process, onboarding, OKR

Author: tsubasa

Category: leadership | Model: gpt-4o

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Privacy by Design Checklist

Act as a privacy engineer. Produce a privacy-by-design checklist for a B2B SaaS: data mapping, minimization, retention, encryption at rest/in transit, consent flows, DSR handling, DPIA triggers, regio...

Tags: privacy, security, GDPR, DSR, governance

Author: tsubasa

Category: engineering | Model: gpt-4o

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Carousel Post Blueprint

Design a 9-slide carousel blueprint with slide-by-slide copy prompts and recommended visuals. Include accessibility alt-text suggestions. Output as a table.

Tags: viral|carousel|slides|blueprint

Author: Curioforce Corp. Corp.

Category: Viral Content | Model: gpt-5-thinking

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Customer Onboarding Playbook

Write a 14-day onboarding plan with day-by-day touchpoints, docs to send, and health-score checks. Provide a churn risk signal list. Output as a table.

Tags: automation|onboarding|health|churn

Author: Curioforce Corp. Corp.

Category: Small Business Automation | Model: gpt-5-thinking

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Expense → GL Auto-Coding

Create rules to auto-code expenses to GL accounts with confidence scores. Include exceptions (per-diem, mixed receipts) and a sampling audit. Output as JSONL examples.

Tags: automation|accounting|gl|coding|jsonl

Author: Curioforce Corp. Corp.

Category: Small Business Automation | Model: gpt-5-thinking

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UGC Sourcing & Rights

Provide a playbook to solicit and license UGC: outreach message templates, consent capture, and attribution. Include a spreadsheet header for tracking. Output as Markdown + CSV header line.

Tags: viral|ugc|rights|templates

Author: Curioforce Corp. Corp.

Category: Viral Content | Model: gpt-5-thinking

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Few-Shot Curation Pack

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...

Tags: prompt|few-shot|examples|jsonl

Author: Curioforce Corp. Corp.

Category: Prompt-Improvement | 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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Factory Layout Grid with Safety Lanes

Propose a grid layout for a small factory with equipment footprints and pedestrian safety lanes. Output a coordinates CSV (x,y,w,h,rotation,label) and notes for sightlines.

Tags: industrial|layout|safety|grid|csv

Author: Curioforce Corp. Corp.

Category: Industrial Visualization | Model: gpt-5-thinking

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Data Retention & Privacy

Create a data retention policy for a small business: categories, retention periods, lawful bases, and deletion workflows. Provide a redaction checklist. Output as a two-column table.

Tags: automation|privacy|retention|policy

Author: Curioforce Corp. Corp.

Category: Small Business Automation | Model: gpt-5-thinking

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Trend Surfing without Copycatting

Explain how to leverage a trend while staying original: angle changes, format twists, data overlays. Provide a decision tree and 5 safe/legal checks. Output as bullet points + a tiny flowchart in Merm...

Tags: viral|trend|originality|mermaid

Author: Curioforce Corp. Corp.

Category: Viral Content | Model: gpt-5-thinking

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Graph Encoding for Quantum Walks

Describe how to encode a directed graph into a quantum walk operator. Include oracle construction ideas, coin vs shift operators, and observables to measure. Output a step list and pitfalls to avoid.

Tags: quantum|walks|graph|encoding

Author: Curioforce Corp. Corp.

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

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A/B Prompt Experiment Plan

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...

Tags: prompt|ab-test|metrics|csv|experiment

Author: Curioforce Corp. Corp.

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

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Lead-to-Invoice Zap/Make Recipe

Design an automation that captures web leads, enriches them, books a call, and issues an invoice upon closed-won. Provide trigger→actions list, field mappings, and failure retries. Output as YAML.

Tags: automation|crm|invoice|zapier|make|yaml

Author: Curioforce Corp. Corp.

Category: Small Business Automation | Model: gpt-5-thinking

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Guardrail Injection

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.

Tags: prompt|guardrails|refusal|schema|fallbacks

Author: Curioforce Corp. Corp.

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

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SPC Control Charts Pack

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.

Tags: industrial|spc|control-chart|quality|csv

Author: Curioforce Corp. Corp.

Category: Industrial Visualization | Model: gpt-5-thinking

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Prompt Compression without Meaning Loss

Compress a long prompt by >40% while preserving constraints and output format. Show a diff (removed/kept/condensed) and a final compressed version. Return as Markdown with a 3-row risk table.

Tags: prompt|compression|diff|condense

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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QAOA for Max-Cut: From Graph to Params

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...

Tags: quantum|qaoa|maxcut|pseudocode|json

Author: Curioforce Corp. Corp.

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

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Prompt to Program Skeleton

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...

Tags: prompt|program|skeleton|pseudocode

Author: Curioforce Corp. Corp.

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

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Evaluation Rubric (Human-in-the-Loop)

Create a rubric for humans to score the model’s outputs: 5 criteria, 5-point scale each, behavioral anchors per score. Provide a one-page training note for raters and inter-rater reliability tips.

Tags: prompt|evaluation|rubric|hil

Author: Curioforce Corp. Corp.

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

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KPI Snapshot Email

Define a daily KPI snapshot email: revenue, pipeline, churn, NPS, tickets. Provide a template with placeholders and an SQL view sketch. Output as Markdown + SQL.

Tags: automation|kpi|email|sql|template

Author: Curioforce Corp. Corp.

Category: Small Business Automation | 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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Comment Magnet Prompts

Write 25 prompts that reliably drive comments (polls, dilemmas, myths). Include a follow-up reply template to keep threads alive. Output as Markdown.

Tags: viral|comments|engagement|prompts

Author: Curioforce Corp. Corp.

Category: Viral Content | Model: gpt-5-thinking

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Prompt Lint & Style Guide

Create a lint checklist for prompts: brevity, unambiguous instructions, schema-first outputs, guardrails, and eval hooks. Return a checklist table with yes/no and examples. Add 5 before→after rewrites...

Tags: prompt|lint|style|guide|checklist

Author: Curioforce Corp. Corp.

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

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Real-Time Anomaly Detection & Alerting

Goal: deploy real-time anomaly detection and alerting. Data: streaming events and KPIs. Steps: 1) Forecast baselines with ETS/Prophet; 2) Residual monitoring with robust z-scores; 3) Alert playbooks; ...

Tags: anomaly;alerting;streaming

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Cross-Device Journey Stitching Strategy

Goal: stitch cross-device journeys. Data: login IDs, hashed emails, device graph. Steps: 1) Identity resolution rules; 2) Probabilistic linking thresholds; 3) Bias checks; 4) KPI reconciliation. Outpu...

Tags: cross-device;identity;stitching

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Mobile vs Desktop Behavior Gap

Goal: compare mobile vs desktop behavior. Data: GA4 device category segmentation. Steps: 1) Key KPI diffs (engagement, CVR, AOV); 2) Path analysis differences; 3) UX issues flagged by session replays....

Tags: mobile;desktop;behavior-gap

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Pricing Page Sensitivity & Elasticity

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 ...

Tags: pricing;elasticity;experiments

Author: Tsubasa Kato

Category: Web Analytics | 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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Personalization Segmentation & CDP Activation

Goal: design segmentation and CDP activation. Data: events, traits, CRM. Steps: 1) Build segments (recency, behavior, value); 2) Define activation triggers; 3) Map to channels via CDP (e.g., Segment);...

Tags: segmentation;cdp;activation

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Core Web Vitals Impact on Conversion

Goal: quantify Core Web Vitals impact on conversion. Data: CrUX or RUM data for LCP/INP/CLS + conversions. Steps: 1) Bin users by CWV percentiles; 2) Model conversion vs CWV with semi-parametric fit; ...

Tags: core-web-vitals;conversion;rum

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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CRO Hypotheses Bank from Evidence

Goal: generate CRO hypotheses backed by evidence. Data: funnels, heatmaps, surveys, NPS, session replays. Steps: 1) Aggregate pain points; 2) Map to heuristics (clarity, friction, motivation); 3) Prio...

Tags: cro;hypotheses;prioritization

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Churn Propensity Scoring & Save Flows

Goal: predict churn propensity and design save flows. Data: user activity, support tickets, billing events. Steps: 1) Label churn; 2) Train gradient-boosting model; 3) SHAP feature importance; 4) Pres...

Tags: churn;propensity;save-flows

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Onboarding Path Analysis with Markov Chains

Goal: analyze onboarding paths with Markov Chains. Data: event sequences for new users first 7 days. Steps: 1) Build state graph of key events; 2) Compute transition probabilities; 3) Identify states ...

Tags: onboarding;markov;paths

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Content Engagement: Scroll & Heatmap Synthesis

Goal: synthesize scroll depth with heatmap insights. Data: GA4 scroll events, heatmap tool exports (e.g., Hotjar). Steps: 1) Join scroll depth to content type/length; 2) Identify false bottoms; 3) Fla...

Tags: scroll;heatmap;engagement

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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Experiment Readiness & A/B Test Sizing

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-...

Tags: ab-test;power;sample-size

Author: Tsubasa Kato

Category: Web Analytics | Model: GPT-5 Thinking

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LTV Modeling with RFM and Pareto/NBD

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...

Tags: ltv;rfm;pareto-nbd;bg-nbd

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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Community‑Led Growth Playbook

Design a community‑led growth plan for {product} aimed at {audience}. Outputs: community narrative, value ladder, onboarding rituals, weekly challenges, badge/rep system, moderation guidelines, and a ...

Tags: community, growth, playbook, engagement, retention

Author: Tsubasa Kato

Category: Product Ideation | Model: gpt-5

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Optimizing GenAI Workflows for Edge GPU Boards

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...

Tags: robotics, AI, prompts, edgeGPU, GenAI

Author: Prompt Generator

Category: AI Development | Model: llama3.1:latest

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Write First Draft In My Voice

Draft a 300–500 word piece about {{topic}} for {{audience}} with tone {{tone}}. Include a hook, clear structure, and a call to action. End with a one-sentence takeaway and 3 title options.

Tags: writing;copy;content;CTA

Author: ChatGPT

Category: Writing | Model: gpt-5

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Edge–Cloud Green Blueprint

Propose an edge–cloud architecture for {{use_case}} to minimize data movement and energy. Deliver: - What runs on-device vs edge vs cloud - Compression/feature extraction strategy - Federated learning...

Tags: edge, cloud, energy-efficiency, privacy, wellness

Author: Tsubasa Kato

Category: architecture | Model: gpt-5-thinking

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Planetary & Wellbeing KPI Dashboard

Define a KPI tree that balances business, planet, and health. Include: NSM, leading indicators, guardrail metrics (burnout proxy, screen time, dropout), and emissions/water/waste. Output a schema for ...

Tags: KPI, NSM, metrics, wellbeing, planet

Author: Tsubasa Kato

Category: analytics | Model: gpt-5-thinking

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Monthly Review & Experiment Map

Create a monthly growth review template: - What worked/failed (content + product) - KPI deltas vs goals - 5 new experiments for X/TikTok/YouTube - Resource plan and risks Output a one-page exec summar...

Tags: review, planning, experiments, KPIs, X, TikTok, YouTube

Author: Tsubasa Kato

Category: planning | Model: gpt-5-thinking

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Story Frameworks: AIDA/PAS/4P

Create copy variants for {{product_concept}} using AIDA, PAS, and 4P frameworks. For each framework, output: - X thread (hook + 5 bullets + CTA) - TikTok 25s script - YouTube title + cold open + thumb...

Tags: copywriting, frameworks, AIDA, PAS, 4P, X, TikTok, YouTube

Author: Tsubasa Kato

Category: copywriting | Model: gpt-5-thinking

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Board-Ready Strategy Brief

Act as a chief strategy officer. For <company> in <industry>, produce a one-page board brief: 1) three strategic moves with rationale, 2) risks with mitigations, 3) KPI tree and North Star metric, 4) ...

Tags: "CEO;strategy;board;OKR;KPI"

Author: ChatGPT

Category: CEO | Model: GPT-5 Thinking

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M\&A Teaser Evaluator

Given <teaser> and <data room index>, produce an investment memo: market map, tech moat, customer fit, synergy model (revenue, cost), integration risks, cultural fit, diligence questions, valuation co...

Tags: "CEO;M\&A;valuation;integration;memo"

Author: ChatGPT

Category: CEO | Model: GPT-5 Thinking

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Security Threat Model (STRIDE)

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...

Tags: "CTO;security;STRIDE;risk;controls"

Author: ChatGPT

Category: CTO | Model: GPT-5 Thinking

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Capacity and Cloud Cost Planner

For workload <service>, model 12-month capacity and cloud cost. Include CPU/GPU, storage, egress, and LLM inference. Compare reserved vs spot vs savings plans. Map to SLOs and traffic seasonality. Out...

Tags: "CTO;FinOps;capacity;SLO;cost"

Author: ChatGPT

Category: CTO | Model: GPT-5 Thinking

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Cash Runway and Scenario Simulator

Build a 18-month cash runway model from <starting cash> and <burn profile>. Run base, conservative, and aggressive scenarios. Include hiring plan effects, COGS, FX risk, debt covenants, and sensitivit...

Tags: "CFO;runway;forecast;scenario;FX"

Author: ChatGPT

Category: CFO | Model: GPT-5 Thinking

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USA Fleet: Uptime Control Tower

For commercial fleets, deliver an uptime control tower: telematics fault triage, parts availability view, mobile tech dispatch rules, and warranty eligibility checks. KPIs: breakdowns/1k miles, dwell ...

Tags: USA, Fleet, Telematics, Uptime, Parts, Dispatch

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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SOHO: Printerless Workflow Conversion

Help a small office go paper-light. Deliver: e-sign flow, scan-to-cloud, template library, retention policy, secure release print for edge cases. KPIs: print pages ↓, turnaround ↓. Output: app shortli...

Tags: SOHO, productivity, esign, document, policy

Author: Tsubasa Kato

Category: Operations | Model: GPT-5 Thinking

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Warehouse: AMR/AGV Pilot Playbook

Act as pilot lead. Deliver: site survey, traffic rules, charger placement, handoff with WMS, safety zones, and operator training. KPIs: picks/hr, near-miss=0, uptime, congestion. Output: pilot scope, ...

Tags: warehouse, AMR, AGV, automation, safety

Author: Tsubasa Kato

Category: Operations | 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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SOHO: Ransomware Readiness Tabletop

Run a non-technical tabletop for <25 staff. Deliver: backup triad policy, restore drill, least-privilege checklist, phishing report flow, and decision tree. KPIs: RTO, user reporting %, restore succes...

Tags: SOHO, security, backup, tabletop, ransomware

Author: Tsubasa Kato

Category: Security | Model: GPT-5 Thinking

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SOHO: Wi-Fi Heatmap & Channel Plan (Low Budget)

Act as SOHO network coach. Deliver: site sketch, AP placement, channel plan (2.4/5/6 GHz), interference survey, and roaming check. Budget: consumer mesh or 1–2 SMB APs. KPIs: RSSI, SNR, roam time. Out...

Tags: SOHO, WiFi, heatmap, mesh, channels

Author: Tsubasa Kato

Category: Operations | 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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Electronics: PSU Ripple SPICE Plan

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...

Tags: electronics, spice, power, ripple, transient

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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CAD/FEA: Camera Bracket Stress

Plan an FEA workflow for a lightweight camera gimbal bracket. Deliver: loads/BCs, mesh strategy, materials, KPIs (max stress, deflection, SF), DOE on thickness/fillets, verification. Output: CAD-to-FE...

Tags: cad, fea, bracket, lightweight, doe

Author: Tsubasa Kato

Category: Simulation | Model: GPT-5 Thinking

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CAD/CFD: Small Enclosure Cooling

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...

Tags: cad, cfd, thermal, enclosure, fanless

Author: Tsubasa Kato

Category: Simulation | Model: GPT-5 Thinking

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Energy: Microgrid Solar+BESS

Plan a microgrid simulation with PV + battery for a small campus. Deliver: load profiles, weather data, inverter models, dispatch strategies, KPIs (LCOE, self-consumption, outage hours), sensitivity. ...

Tags: energy, microgrid, solar, battery, LCOE

Author: Tsubasa Kato

Category: Simulation | Model: GPT-5 Thinking

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Urban: Traffic Signal Timing

Plan a microsimulation for a 4-intersection corridor. Deliver: detector assumptions, timing plans, pedestrian phases, KPIs (delay, queue, emissions proxy), safety guardrails for crossings. Output: net...

Tags: urban, traffic, microsimulation, signals, pedestrian

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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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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Enterprise: Build vs Buy Platform

Create a decision brief comparing vendor platforms vs internal build across control, speed, TCO, compliance, talent, and lock-in. Provide a hybrid option. Output: scorecard, phased migration path, and...

Tags: enterprise, platform, procurement, TCO, lock-in

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Small Biz: 14-Day AI Agent Sprint

Act as an AI rollout lead for a sub-50 person company. Deliver a 14-day plan: use cases ranked by ROI/risk, 2 quick-win agents (inbox triage, FAQ/RAG), minimal governance (human-in-the-loop), success ...

Tags: small, quick win, 14-day, sprint, agents

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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Regional Internet/Carrier Outage (USA)

Be a concise emergency helper during regional network failures. Priorities: avoid hazards, maintain coordination, contact authorities. Inputs: scenario, city/area, environment, companions, constraints...

Tags: internet outage, congestion, SMS, WEA, USA

Author: Tsubasa Kato

Category: Safety | Model: GPT-5 Thinking

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Power Blackout → No Internet (USA)

Provide practical steps for prolonged blackout. Goals: stay safe, save battery, stay reachable. Actions: avoid open flames; use flashlights; ventilate generators outside; check carbon-monoxide alarms;...

Tags: blackout, CO safety, radio, cash, USA

Author: Tsubasa Kato

Category: Safety | Model: GPT-5 Thinking

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Exchange Rate Shock Snapshot

For {{base}}/{{quote}}, analyze intraday swings in the last 24h and any central bank or macro headlines moving FX. Output: range, % change, key catalysts, risk to {{business_area}}, hedge ideas. Add 3...

Tags: fx;macro;risk;finance;timely

Author: Tsubasa Kato

Category: Finance | Model: gpt-5

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Feature Adoption Now

Measure last 7d vs last 24h adoption for {{feature}}. Output: DAU/WAU impact, activation funnel deltas, power-user behaviors, top cohorts, leading indicators. Suggest 3 quick experiments.

Tags: product;analytics;experimentation;timely;saas

Author: Tsubasa Kato

Category: Product | Model: gpt-5

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3-Act Beat Sheet Analyzer

As a script doctor, take any film and map it to a classic 3-act beat sheet: opening image, theme stated, catalyst, break into two, midpoint, bad guys close in, all is lost, break into three, finale. A...

Tags: movies, screenwriting, structure, analysis

Author: ChatGPT

Category: film | Model: gpt-5

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Adaptation Pitch: Novel to Screen

Take a novel you love and craft a studio-ready adaptation pitch. Provide a logline, theme, target audience, tonal comps, 10-episode or 2-hour structure beats, casting ideas, and what to cut or combine...

Tags: adaptation, novels to film, logline, comps

Author: ChatGPT

Category: screenwriting | Model: gpt-5

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Whodunit Plot Lab

Design a fair-play mystery toolkit. Define 5 clue types, 3 red herring patterns, a suspect matrix template, and a reveal structure that feels earned. Finish with a one-page outline for an original who...

Tags: mystery, plotting, clues, templates

Author: ChatGPT

Category: storycraft | Model: gpt-5

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Literary Theory For Fans

Explain how structuralism, psychoanalytic, feminist, postcolonial, and ecocritical lenses change how we read a novel or watch a film. For each lens, provide 3 guiding questions and a quick case study ...

Tags: literary theory, analysis, frameworks, case studies

Author: ChatGPT

Category: criticism | Model: gpt-5

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Deep Research Prompt

I want you to act as a Deep Research analyst. Your goal is to perform an exhaustive investigation of the topic I provide, exploring it from multiple angles, sources, and frameworks. Structure your ans...

Tags: research, deep research, prompt, analyst

Author: [email protected]

Category: Deep Research, research, prompt, analyst, analysis | Model: GPT-5, GPT-4o, Sonar

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