Prompt Cards

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.
Created at: 2025-10-29 04:05:44
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Parameter-Shift Gradients Explainer
Explain parameter-shift gradients for variational circuits with a simple example. Show the numeric finite-difference alternative and compare variance/cost. Provide a tiny test harness.
Tags: quantum|parameter-shift|gradients|variational
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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Hybrid Workload Split (CPU/GPU/QPU)
Propose how to split compute between CPU, GPU, and QPU for a variational algorithm. Provide a pipeline diagram description, and give heuristics for batching, latency hiding, and caching parameter shifts.
Tags: quantum|hybrid|cpu|gpu|qpu|variational
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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Quantum Feature Map for Classification
Design a quantum kernel or feature map for a binary classifier. Include encoding scheme, circuit depth estimation, and classical SVM pairing. Return circuit description in a textual gate list and a short comparison to a classical RBF kernel.
Tags: quantum|kernel|feature-map|classification
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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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 as YAML plus a small experiment schedule table.
Tags: quantum|noise|mitigation|yaml
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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VQE Starter Kit (Molecular)
Outline a VQE workflow for estimating ground state energy of a small molecule. Specify ansatz choices (UCCSD vs hardware-efficient), mapping (Jordan–Wigner/Bravyi–Kitaev), optimizer options, and stopping criteria. Provide a minimal code sketch and a CSV of hyperparameters.
Tags: quantum|vqe|chemistry|ansatz|optimizer
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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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 pseudocode and a JSON block describing inputs/outputs. Include a note on noise-aware depth.
Tags: quantum|qaoa|maxcut|pseudocode|json
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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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.
Created at: 2025-10-29 04:05:44
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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.
Created at: 2025-10-29 04:05:44
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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-agnostic pseudocode.
Tags: prompt|program|skeleton|pseudocode
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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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.
Created at: 2025-10-29 04:05:44
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System/Developer/User Role Splitter
Given a single messy prompt, split it into System, Developer, and User roles. Explain why each instruction belongs where. Output: role, instruction, reason, risk_if_misplaced.
Tags: prompt|roles|system|developer|user|table
Author: Curioforce Corp. Corp.
Created at: 2025-10-29 04:05:44
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