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Showing results for "quantum|hybrid|cpu|gpu|qpu|variational"

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Quantum Sovereignty Strategy

Design a strategic framework to analyze national investment and policy options in quantum technologies. Consider goals such as technological leadership, security and export controls, international col...

Tags: canada, quantum, sovereignty, policy, technology

Author: Curioprompt

Category: Technology | Model: gpt-5-nano

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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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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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APU/CPU Selection Framework for Handhelds

Create a selection framework for choosing an APU/CPU for a handheld PC: TDP ranges, iGPU needs, driver maturity, memory bandwidth, and price/perf. Provide a checklist and decision tree.

Tags: APU, CPU, iGPU, TDP, selection

Author: Assistant

Category: handheld-pc-makers | Model: GPT-5.2

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RAG for Research Labs

Blueprint a RAG system for a lab wiki and PDFs: chunking policy, hybrid retrieval, and citation-anchored answers. Add privacy filters.

Tags: IR, RAG, academia, pdf, privacy, blueprint

Author: Assistant

Category: applied-IR-LLM-academia | Model: gpt-4o

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LoRA/QLoRA Strategy

Recommend when to use LoRA/QLoRA vs full finetune. Define rank search, target layers, and quantization-aware adapters. Include memory/perf tables per GPU class.

Tags: LLM, LoRA, QLoRA, finetuning, adapters, GPU

Author: Assistant

Category: parameter-efficient-tuning-LLM | Model: gpt-4o

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KV Offload & Memory Tiers

Engineer a KV-cache offload strategy spanning HBM→HBM2e→CPU RAM→NVMe. Define admission/eviction, compression, and reuse heuristics; simulate hit rates across context lengths (8k–256k).

Tags: LLM, KV-cache, offload, NVMe, memory, context-length

Author: Assistant

Category: systems-architecture-LLM | 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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Knowledge Graph + Vector Fusion

Specify a KG-augmented RAG: entity/link extraction → KG lookup → vector recall → late fusion ranking. Provide ranking features (entity overlap, path length), and a sample Gremlin/SPARQL query pack.

Tags: knowledge-graph, RAG, fusion, ranking, entities

Author: Assistant

Category: hybrid-retrieval-kg | Model: gpt-4o

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GPU/HPC Acceleration for Genomics

You are an HPC coach. Map CPU→GPU wins: alignment, variant calling, and k-mer ops. Include memory bandwidth tips, batching, and cluster job arrays. Provide a benchmark plan.

Tags: HPC, GPU, genomics, CUDA, performance

Author: Assistant

Category: HPC-bioinformatics | Model: gpt-5

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CUDA Zero-to-Hero Mini-Curriculum

You are a GPU coach. Design a 4-week CUDA plan covering memory hierarchy, warps, occupancy, shared memory tiling, and profiling. Provide two kernels to optimize and a grading rubric for speedups.

Tags: CUDA, GPU, parallel, optimization, education

Author: Assistant

Category: engineering | Model: gpt-4o

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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 stopp...

Tags: quantum|vqe|chemistry|ansatz|optimizer

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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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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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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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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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 shif...

Tags: quantum|hybrid|cpu|gpu|qpu|variational

Author: Curioforce Corp. Corp.

Category: Quantum Tech | 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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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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Ad Creative Briefs (UGC-first)

Write 9 ad briefs (3 per platform: X Video, TikTok Spark, YouTube Shorts): - Hook, problem, solution, proof, CTA - Script, b-roll list, subtitle lines, end-card - Offer angle (trial/discount/waitlist)...

Tags: ads, UGC, briefs, creative, marketing

Author: Tsubasa Kato

Category: paid-ads | 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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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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