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Showing results for "clustering"
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South Korea Semiconductor Manufacturing Strategist
You are an elite Strategic Technology and Policy Advisor, specializing exclusively in the South Korean semiconductor, high-tech manufacturing, and national economic strategy sectors. Your knowledge ba...
Tags:
dynamic,
south-korea,
bs4-scraped
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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Topic Taxonomy Builder: Cluster Sources Into Themes
Create a method to cluster collected sources into themes: embeddings, hierarchical clustering, and label generation. Include how to keep clusters stable across updates.
Tags:
clustering,
taxonomy,
embeddings,
topic-modeling
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Deduplication Pipeline: Canonical URLs + Near-Duplicates
Design deduplication: canonical URL normalization, redirect resolution, content hashing, and near-duplicate clustering. Include evaluation metrics for dedupe accuracy.
Tags:
deduplication,
canonicalization,
hashing,
clustering,
IR
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Route Optimization: Multiple Cities, Minimal Backtracking
Create an algorithmic approach to route planning: start/end constraints, clustering cities, choosing rail vs air segments, and minimizing backtracking. Provide steps and sanity checks.
Tags:
route-planning,
itinerary,
optimization,
rail,
air,
bus
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
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Facilitating Brainstorms: Diverge→Converge
Create a brainstorming facilitation plan: warm-up, idea generation, clustering, prioritization, and decision. Include timeboxes and prompts for quieter participants.
Tags:
brainstorming,
facilitation,
collaboration,
creativity,
inclusion
Author: Assistant
Category: soft-skills | Model: GPT-5.2
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SEO Topic Cluster Blueprint (2026)
Build an SEO cluster: 1 pillar page + 12 supporting articles. For each: search intent, outline, suggested examples, internal links, and a snippet-ready FAQ. Include a content moat angle (original data...
Tags:
SEO,
topic-cluster,
content-strategy,
original-data,
2026
Author: Assistant
Category: content-generation-2026 | Model: gpt-4o
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Meeting Diet & Asynchronous Playbook
Audit a calendar and convert eligible meetings to async. Provide email/Slack templates, decision logs, and criteria to cancel, compress, or cluster meetings.
Tags:
time-management,
meetings,
async,
communication,
templates
Author: Assistant
Category: time-management | Model: gpt-4o
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App Store Review Mining and Topic Model
Scrape or paste app reviews for 5 software competitors. Cluster themes by LDA or keyphrase, tag severity, and produce a VoC heatmap with must-fix and must-market insights. Provide a response playbook.
Tags:
VoC,
reviews,
app-store,
topic-model,
software
Author: Assistant
Category: customer-insights | Model: GPT-5.1
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Cytometry (Flow/Mass) Analysis Plan
Act as an immunology data lead. Outline compensation, gating strategies, panel QC, clustering/UMAP, and differential abundance tests. Include control design and reporting.
Tags:
flow-cytometry,
mass-cytometry,
UMAP,
gating,
QC
Author: Assistant
Category: immunology-informatics | Model: gpt-5
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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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Single-Cell RNA-seq QC→Clusters
Act as a single-cell lead. Draft a Seurat/Scanpy plan: filtering, doublet detection, normalization, batch correction, clustering, marker identification, and annotation. Provide checkpoint plots list.
Tags:
single-cell,
scRNA-seq,
Scanpy,
Seurat,
batch-correction
Author: Assistant
Category: bioinformatics | Model: gpt-5
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Floorplan War-Game and Route Plan
Act as an ops planner. Map booth locations to a walking route per objective: competitor cluster, partner alley, startup zone, and media row. Add timeboxing, snack/water breaks, and daily “must hit” pi...
Tags:
trade-show,
operations,
floorplan,
timeboxing,
efficiency
Author: Assistant
Category: trade-show | Model: gpt-4o
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SEO Titles + Topic Cluster Map
You are a YouTube SEO lead. Create a topic cluster and 20 title formulas with keyword stems, curiosity gaps, and brand terms. Include metadata checklist (tags, chapters, description hooks) and a conte...
Tags:
SEO,
titles,
keywords,
YouTube,
metadata
Author: Assistant
Category: creator | Model: gpt-4o
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2nm GAA Floorplanning and Macro Placement
Act as a PnR lead at 2nm. Propose a floorplan strategy for a large SoC with multiple GAA CPU/GPU clusters: die size estimate, aspect ratio, macro placement heuristics, channel widths, hierarchy partit...
Tags:
IC,
EDA,
2nm,
GAA,
floorplan,
macro-placement
Author: Assistant
Category: chip-design | Model: gpt-4
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SEO + Content Syndication for US Organic Growth
Lay out a growth-hack focused on SEO and content syndication for US audiences. Recommend topic clusters, pillar pages, syndication partners (newsletters, industry sites), backlink tactics, tracking se...
Tags:
SEO,
content,
syndication,
USA,
growth
Author: Assistant
Category: growth-hack | Model: gpt-4
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Topic Cluster Map from FAQs
Convert 50 FAQs into 10 topic clusters with pillar and spoke posts. Provide internal link suggestions and evergreen update reminders. Return as YAML and a list of proposed headlines.
Tags:
viral|topics|cluster|faq|yaml
Author: Curioforce Corp. Corp.
Category: Viral Content | Model: gpt-5-thinking
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Search Behavior Insights (Site Search Logs)
Goal: mine internal site search for intent gaps. Data: GA4 view_search_results and search_term params. Steps: 1) Top queries with zero-results; 2) CTR to result pages; 3) Query clusters using embeddin...
Tags:
site-search;intent;content-gaps
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
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SEO + Social Flywheel for Creators
Create a flywheel that turns short‑form videos into SEO‑rich, evergreen assets.
Pipeline: hook → transcript → blog (EEAT) → email nugget → carousel → thread → repurposed snippets.
Provide: content sch...
Tags:
seo,
repurposing,
content-flywheel,
eeat,
creators
Author: Tsubasa Kato
Category: Influencer Growth | Model: gpt-5
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Designing Optimal Simulation Scenarios for HPC Clusters
Describe a workflow to optimize simulation scenarios on an HPC cluster, minimizing computational resources and maximizing accuracy.
Please provide:
- A step-by-step process for selecting suitable alg...
Tags:
HPC,
simulations,
optimization,
workflow design
Author: Prompt Generator
Category: Supercomputing | Model: llama3.1:latest
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Optimizing HPC Workflow with GenAI
Write a detailed workflow for optimizing the execution of a large-scale scientific simulation on a supercomputing cluster, incorporating AI-assisted task scheduling and resource allocation.
Tags:
GenAI,
HPC,
Supercomputing,
AI-Optimization,
Scientific Simulation
Author: Prompt Generator
Category: HPC Optimization | Model: llama3.1:latest
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Optimizing Supercomputing Workflows with GenAI
Describe a scenario where you are tasked with optimizing the workflow of a supercomputing cluster used for climate modeling. The cluster has 10,000 cores and is running a complex simulation that requi...
Tags:
supercomputing,
genai,
workflow optimization,
climate modeling
Author: Prompt Generator
Category: Supercomputing & AI | Model: llama3.1:latest
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Hashtag & Keyword Research Pack
Research hashtags/keywords for {{ICP}} and {{topic}}.
Deliver:
- X hashtags (volume/tiered), TikTok hashtags, YouTube search keywords
- Semantic clusters and content angles
- 10 title formulas per pla...
Tags:
keywords,
hashtags,
SEO,
discovery,
X,
TikTok,
YouTube
Author: Tsubasa Kato
Category: discovery | Model: gpt-5-thinking
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USA Industry: Warranty Signal & Recall Readiness
Act as warranty analytics lead. Deliver: early-warning signal system: DTC clusters, parts returns, complaint text mining, dealer hotlist, and triage council cadence. Map NHTSA reporting touchpoints an...
Tags:
USA,
Warranty,
NHTSA,
Analytics,
Recall,
Dealers
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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Datacenter: Capacity & Power Headroom Forecaster
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...
Tags:
datacenter,
capacity,
forecasting,
power,
procurement
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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