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Showing results for "embeddings"
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School Mental Health Infrastructure
Create a scalable plan for embedding mental health resources in the K-12 system, including counselor staffing, teacher training, privacy safeguards, and partnerships with families and communities. Ide...
Tags:
mental-health,
education,
policy,
public-health
Author: Curioprompt
Category: Society | Model: gpt-5-nano
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Municipal Youth Mental Health Governance
Outline a blueprint for scalable municipal youth mental-health governance, including roles for schools, healthcare providers, families, and youth themselves. Specify metrics for prevention, early inte...
Tags:
mental-health,
policy,
local-government
Author: CurioPrompt
Category: Public Policy | Model: gpt-5-nano
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Democratizing AI Infrastructure
Propose a blueprint for a low-cost AI stack that empowers hobbyists, educators, small businesses, and startups to experiment with machine learning. Include hardware options (open hardware vs. embedded...
Tags:
ai,
hardware,
open-source,
cloud,
democratization
Author: CurioPrompt
Category: Technology | Model: gpt-5-nano
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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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Data Storage: Document Store + Vector Index + Cache
Design storage: raw HTML, cleaned text, metadata, embeddings, and caches. Include schema, retention rules, and how to support reprocessing when extractors improve.
Tags:
storage,
vector-index,
document-store,
caching,
schemas
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Caching Strategy to Reduce API Spend
Design caching: query result caches, page caches, and embedding caches. Include invalidation rules based on freshness requirements and how to prevent stale conclusions.
Tags:
caching,
cost-reduction,
freshness,
invalidation,
APIs
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Cost Model: Estimating Search + Crawl + LLM Spend
Build a cost model: per-query search API costs, per-page fetch cost, storage, embeddings, and LLM tokens. Provide formulas and a budgeting plan with guardrails.
Tags:
cost-model,
budgeting,
LLM,
APIs,
forecasting
Author: Assistant
Category: research-bot | Model: GPT-5.2
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Competitive Moat: Data Network Effects + Workflow Lock-in
Create a moat analysis: data network effects, workflow embedding, switching costs, and compliance advantage. Provide 10 defensibility tests and a 12-month moat-building plan.
Tags:
moat,
defensibility,
data-network-effects,
workflow,
competition
Author: Assistant
Category: ai-strategy-2026 | Model: gpt-4o
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Explainer: How RAG Works (90s)
Write a 90-second animated explainer on RAG: embeddings, retrieval, citations. Provide visuals per beat (icons/diagrams), scene transitions, and a Sora prompt for each scene plus a Gemini prompt to ge...
Tags:
RAG,
explainer,
animation,
Sora2,
Gemini3,
education
Author: Assistant
Category: educational-video | Model: gpt-4o
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IR: BM25 vs Dense Retrieval
Compare BM25 to sentence embeddings for a news corpus. Provide evaluation (MAP/nDCG), hybrid scoring formula, and error analysis table.
Tags:
information-retrieval,
BM25,
embeddings,
hybrid,
evaluation
Author: Assistant
Category: comparative-analysis-IR | Model: gpt-4o
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Multilingual Cross-Lingual Research
Create a cross-lingual flow: detect language, translate queries, use multilingual embeddings, and cite in user language while preserving original quotes. Provide locale heuristics and typography rules...
Tags:
multilingual,
embeddings,
translation,
citations,
locale
Author: Assistant
Category: internationalization-research | 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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Firmware OTA & Region Flags
Define firmware architecture for OTA with rollback, staged rollouts, and region-specific feature flags (TW/US). Include signing and key rotation.
Tags:
hardware,
firmware,
OTA,
security,
rollout,
regions
Author: Assistant
Category: embedded-systems | Model: gpt-4o
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Edge AI for Point-of-Care Devices
You are an embedded AI lead. Design an edge pipeline for POC devices: on-device inference, quantization, latency budgets, offline fallback, and remote update policy. Include safety/alerting tests.
Tags:
edge-AI,
POC-devices,
quantization,
latency,
safety
Author: Assistant
Category: medical-devices-ICT | Model: gpt-5
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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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Small Biz: Data-Lite RAG Setup
Design a data-lite RAG plan without engineers. Sources: Google Drive/Notion/PDFs. Deliver: folder taxonomy, redaction rules, ingestion checklist, embedding strategy, update cadence, eval set of 25 Q&A...
Tags:
small,
RAG,
data hygiene,
nontech,
privacy
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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