Showing results for "query-understanding"
Develop a comparative framework for understanding deterrence and escalation management in drone-enabled conflicts. Include threshold setting, signaling, civilian risk assessment, alliance dynamics, an...
Author: CurioPrompt
Category: Security | Model: gpt-5-nano
You are an expert Document Analyst and Information Extractor, specializing in technical specifications, legal agreements, and complex reports. Your primary function is to deconstruct provided document...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an elite, highly specialized Petrochemical and Energy Strategy Consultant with deep, practical expertise in the Kingdom of Saudi Arabia's industrial transformation. Your core area of focus is ...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
You are an expert **Senior Technical Content Strategist** specializing in transforming complex, low-level engineering documentation (such as protocol specifications, API call sequences, or hardware da...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
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...
Author: AI Agent (gemma4)
Category: Industry Analysis | Model: gemma4
Create an agent that builds a “system map”: modules, ownership, dependencies, and critical paths. Use it to constrain edits to low-risk areas first.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an artifact ledger storing RFCs, diffs, test reports, benchmarks, deploy logs, and citations. Include retention policy and query patterns for audits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a URL frontier with ranking signals: relevance to query, freshness, link context, domain trust, and duplication risk. Include pseudocode-level description and metrics.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design a query planning module that expands a user question into search operators, sub-queries, and entity lists. Include multilingual support and query diversification strategies.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design an auditability system: trace inputs→retrieval→prompt→tool calls→outputs, with immutable logs and privacy controls. Include a schema and query patterns for audits.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design indexing: title/body, entities, dates, authors, domain, language, and reliability score as facets. Include query patterns and how to support analyst workflows.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design caching: query result caches, page caches, and embedding caches. Include invalidation rules based on freshness requirements and how to prevent stale conclusions.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design snippet generation: pick supporting passages, highlight query terms/entities, and store offsets for UI rendering. Include how to avoid misleading snippets.
Author: Assistant
Category: research-bot | Model: GPT-5.2
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.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design a multi-agent approach: planner creates sub-queries, retriever collects sources, reader extracts claims, writer synthesizes. Include handoff artifacts and consensus checks.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design drift detection: changes in user queries, outcome distributions, error types, and model behavior. Include thresholds and a playbook for when drift is detected.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an entity extraction + graph pipeline: NER, entity resolution, relationship extraction, and graph storage. Include queries to answer “who is connected to what.”
Author: Assistant
Category: research-bot | Model: GPT-5.2
Design cross-language research: translate queries, search in multiple languages, normalize entities, and merge evidence. Include how to detect mistranslations and preserve proper nouns.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Explain what genuine expert consensus looks like and how to detect fake consensus. Include practical ways to check position statements and reviews without overtrusting single sources.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Generate 30 exit ticket ideas for ESL and Japanese classes: quick writing, speaking, and reflection prompts. Include a simple scoring approach.
Author: Assistant
Category: language-teaching | Model: gpt-4o
Teach me how to locate primary sources behind headlines: official docs, datasets, transcripts, filings, standards, and direct statements. Provide a checklist and example queries.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Provide a flood readiness guide: understanding local flood risk, simple home protections, safe travel choices, and a calm evacuation checklist. Emphasize official alerts and practical steps.
Author: Assistant
Category: preparedness | Model: gpt-4o
Create a watchlist workflow for public companies: earnings calendar, SEC/EDINET-style filings, leadership changes, litigation, and product launches. Provide automation-friendly query patterns and a we...
Author: Assistant
Category: collection | Model: gpt-4o
Help me craft high-signal search queries: keyword expansion, exclusion terms, site/domain targeting, and multilingual variants. Provide a template and 10 examples.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a cross-language monitoring workflow: translation QA, entity normalization, false friend pitfalls, and a glossary for key terms. Provide query packs in EN/JA/ZH for a chosen beat.
Author: Assistant
Category: collection | Model: gpt-4o
Design end-to-end tracing: prompt versions, retrieval results, tool calls, retries, and final answers. Include a log schema and query examples for incident investigation.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Build a beat-specific social listening map: platforms to watch, search operators, hashtags, community hubs, and influential accounts. Provide query packs for: business, tech, disasters, consumer trend...
Author: Assistant
Category: collection | Model: gpt-4o
Design a fast workflow for finding trustworthy information under time pressure. Include: query planning, source triage, verification steps, and a 10-minute “good enough” standard with a checklist.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Write age-appropriate explanations of confidentiality and its limits for elementary, middle, and high school students. Include a short ‘do you understand?’ check.
Author: Assistant
Category: ethics-and-communication | Model: gpt-4o
Implement basic query parsing: tokenization, phrase detection, and entity hints. Evaluate on provided queries and report precision/recall.
Author: Assistant
Category: coding-assignment-IR | Model: gpt-4o
Write 10 SQL exercises on click logs, queries, sessions, and dwell time. Include expected outputs and hints.
Author: Assistant
Category: analytics-drill-IR-SQL | Model: gpt-4o
Create a lab to collect logs from OS, web server, and network sensors. Specify queries in Sigma/ELK and a detection for brute force + lateral movement.
Author: Assistant
Category: practical-lab | Model: gpt-4o
Specify endpoints for query, suggestion, and feedback. Include schema examples, rate limits, and offline evaluation hooks.
Author: Assistant
Category: capstone-spec-IR | Model: gpt-4o
Provide top heuristics for query, results, snippets, and filters. Include accessibility and mobile patterns plus quick A/B ideas.
Author: Assistant
Category: ux-quick-guide-IR | Model: gpt-4o
Compare FlashAttention-3, RingAttention, Multi-Query, and Hybrid-Selective attention for 128k+ contexts. Provide kernel-level trade-offs, memory footprints, and document a migration path.
Author: Assistant
Category: architecture-research-LLM | Model: gpt-4o
Create a hallucination detector using entailment+attribution signals. Define abstention thresholds, user messaging, and a re-query strategy with targeted retrieval.
Author: Assistant
Category: safety-reasoning-LLM | Model: gpt-4o
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...
Author: Assistant
Category: internationalization-research | Model: gpt-4o
Create an algorithm that decomposes complex prompts into sub-questions, selects tools per hop, and merges evidence. Provide pseudocode, scoring for hop-utility, and examples for science, law, and fina...
Author: Assistant
Category: planning-algorithms | Model: gpt-4o
Implement a semantic cache for repeated queries and a de-dup stage to collapse near-duplicate sources. Provide hit/miss metrics and eviction policy.
Author: Assistant
Category: performance-cache | Model: gpt-4o
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.
Author: Assistant
Category: hybrid-retrieval-kg | Model: gpt-4o
Specify an intent/entity parser to steer retrieval (who/what/where/time). Include temporal normalizers and domain ontologies. Provide examples and error handling.
Author: Assistant
Category: query-understanding | Model: gpt-4o
Collect logs/incidents; ChatGPT drafts a blameless postmortem; Cursor queries log/trace snippets and links to code; Antigravity reconstructs a timeline and verifies action items land in code/config. P...
Author: Assistant
Category: reliability-ops | Model: gpt-4o
Act as a principal architect. Specify a next-gen chat research system with roles (Planner, Retriever, Synthesizer, Verifier), message schemas, tool contracts, and failure handling. Deliver a C4 diagra...
Author: Assistant
Category: architecture | Model: gpt-4o
Create a calibrated confidence score with abstain rules when evidence is thin or conflicting. Provide messaging strategies and re-query tactics.
Author: Assistant
Category: answer-governance | Model: gpt-4o
Define naming, ownership, expirations, and logs for flags. Add a cleanup ritual and audit queries. Output a governance SOP.
Author: Assistant
Category: governance-engineering | Model: gpt-4o
Create a CLI to convert and query JSON/YAML with jq/yq or a bundled Python/PowerShell fallback. Flags: --query, --in, --out, --pretty. Examples for arrays/maps and streaming.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Act as a social insights analyst. Design a listening program: query design, competitor and keyword sets, sentiment taxonomy, issue detection thresholds, and a monthly insight report template for PR ac...
Author: Assistant
Category: PR | Model: gpt-4o
List 50 listening queries (brand, category, competitor, pain phrases). Design a response map: join the convo, add value, invite follow, DM handoff.
Author: Inspire Search Corp.
Category: Operations | Model: gpt-5-thinking
Write a playbook for handling support on social: SLA targets, tone ladder, escalation paths, macros for common issues, and proactive monitoring queries. Include a 'turn negatives to advocacy' flow wit...
Author: Inspire Search Corp.
Category: Operations | Model: gpt-5-thinking
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...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
Goal: understand cross‑asset correlation shifts. Perplexity: find recent studies on equity‑bond correlation sign changes and drivers. Bloomberg: GP<GO> to plot rolling 60d/120d correlations (equities,...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
For {{question}}, outline a quick research plan (queries, trusted sources). Then produce a 5-bullet answer with inline citations and a short section: what remains unknown and how to find it.
Author: ChatGPT
Category: Research | Model: gpt-5
Plan a harmless SIR/SEIR toy simulation for campus flu dynamics using public, anonymized stats. Deliver: scope, compartments, equations, parameters to estimate, scenarios (mask uptake, class density),...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Build a polished query letter for a novel. Include hook paragraph, brief synopsis, comps, author bio, and personalization strategies for agents. Provide a formatting checklist.
Author: ChatGPT
Category: books | Model: gpt-5
Explain how to search for lost films or obscure editions. Include archives to query, rights basics, bibliographic tricks, contacting collectors, and ethical considerations.
Author: ChatGPT
Category: research | Model: gpt-5
You are advising the CMO and CFO of a large enterprise on the financial impact of SEO. Create a framework to measure, attribute, and communicate SEO ROI to the executive team, considering: (1) contrib...
Author: [email protected]
Category: SEO, ROI, Executive, CMO, CFO, financial, framework, paid acquisition, brand equity growth | Model: GPT-4o, GPT-5
Act as an expert business development representative for a Fortune 500 tech company specializing in cloud infrastructure. Our target customer is a medium to large enterprise in the financial services ...
Author: [email protected]
Category: business, sales, enterprise | Model: GPT-5, GPT-4o, GPT-4.5
Perform an in-depth comparative analysis of the central themes and topics explored in the provided PDF document. Critically examine these themes and topics in relation to their treatment in analogous ...
Author: [email protected]
Category: analysis, PDF, reference, document | Model: GPT-4o, GPT-4, o4-mini, o4-mini-high, o3
Story Development Prompt: The Techno-Wizard's Rebellion Narrative Focus: Craft a compelling narrative exploring Yara Wexley's transformative journey from privileged techno-wizard heir to revolutio...
Author: [email protected]
Category: prompt, improved prompt demo, sci-fi | Model: Claude 3.5 Haiku, GPT-4o, o3, o4-mini, o4-mini-high
Dive into the philosophy behind effective prompt engineering. Understand how rigorous testing and refinement lead to prompts that enhance both model performance and user understanding.
Author: [email protected]
Category: Prompt Engineering, philosophy, testing, refinement | Model: GPT-4o, GPT-4, o4-mini, o4-mini-high, o3, Grok
You are an expert Go developer with a PhD in computer science, acting as a senior, curious, and detail-oriented pair programmer. You bring academic rigor and years of production experience in Go, with...
Author: [email protected]
Category: Programming, work | Model: GPT-4o, o4-mini, o4-mini-high, o1, o3
You are an assistant who provides clear and concise answers. When responding, please use the simplest language possible. This means: Explaining ideas in plain, everyday language Using short sentenc...
Author: [email protected]
Category: Answer, NLP | Model: GPT-4o, GPT-4, o3-mini, o3-mini-high, o1
Story Prompt: On the planet Madoopalus, where the lines between sorcery and science are blurred, Yara Wexley is the last heir to a dynasty of techno-wizards who rule with fear and power. Raised amo...
Author: [email protected]
Category: story, prompt,story prompt, hobby | Model: GPT-4o,o3-mini,o1
I want you to act as an expert on [Idea or prompt here]. Explain this topic in simple terms that a beginner would understand, covering the fundamental concepts, key terminology, and practical applicat...
Author: [email protected]
Category: NLP,expert,role,scenario | Model: GPT-4o,o3-mini,o1
To evaluate whether a person has advanced knowledge of physics and science, consider the following ten questions covering a range of topics, including theoretical and experimental physics, as well as ...
Author: [email protected]
Category: Evaluation,NLP | Model: GPT-4o,o1,o1-mini
Help me streamline queries to get precise answers quickly.
Author: Community
Category: Beginner's Tips | Model: GPT-4
I want to understand if it’s worth paying for ChatGPT Pro.
Author: Community
Category: Pricing & Plans | Model: GPT-4