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Oleksandr Bezdieniezhnykh
76 lines
3.7 KiB
Markdown
76 lines
3.7 KiB
Markdown
# Novelty Sensitivity Assessment — Reference
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## Novelty Sensitivity Classification
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| Sensitivity Level | Typical Domains | Source Time Window | Description |
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|-------------------|-----------------|-------------------|-------------|
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| **Critical** | AI/LLMs, blockchain, cryptocurrency | 3-6 months | Technology iterates extremely fast; info from months ago may be completely outdated |
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| **High** | Cloud services, frontend frameworks, API interfaces | 6-12 months | Frequent version updates; must confirm current version |
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| **Medium** | Programming languages, databases, operating systems | 1-2 years | Relatively stable but still evolving |
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| **Low** | Algorithm fundamentals, design patterns, theoretical concepts | No limit | Core principles change slowly |
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## Critical Sensitivity Domain Special Rules
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When the research topic involves the following domains, special rules must be enforced:
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**Trigger word identification**:
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- AI-related: LLM, GPT, Claude, Gemini, AI Agent, RAG, vector database, prompt engineering
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- Cloud-native: Kubernetes new versions, Serverless, container runtimes
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- Cutting-edge tech: Web3, quantum computing, AR/VR
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**Mandatory rules**:
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1. **Search with time constraints**:
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- Use `time_range: "month"` or `time_range: "week"` to limit search results
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- Prefer `start_date: "YYYY-MM-DD"` set to within the last 3 months
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2. **Elevate official source priority**:
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- Must first consult official documentation, official blogs, official Changelogs
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- GitHub Release Notes, official X/Twitter announcements
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- Academic papers (arXiv and other preprint platforms)
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3. **Mandatory version number annotation**:
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- Any technical description must annotate the current version number
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- Example: "Claude 3.5 Sonnet (claude-3-5-sonnet-20241022) supports..."
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- Prohibit vague statements like "the latest version supports..."
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4. **Outdated information handling**:
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- Technical blogs/tutorials older than 6 months -> historical reference only, cannot serve as factual evidence
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- Version inconsistency found -> must verify current version before using
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- Obviously outdated descriptions (e.g., "will support in the future" but now already supported) -> discard directly
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5. **Cross-validation**:
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- Highly sensitive information must be confirmed from at least 2 independent sources
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- Priority: Official docs > Official blogs > Authoritative tech media > Personal blogs
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6. **Official download/release page direct verification (BLOCKING)**:
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- Must directly visit official download pages to verify platform support (don't rely on search engine caches)
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- Use `WebFetch` to directly extract download page content
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- Search results about "coming soon" or "planned support" may be outdated; must verify in real time
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- Platform support is frequently changing information; cannot infer from old sources
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7. **Product-specific protocol/feature name search (BLOCKING)**:
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- Beyond searching the product name, must additionally search protocol/standard names the product supports
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- Common protocols/standards to search:
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- AI tools: MCP, ACP (Agent Client Protocol), LSP, DAP
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- Cloud services: OAuth, OIDC, SAML
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- Data exchange: GraphQL, gRPC, REST
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- Search format: `"<product_name> <protocol_name> support"` or `"<product_name> <protocol_name> integration"`
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## Timeliness Assessment Output Template
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```markdown
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## Timeliness Sensitivity Assessment
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- **Research Topic**: [topic]
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- **Sensitivity Level**: Critical / High / Medium / Low
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- **Rationale**: [why this level]
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- **Source Time Window**: [X months/years]
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- **Priority official sources to consult**:
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1. [Official source 1]
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2. [Official source 2]
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- **Key version information to verify**:
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- [Product/technology 1]: Current version ____
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- [Product/technology 2]: Current version ____
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```
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