add python scaffold folder and autodevelopment system

.cursor/skills/research/references/novelty-sensitivity.md

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blockchain, cryptocurrency | 3-6 months | Technology iterates extremely fast; info from months ago may be completely outdated |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 **Outdated information handling**: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 historical reference only, cannot serve as factual evidence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+   - Obviously outdated descriptions (e.g., "will support in the future" but now already supported) -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