SCHEMA

Wiki Schema — sw30labs

Organization: sw30labs
Purpose: Central knowledge base for AI security, OSCAL compliance, agentic frameworks, local inference, and developer tools.

Taxonomy (Primary Organization)

Wiki content is organized into these subdirectories under wiki/:

• ai-security: Security practices, threat models, vulnerability assessment, red-teaming approaches, and cryptographic frameworks relevant to LLM deployments.
• oscal-compliance: OSCAL profiles, control implementations, compliance documentation, and auditing practices for AI systems.
• agentic-frameworks: Design patterns, orchestration strategies, tool integration, and reliability practices for multi-agent systems.
• local-inference-mlx: Setup, optimization, quantization, and deployment of locally-hosted LLMs using MLX and Apple Silicon hardware.
• developer-tools: CLI utilities, SDKs, APIs, testing frameworks, monitoring, and infrastructure tooling.

Tag Whitelist

All content must be tagged with one or more of these controlled tags:

python, langgraph, langchain, mlx, apple-silicon, oscal, nist, security, compliance, pentesting, llm, local-inference, azure, openai, tts, stt, chromadb, faiss, pydantic, fastapi, streamlit, cli, docker, mcp, zero-trust, digital-twin, rag, lora, distillation, audio, video, ocr, benchmark, qwen

Quality Standards

• Freshness Threshold: Content older than 90 days should be reviewed and updated if material changes have occurred in upstream dependencies or frameworks.
• Voice: Concise, technical, present tense, practitioner-oriented. Assume the reader is building production systems.
• Format: Markdown files with inline code examples, architectural diagrams (ASCII or linked), and links to external references.
• Metadata: Each file should include a YAML frontmatter block with title, tags, and last-updated date.

Directory Structure

wiki-repo/
├── SCHEMA.md          # This file
├── Index.md           # Taxonomy overview and entry points
├── Log.md             # Change log and bootstrap entries
├── raw/               # Unprocessed content, PDFs, research papers
├── wiki/
│   ├── ai-security/
│   ├── oscal-compliance/
│   ├── agentic-frameworks/
│   ├── local-inference-mlx/
│   └── developer-tools/

Workflow

1. Capture: Raw content (notes, links, PDFs) go into raw/.
2. Synthesis: Digest and synthesize raw content into structured files under wiki/.
3. Link: Update Index.md and cross-link related articles.
4. Log: Record significant additions and updates in Log.md.