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Wiki Schema

Domain

AI/ML Research & Engineering — Large Language Models, architectures, training techniques, inference optimization, benchmarks, key people and organizations in the field.

Conventions

  • File names: lowercase, hyphens, no spaces (e.g., transformer-architecture.md)
  • Every wiki page starts with YAML frontmatter (see below)
  • Use [[wikilinks]] to link between pages (minimum 2 outbound links per page)
  • When updating a page, always bump the updated date
  • Every new page must be added to index.md under the correct section
  • Every action must be appended to log.md

Frontmatter

---
title: Page Title
created: YYYY-MM-DD
updated: YYYY-MM-DD
type: entity | concept | comparison | query | summary
tags: [from taxonomy below]
sources: [raw/articles/source-name.md]
---

Tag Taxonomy

  • model — specific model architectures or releases
  • architecture — foundational design patterns
  • training — fine-tuning, pre-training, RLHF, etc.
  • inference — serving, quantization, optimization
  • benchmark — evaluation methods and results
  • person — researcher, engineer, public figure
  • company — commercial or research organization
  • lab — research lab
  • open-source — community/multi-stakeholder project
  • optimization — techniques for efficiency
  • fine-tuning — instruction tuning, LoRA, DPO, etc.
  • alignment — RLHF, constitutional AI, safety
  • data — datasets, curation, tokenization
  • comparison — head-to-head analysis
  • timeline — chronological development
  • controversy — debated topics or disagreements
  • prediction — forward-looking claims
  • foundation — core theory (attention, scaling laws, etc.)
  • agent — autonomous/semi-autonomous systems
  • multimodal — vision, audio, video, code models

Page Thresholds

  • Create a page when an entity/concept appears in 2+ sources OR is central to one source
  • Add to existing page when a source mentions something already covered
  • DON'T create a page for passing mentions, minor details, or things outside the domain
  • Split a page when it exceeds ~200 lines — break into sub-topics with cross-links
  • Archive a page when its content is fully superseded — move to _archive/, remove from index

Entity Pages

One page per notable entity. Include: - Overview / what it is - Key facts and dates - Relationships to other entities ([[wikilinks]]) - Source references

Concept Pages

One page per concept or topic. Include: - Definition / explanation - Current state of knowledge - Open questions or debates - Related concepts ([[wikilinks]])

Comparison Pages

Side-by-side analyses. Include: - What is being compared and why - Dimensions of comparison (table format preferred) - Verdict or synthesis - Sources

Update Policy

When new information conflicts with existing content: 1. Check the dates — newer sources generally supersede older ones 2. If genuinely contradictory, note both positions with dates and sources 3. Mark the contradiction in frontmatter: contradictions: [page-name] 4. Flag for user review in the lint report