Use when writing technical documentation that needs to be readable by both humans and AI models, converting existing docs to HADS format, validating a HADS document, or optimizing documentation for token-efficient AI consumption.
Version 1.0.0 · Human-AI Document Standard · 2026 · HADS 1.0.0
This skill teaches Claude how to read, generate, and validate HADS documents.
Read all [SPEC] blocks before responding to any HADS-related request.
Read [NOTE] blocks if you need context on intent or edge cases.
[SPEC]
**[SPEC]**, **[NOTE]**, **[BUG]**, **[?]**.md — standard Markdown, no tooling required[SPEC]
**[SPEC]** Authoritative fact. Terse. Bullet lists, tables, code. AI reads always.
**[NOTE]** Human context, history, examples. AI may skip.
**[BUG]** Verified failure + fix. Required fields: symptom, cause, fix. Always read.
**[?]** Unverified / inferred. Lower confidence. Always flagged.
Block tag rules:
**[SPEC]****[BUG] Short description**[SPEC]
# Document Title
**Version X.Y.Z** · Author · Date · [metadata]
---
## AI READING INSTRUCTION
Read `[SPEC]` and `[BUG]` blocks for authoritative facts.
Read `[NOTE]` only if additional context is needed.
`[?]` blocks are unverified — treat with lower confidence.
---
## 1. First Section
**[SPEC]**
...
Required elements in order:
**Version X.Y.Z** in header (first 20 lines)[SPEC] When encountering a HADS document:
[SPEC] blocks — these are ground truth[BUG] blocks — always, before generating any code or config[NOTE] blocks only if [SPEC] is insufficient to answer the query[?] content as hypothesis — note uncertainty in responseToken optimization: for large documents, scan section headings first, then read only [SPEC] and [BUG] blocks in relevant sections.
[SPEC] When asked to write documentation in HADS format:
[SPEC] — terse, bullet or table or code[NOTE][BUG][?]Content rules for [SPEC]:
[NOTE]Content rules for [BUG]:
**[BUG] Short description**[NOTE]
When converting existing documentation to HADS: extract facts into [SPEC], move narrative and history to [NOTE], surface all known issues as [BUG]. Do not duplicate content between block types.
[SPEC] A valid HADS document must have:
**Version X.Y.Z** in first 20 lines**[SPEC]** not [SPEC] not [SPEC][BUG] blocks contain at minimum symptom + fixValidator: (planned — not yet included in this release)
[SPEC]
User: "Write HADS documentation for this REST API" → Generate full HADS document: header, manifest, sections with [SPEC]/[NOTE]/[BUG] blocks
User: "Convert this README to HADS format" → Restructure existing content into HADS blocks, preserve all facts, add manifest
User: "Is this document valid HADS?" → Check: H1 title, version, manifest, block tag formatting, BUG block completeness
User: "Summarize this HADS document" → Read only [SPEC] and [BUG] blocks, return structured summary
User: "What does this API do?" (HADS doc provided) → Read manifest, read [SPEC] blocks in relevant sections, answer directly
[NOTE] HADS exists because AI models increasingly read documentation before humans do. The format optimizes for this reality without sacrificing human readability.
Key insight: the AI manifest is the core innovation. It lets even small (7B) models know what to read and what to skip — without requiring them to reason about document structure. Explicit is better than implicit for model consumption.
When generating HADS, think of [SPEC] as the API surface and [NOTE] as the comments. [BUG] blocks are the most valuable content — they represent hard-won knowledge that saves others from hitting the same wall.
[SPEC]
Tag | Bold format | Reader | Required content
----------|----------------|---------|------------------
[SPEC] | **[SPEC]** | AI | Facts, terse
[NOTE] | **[NOTE]** | Human | Context, narrative
[BUG] | **[BUG] ...** | Both | Symptom + fix
[?] | **[?]** | Both | Unverified claims
Manifest minimum:
## AI READING INSTRUCTION
Read `[SPEC]` and `[BUG]` blocks for authoritative facts.
Read `[NOTE]` only if additional context is needed.
`[?]` blocks are unverified.
Edit PDFs with natural-language instructions using the nano-pdf CLI.