Authoritative Paths

• Glossary output: projects/<project>/CONTEXT.md
• Extractor script: scripts/extract-domain-entities.py
• Rule doc: docs/rules/domain/ubiquitous-language.md
• Related: SE-082 (docs/rules/domain/architectural-vocabulary.md) — architectural terms (universal); this skill — domain terms (per-project).

Ubiquitous Language Extractor

Extracts domain terms from conversations or text sources and consolidates them into a per-project CONTEXT.md glossary. Based on DDD "ubiquitous language" pattern (Eric Evans). SE-086.

Triggers

• User says "extrae glosario", "ubiquitous language", "glossary", "/glossary"
• Agent detects >5 domain terms repeated without a CONTEXT.md present
• User asks "what does X mean in this project?"

Process (5 steps)

Step 1 — Identify source

Ask user: conversation (last N turns), a specific file path, or output/.memory-store.jsonl. Default: last conversation turns.

Step 2 — Extract candidates

Scan source for domain terms:

• Capitalized multi-word concepts used consistently ("Skill Maturity", "Era", "Slice")
• Project-specific jargon repeated ≥2 times ("sprint", "AC", "PBI", "hook")
• Abbreviations with consistent meaning ("SDD", "CRC", "ADO")
• Exclude: pure infrastructure terms (function names, file paths, commands)

Step 3 — Infer definitions

For each candidate: derive a 1-sentence definition from usage context. Mark as [REVIEW] when uncertain.

Step 4 — Validate with user

Show a table: term | proposed definition | confidence. Ask:

• Are any definitions wrong?
• Are any important terms missing?
• Confirm target: projects/<project>/CONTEXT.md (or custom path)?

Step 5 — Write / merge

• If CONTEXT.md exists: merge new terms, flag conflicts as [INCONSISTENT].
• If absent: create with standard header + glossary table.
• Never overwrite existing definitions without explicit confirmation.

CONTEXT.md format

# Domain Glossary — <Project>

> Auto-generated by ubiquitous-language skill (SE-086). Review all [REVIEW] entries.
> Last updated: YYYY-MM-DD

| Term | Definition | Status |
|------|------------|--------|
| Era  | A named development cycle (~2 weeks) grouping related specs. | stable |
| Slice | A vertical implementation unit within a spec. | stable |
| AC   | Acceptance Criterion — testable condition on a spec. | [REVIEW] |

Status values: stable, [REVIEW], [INCONSISTENT].

Script mode (Slice 2)

For automated extraction from memory-store:

python3 scripts/extract-domain-entities.py --project pm-workspace
python3 scripts/extract-domain-entities.py --project pm-workspace --auto-update

Output: output/domain-entity-report-<project>-<date>.md

Constraints

• Never claim a definition is authoritative — always surface for human review.
• Never delete existing terms from CONTEXT.md.
• Scope: per-project terms only — universal architectural vocabulary is SE-082.