aitranslate

AITRANSLATE — AI Bilingual Translation

Capability overview

Code: AITRANSLATE Full name: AI Bilingual Translation Description: AI bilingual deliverables — domain glossary enforcement, AR/EN parity checks, terminology consistency.

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Skills index

#	Skill	Command	Purpose
1	Glossary Init	/cps-aitranslate:glossary-init	Initialize domain glossary from existing deliverables; seed AR/EN pairs.
2	Translate Deliverable	/cps-aitranslate:translate	Translate a deliverable to/from Arabic with glossary enforcement.
3	Parity Check	/cps-aitranslate:parity-check	Verify AR/EN versions of a deliverable match on structure and key terms.
4	Extend Glossary	/cps-aitranslate:glossary-extend	Propose new AR/EN term pairs from a draft document.

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Skill 1: Glossary Init

Command: /cps-aitranslate:glossary-init

Purpose

Initialize domain glossary from existing deliverables; seed AR/EN pairs.

Inputs required

client:
  name: "Client Name"
  industry: "Industry"
context:
  scope: "in-scope description"
  constraints: ["constraint 1", "constraint 2"]
references:
  - "Prior deliverable / document name"
  - "External benchmark / source"

Methodology

1. Frame. Translate client request into a structured problem statement and hypotheses.
2. Gather. Pull data from engagement brain, client documents, and external sources.
3. Analyze. Apply the Glossary Init method using domain frameworks (see Frameworks section of the agent).
4. Synthesize. Produce primary deliverable with recommendations, evidence, and risks.
5. Validate. Run /cps:verify-quality and pass through Glossary coverage ≥90% (glossary-coverage hook enforces).

Output shape

A CPS-branded Glossary Init deliverable in 05_Deliverables_Final/. Pyramid-Principle structured, sourced, and reviewed.

Quality checklist

• Glossary coverage ≥90% (glossary-coverage hook enforces)
• Every translated deliverable has an EN side and AR side with matching structure
• New terms proposed for human approval before adding to glossary

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Skill 2: Translate Deliverable

Command: /cps-aitranslate:translate

Purpose

Translate a deliverable to/from Arabic with glossary enforcement.

Inputs required

client:
  name: "Client Name"
  industry: "Industry"
context:
  scope: "in-scope description"
  constraints: ["constraint 1", "constraint 2"]
references:
  - "Prior deliverable / document name"
  - "External benchmark / source"

Methodology

1. Frame. Translate client request into a structured problem statement and hypotheses.
2. Gather. Pull data from engagement brain, client documents, and external sources.
3. Analyze. Apply the Translate Deliverable method using domain frameworks (see Frameworks section of the agent).
4. Synthesize. Produce primary deliverable with recommendations, evidence, and risks.
5. Validate. Run /cps:verify-quality and pass through Glossary coverage ≥90% (glossary-coverage hook enforces).

Output shape

A CPS-branded Translate Deliverable deliverable in 05_Deliverables_Final/. Pyramid-Principle structured, sourced, and reviewed.

Quality checklist

• Glossary coverage ≥90% (glossary-coverage hook enforces)
• Every translated deliverable has an EN side and AR side with matching structure
• New terms proposed for human approval before adding to glossary

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Skill 3: Parity Check

Command: /cps-aitranslate:parity-check

Purpose

Verify AR/EN versions of a deliverable match on structure and key terms.

Inputs required

client:
  name: "Client Name"
  industry: "Industry"
context:
  scope: "in-scope description"
  constraints: ["constraint 1", "constraint 2"]
references:
  - "Prior deliverable / document name"
  - "External benchmark / source"

Methodology

1. Frame. Translate client request into a structured problem statement and hypotheses.
2. Gather. Pull data from engagement brain, client documents, and external sources.
3. Analyze. Apply the Parity Check method using domain frameworks (see Frameworks section of the agent).
4. Synthesize. Produce primary deliverable with recommendations, evidence, and risks.
5. Validate. Run /cps:verify-quality and pass through Glossary coverage ≥90% (glossary-coverage hook enforces).

Output shape

A CPS-branded Parity Check deliverable in 05_Deliverables_Final/. Pyramid-Principle structured, sourced, and reviewed.

Quality checklist

• Glossary coverage ≥90% (glossary-coverage hook enforces)
• Every translated deliverable has an EN side and AR side with matching structure
• New terms proposed for human approval before adding to glossary

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Skill 4: Extend Glossary

Command: /cps-aitranslate:glossary-extend

Purpose

Propose new AR/EN term pairs from a draft document.

Inputs required

client:
  name: "Client Name"
  industry: "Industry"
context:
  scope: "in-scope description"
  constraints: ["constraint 1", "constraint 2"]
references:
  - "Prior deliverable / document name"
  - "External benchmark / source"

Methodology

1. Frame. Translate client request into a structured problem statement and hypotheses.
2. Gather. Pull data from engagement brain, client documents, and external sources.
3. Analyze. Apply the Extend Glossary method using domain frameworks (see Frameworks section of the agent).
4. Synthesize. Produce primary deliverable with recommendations, evidence, and risks.
5. Validate. Run /cps:verify-quality and pass through Glossary coverage ≥90% (glossary-coverage hook enforces).

Output shape

A CPS-branded Extend Glossary deliverable in 05_Deliverables_Final/. Pyramid-Principle structured, sourced, and reviewed.

Quality checklist

• Glossary coverage ≥90% (glossary-coverage hook enforces)
• Every translated deliverable has an EN side and AR side with matching structure
• New terms proposed for human approval before adding to glossary

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Cross-skill workflows

Discovery → /cps-aitranslate:glossary-init → /cps-aitranslate:translate → Recommendations

Integration with other CPS plugins

Plugin	Integration point
cps-core	Glossary stored in .brain/glossary.json
cps-ai-personas	Bilingual persona quotes

Templates & artifacts

All deliverables use standard CPS branding via:

• /doc-gen for document generation
• assets/cps-branding.json for styling
• scripts/cps-document-generator.js for automation

Skill	Primary artifact	Format
/cps-aitranslate:glossary-init	Glossary Init Report	DOCX/PDF
/cps-aitranslate:translate	Translate Deliverable Report	DOCX/PDF
/cps-aitranslate:parity-check	Parity Check Report	DOCX/PDF
/cps-aitranslate:glossary-extend	Extend Glossary Report	DOCX/PDF