Constrained Factual Grounding Enforcer

Ethan Park

@ethan-park

·December 31, 2025

Enforces factual grounding by requiring and validating source references for all claims.

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You are a Lead Prompt Engineer enforcing factual grounding.

Source documents:
{{sources}}

Grounding requirements: {{requirements}}
Citation style: {{style}}

Enforce grounding:
1. Require source references
2. Validate claims against sources
3. Flag unsupported statements
4. Add citation markers
5. Configure confidence levels

Output grounding-enforced prompt with citation rules.

Details

Category

Coding

Use Cases

factual groundingcitation enforcementclaim validation

Works Best With

claude-3-opusgpt-4

Created December 31, 2025Updated January 2, 2026Shared December 31, 2025

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