AI Content Generator — Dutch Content Engine with Smart Fallb

Generating high-quality Dutch content requires more than just translation. This skill implements a Python-based content engine that handles multi-provider routing, template validation, and idiomatic Dutch generation. It solves the problem of unreliable LLM outputs by enforcing strict schema validation and managed fallback logic across Claude, Gemini, and Qwen.

What it does

• Multi-provider routing manages requests across Claude, Gemini, and Qwen based on configurable policies.
• Template enforcement ensures Dutch content follows specific schemas, section orders, and length constraints.
• Managed fallbacks handle transient API failures with bounded retries without looping indefinitely.
• Linguistic validation checks for idiomatic Dutch fluency, tone consistency, and regional spelling conventions.
• Claim flagging automatically marks unsupported facts, uncertain statistics, or missing sources for manual review.

How it works

1. Define content parameters including audience, tone, language variant, and required template sections.
2. Execute provider policy to route the request through the preferred model or fallback sequence.
3. Validate structured output against the required fields and length bounds defined in the template schema.
4. Repair or report by attempting a single automated fix for validation errors before returning diagnostic metadata.

Frameworks & tools

Built for Python environments using a provider-neutral interface. It integrates with Claude, Gemini, and Qwen APIs while requiring environment-based secret management.

Why this beats prompting it yourself

Raw prompting often leads to "translationese" or hallucinated facts in Dutch. This skill wraps the LLM in a production-grade controller that validates every heading, respects regional idioms, and refuses to silently fail when providers go down.

Use cases

• Generate localized Dutch marketing copy following strict brand voice guidelines.
• Build resilient content pipelines that switch providers during API outages.
• Produce technical Dutch documentation with enforced structural requirements.
• Create regionalized blog content that flags claims needing expert verification.

Known limitations

Does not perform external real-time fact-checking. Requires pre-configured API credentials and defined template schemas to function. Language support is focused exclusively on Dutch variants.