model-merging
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (math + coding + chat), improving performance beyond single models, or experimenting rapidly with model variants. Covers SLERP, TIES-Merging, DARE, Task Arithmetic, linear merging, and production deployment strategies.
effect-ai-prompt
Build prompts for Effect AI using messages, parts, and composition operators. Covers the complete Prompt API for constructing, merging, and manipulating conversations with language models.
quality-assurance-auditor
Enforce auditing of paper generation quality to prevent model substitution, logical breaks, and hollow content. Invoke when the user requests inspection/audit/acceptance/assurance/verify/QA, or when a gate is needed before merging.