Domains
Forms
Mechanism
Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.
After a checkpoint passes checkpoint-promotion with a PROMOTE verdict, when choosing a quantization format for a target device, or when an exported model fails its smoke test.
A correctly formatted, validated export artifact plus a smoke-test diff report proving post-export correctness; silent export bugs caught before ship.
Use Cases
A team fine-tunes a model on DGX Spark (GB10) and passes checkpoint-promotion. They need to serve it locally via llama.cpp. Using this skill, they pick GGUF Q4_K_M with imatrix, export via the reference commands, and run the mandatory smoke test against eval-harness-first goldens. The skill prevents them from mistakenly choosing NVFP4 (32% slower on GB10) and proves the export works before ship.
A datacenter GPU serving a code-assistant model needs FP8 export. The skill's workload override keeps it on FP8 (not INT4) because code tasks break at INT4. After export, the smoke test uses greedy decoding on 5 golden code prompts and confirms byte-match with pre-export outputs. This catches a template mismatch bug before production deployment.
Skill Relationships
Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.
Tier 1 · These Skills Use Me
Tier 2 · Current Skill
Tier 3 · I Use These Skills
Browse this skill's relationships within its skillset. Click a node to switch the side panel; use the search box to jump to any skill.
Skill File
