ML Verification

Catch mistakes before they waste GPU hours. Verify configs, code, and math against documented framework behavior.

Grounding

Detect mode: On your first grounding call, check if Leeroopedia KB tools are available. If they return results, use KB mode. If unavailable or auth fails, use Web mode.

KB mode: Call verify_code_math / query_hyperparameter_priors / review_plan. Cite as [PageID].

Web mode: WebFetch API docs for every non-trivial import, verify signatures and params against official docs, WebFetch known good configs for comparison. Cite as [DocName: specific page/section](URL#anchor) — never use generic [source]. The link text MUST name the document and section (e.g., [HF PEFT: LoRA Conceptual Guide](https://huggingface.co/docs/peft/main/en/conceptual_guides/lora)). Start response with: > Grounding: Web mode — citations from official docs.