The RAG answers. The judge grades it.
The whole system grading itself.
Cross-module chain (Module 4 RAG -> Module 1 judge): real Cohere retrieval + Anthropic-grounded answer, exported as Module-1 cases (rag_cases.jsonl) and judged by the LLM-as-judge through the passthrough adapter.
The loop, closed
Module 4 retrieves and answers; those answers become Module-1 cases; Module 1's LLM-as-judge scores them against the gold answer. Two modules, one feedback loop.
rag-0001 · How long do refunds take?
Refunds are processed within 5 business days of approval. A 15% restocking fee applies to opened items. Refunds are always issued to the original payment method, never as store credit.
Items may be returned within 30 days of delivery. The item must be unused and in its original packaging. Start a return from the Orders page in your account to receive a prepaid label.
Invoices are generated on the first of each month and payment is due within 15 days. Late payments incur a 2 percent monthly fee. Annual plans are billed once per year at a 10 percent discount.
Refunds are processed within 5 business days of approval [1].
The answer is grounded in context [1] and matches the gold answer's key fact of 5 business days after approval.
rag-0002 · What is the API rate limit?
The API allows 100 requests per minute per API key. Exceeding the limit returns HTTP 429 with a Retry-After header. Enterprise plans raise the rate limit to 1000 requests per minute.
Invoices are generated on the first of each month and payment is due within 15 days. Late payments incur a 2 percent monthly fee. Annual plans are billed once per year at a 10 percent discount.
Items may be returned within 30 days of delivery. The item must be unused and in its original packaging. Start a return from the Orders page in your account to receive a prepaid label.
The API rate limit is 100 requests per minute per API key. Exceeding it returns HTTP 429 with a Retry-After header. Enterprise plans raise the limit to 1000 requests per minute. [1]
The answer is fully grounded in the retrieved context and matches the gold answer's key facts: 100 requests/min per key and 1000/min for enterprise plans, with accurate additional detail about HTTP 429 and Retry-After.
rag-0003 · How do I reset my password?
To reset your password, click Forgot password on the sign-in page. A reset link is emailed to you and expires in 60 minutes. If the email does not arrive, check spam or contact support.
Invoices are generated on the first of each month and payment is due within 15 days. Late payments incur a 2 percent monthly fee. Annual plans are billed once per year at a 10 percent discount.
Standard shipping takes 5 to 7 business days. Expedited shipping is 2 business days for an additional $12. We currently ship only to the United States and Canada.
To reset your password, click **Forgot password** on the sign-in page. A reset link will be emailed to you, and it expires in 60 minutes. If the email doesn't arrive, check your spam folder or contact support [1].
The answer is fully grounded in context [1], matches all key facts of the gold answer (Forgot password, emailed link, 60-minute expiry), and adds correct supplementary info without hallucination.