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What 12 Anthropic Academy Quizzes Taught Me About My Own Blind Spots
NewsMachine Learning

What 12 Anthropic Academy Quizzes Taught Me About My Own Blind Spots

via Dev.toYurukusa5h ago

Final part. This series started because I passed all 12 Anthropic Academy certifications — then looked at my wrong answers. Over the past two weeks I've written about each misconception individually ( read the full series ). Here's the full picture. The List Prompt caching has a 1,024-token minimum — and it fails silently. I was adding cache_control to short prompts for months, paying full price. Cache breakpoints go after the last tool definition — not the system prompt. I was leaving tool schemas uncached on every call. Extended Thinking returns two blocks — a thinking block and a text block, with cryptographic signatures to prevent tampering. My streaming parser worked by accident. Re-ranking is a separate LLM step — not just sorting by similarity score. I'd been skipping it entirely and sending noisy results to Claude. Anthropic doesn't provide an embedding model — the recommended provider is Voyage AI, requiring a separate account and API key. MCP Inspector exists — and it's the f

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