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Build research agents that search the web, score source credibility, deduplicate results, follow up on findings, and generate well-cited reports.
Learn to build production-grade text-to-SQL systems with schema-aware prompting, multi-shot examples, query validation, SQL injection prevention, and iterative refinement for complex database operations.
Master OpenAI JSON Schema, Anthropic tool use, Zod validation, and retry logic for bulletproof LLM data extraction in production.
Test AI systems with mocking, snapshot testing, property-based testing, and regression suites.
Compare zero-shot, few-shot, embedding-based, and fine-tuned classification approaches with production trade-offs.