ai-agents10 min readBuilding a Research Agent — Web Search, Summarization, and Report GenerationBuild research agents that search the web, score source credibility, deduplicate results, follow up on findings, and generate well-cited reports.March 15, 2026Read →
6 min readText-to-SQL With LLMs — Building a Natural Language Database InterfaceLearn 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.March 15, 2026Read →
llm8 min readStructured Output From LLMs — Reliable JSON Extraction for Production SystemsMaster OpenAI JSON Schema, Anthropic tool use, Zod validation, and retry logic for bulletproof LLM data extraction in production.March 15, 2026Read →
testing13 min readTesting AI Systems — Unit Tests, Integration Tests, and Non-DeterminismTest AI systems with mocking, snapshot testing, property-based testing, and regression suites.March 15, 2026Read →
classification10 min readAI Text Classification in Production — From Zero-Shot to Fine-Tuned ModelsCompare zero-shot, few-shot, embedding-based, and fine-tuned classification approaches with production trade-offs.March 15, 2026Read →