LLM EngineeringQuery anonymization for RAG bias mitigationHow to strip names, roles, and demographics from queries before retrieval to reduce RAG bias. The redaction pipeline and the 3 leakage traps to avoid.RAGGuardrailsData Processing+2 moreRead Article9 min
LLM EngineeringHallucination testing for RAG pipelinesHow to test a RAG pipeline for hallucinations systematically. Adversarial prompts, the out-of-scope set, and the metric that catches confabulation.RAGEvaluationLLM+2 moreRead Article8 min
AI Engineering in PracticeDocker secrets management for agentic AI servicesHow to inject API keys and secrets into agent containers without baking them into the image. BuildKit secrets, runtime injection, and the 3 bad patterns.DockerAI AgentsProduction AI+2 moreRead Article8 min
AI Engineering in PracticeInput sanitization for agentic APIsHow to sanitize agent API inputs beyond frontend validation. Prompt injection defense, payload limits, and the 4 layers every agent service needs.AI AgentsGuardrailsAPI Development+2 moreRead Article11 min
AI Engineeringbash tools for coding agents: safe shell executionHow coding agents run shell commands safely. The bash tool design, the denylist trap, and the sandbox that keeps rm -rf away from your home directory.AI AgentsAI EngineeringTool Calling+2 moreRead Article11 min
AI EngineeringBuilding penny: a private, deterministic financial agentLearn how to architect a production-ready local financial AI agent that keeps data private and guarantees mathematical accuracy. Deep dive into hybrid a...AI AgentsSystem DesignGuardrails+1 moreRead Article25 min
AI EngineeringObservability and guardrails for production AILearn how to implement observability and guardrails in production AI systems. Covering logging, metrics, tracing, cost tracking, input/output validation...System DesignObservabilityGuardrailsRead Article7 min