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Guardrails

Explore our latest articles and insights about Guardrails.

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7 posts in total

LLM Engineering

Query anonymization for RAG bias mitigation

How to strip names, roles, and demographics from queries before retrieval to reduce RAG bias. The redaction pipeline and the 3 leakage traps to avoid.

RAGGuardrails+3
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9 min
LLM Engineering

Hallucination testing for RAG pipelines

How to test a RAG pipeline for hallucinations systematically. Adversarial prompts, the out-of-scope set, and the metric that catches confabulation.

RAGEvaluation+3
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8 min
AI Engineering in Practice

Docker secrets management for agentic AI services

How 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 Agents+3
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8 min
AI Engineering in Practice

Input sanitization for agentic APIs

How to sanitize agent API inputs beyond frontend validation. Prompt injection defense, payload limits, and the 4 layers every agent service needs.

AI AgentsGuardrails+3
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11 min
AI Engineering

bash tools for coding agents: safe shell execution

How 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 Engineering+3
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11 min
AI Engineering

Building penny: a private, deterministic financial agent

Learn 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 Design+2
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25 min
AI Engineering

Observability and guardrails for production AI

Learn how to implement observability and guardrails in production AI systems. Covering logging, metrics, tracing, cost tracking, input/output validation...

System DesignObservability+1
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7 min

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