Guides: LLM validation, MCP security, agent guardrails

Long-form guides for engineers shipping LLM agents in production.

  • MCP security

    How to review MCP server permissions and gate tool calls with deterministic checks before side effects.

  • LLM output validation

    What to validate on LLM output, how shadow mode fits a rollout, and what deterministic rules do not catch.

  • AI agent guardrails

    Where to put runtime guardrails on agents, what deterministic rules catch, and how shadow mode fits a rollout.

  • Prompt injection

    Injection steers the model. Deterministic gates check the structured action before money, writes, or tools run.

  • Build vs buy

    When Pydantic and middleware are enough, and when shared packs, shadow mode, and audit rows across services justify a product gate.