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Production-grade automation systems engineered for operations at scale

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  • AI Support Automation
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  • Lead Generation Infrastructure
  • Custom Automation Engineering

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AI & Machine LearningAIAgents

AI Agents with Guardrails: What Actually Works

Lean Orchestration
December 31, 2025
1 min read

A practical approach to deploying AI agents safely: constraints, tool access, evals, and rollback.

AI Agents with Guardrails: What Actually Works

AI Agents with Guardrails

Agents are powerful, but production systems need control.

Start with constraints

Define what an agent can do, and what it must never do.

Observability

  • record prompts
  • record tool calls
  • record outcomes

Rollback

Always ship a kill-switch and safe defaults.

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Lean Orchestr

Production-grade automation systems engineered for operations at scale

Systems

  • AI Support Automation
  • Recruitment Pipeline Systems
  • Order & Production Automation
  • Lead Generation Infrastructure
  • Custom Automation Engineering

Company

  • About
  • Engineering Team
  • Careers
  • Contact
  • Case Studies

Resources

  • Technical Blog
  • System Documentation
  • API Reference
  • GitHub
  • Support

Legal

  • Privacy Policy
  • Terms of Service
  • Security
  • Data Processing

© 2025 Lean Orchestr. All rights reserved.

Built withby engineers who understand operations