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Agents That Act Need Brakes: Building Reliable Autonomous Workflows with Ekuiper, bb, and LiveReview Patterns

Originally published on tamiz.pro . The High-Velocity Trap in Autonomous Agents The current trajectory of AI engineering is obsessed with agency.

  • LiveReview pattern adds Governance Layer between decision-making and action execution
  • Observability tool Ekuiper captures real-time telemetry of agent interactions
  • Decoupling observation from execution enables real-time intervention and review

Give Your Coding Agents Proof Obligations, Not Instructions

Six AI agents wrote a complete screen of my cockpit in two hours. That is not the interesting part. TL;DR : code generation is no longer the bottleneck. Proof is.

  • Give coding agents proof obligations, not free instructions
  • Six specialized AI agents orchestrated for backend, design, verification, testing
  • Enforce environment with written rules like idempotent seeding and Docker restarts

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