The three guardrails that separate a demo agent from a production system, in a tiny open-source harness.
From Demo to Production: The Guardrails That Make an AI Agent Safe to Ship
Hook: Most "AI agents" you see on the internet are demos. Here's the single most common
reason they never reach production — and a small, open-source harness that gets past it.
We are past the phase where the hard part of building an AI agent was calling the model.
The hard part now is the 10% nobody talks about: what stops the agent from doing something
The gap between AI agent demos and production reality. Hard lessons on observability, cost, evaluation, and architectural…
Why AI agent demos look nothing like production systems — and the concrete engineering work that bridges the gap.
The demo is impressive. ✅ The demo works in your environment, with your data, with you watching....
The demo is impressive. ✅ The demo works in your environment, with your data, with you watching....
质量门、人工审批门、模型无关 provider、业务状态机 —— 以及一个 300 行就能跑起来的开源脚手架。
Agents disappoint in production when we ask them to drive on roads built for dashboards. Build these four guarantees into the…
