Ahad, the line about recovery being either “delete a file” or “apologize to someone” is the cleanest rule in the piece. It turns a fuzzy AI debate into a simple test. The four duplicate comments make that risk feel very real, because the failure was small but public. I can see this applying well beyond writing too. A lot of teams seem fine automating right up to the moment a real person has to absorb the mistake.
100% and it's why I definitely recommend multiple layers of guardrails and safety checks.
A validation, an approval gate, a verification check, and a judge - those four layers would let you know if the task follows your rules, was reviewed, actually delivered, and independently after the fact considers the delivery and the process itself.
I use task instead of content to demonstrate that it's abstractly a good framework as an initial guard for any kind of agentic work. If you're involving teams and collaboration, you'd have a couple more layers as well, such as a conversation analysis as well as a scope/access authorization against a global policy.
Ahad, the line about recovery being either “delete a file” or “apologize to someone” is the cleanest rule in the piece. It turns a fuzzy AI debate into a simple test. The four duplicate comments make that risk feel very real, because the failure was small but public. I can see this applying well beyond writing too. A lot of teams seem fine automating right up to the moment a real person has to absorb the mistake.
100% and it's why I definitely recommend multiple layers of guardrails and safety checks.
A validation, an approval gate, a verification check, and a judge - those four layers would let you know if the task follows your rules, was reviewed, actually delivered, and independently after the fact considers the delivery and the process itself.
I use task instead of content to demonstrate that it's abstractly a good framework as an initial guard for any kind of agentic work. If you're involving teams and collaboration, you'd have a couple more layers as well, such as a conversation analysis as well as a scope/access authorization against a global policy.