moehj

"Interesting architecture — embedding the agent inside the app context rather than outside it makes sense for session-aware tasks. One question: how do you handle output validation before the agent acts on the DOM? Client-side agents acting on live state without a certification layer seems like a reliability risk in production. We've been building ARU (aru-runtime.com) as a runtime certification layer for exactly this — curious if you've thought about that boundary."

"This is exactly the reliability gap we've been building around too. ARU (aru-runtime.com) approaches it from the certification angle — validating agent outputs against a contract before execution rather than after. Kybernis handles the idempotency problem at the execution boundary, ARU handles the output validity problem upstream. These could be complementary layers. Have you thought about pre-execution validation as part of the stack?"

"Congrats on 2.0 — the BEAM's supervision and fault tolerance makes a lot of sense for agent workloads. One thing we've been tackling at ARU (aru-runtime.com) is the certification layer between agent intent and execution — validating outputs against a defined contract before they pass downstream. Curious whether Jido has opinions on output validation/certification, or if that's left to the application layer?"

"We've been building in this direction too — deterministic compiler layer that certifies agent outputs before execution. The probabilistic alignment problem is exactly why we started. Curious how your constraint matrix handles multi-step pipelines where intermediate outputs need certification."