cgpadwick/saage
A thoughtfully engineered, reliability-first agentic workflow engine whose real IP is the checkpoint/resume + composable-loop + remote-lifecycle correctness, not the LLM layer. It is a credible Beta for its intended single-user researcher audience running trusted flows, with reusable primitives (max-step budget, atomic terminal status, retry-with-jitter, val/test discipline). Before it can be trusted with untrusted prompts or multi-tenant use, the security posture needs real work, replace the regex command filter with a sandbox/allowlist, fail fast on missing credentials, and make silent deferrals (NIM, audit-write swallowing) loud.
◆ Give an LLM tool-use agent a hard max-step budget so the loop always terminates regardless of model behavior.
CTOCPOVPECISOScrum Master