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AM Catalyst Blog
Field notes on reducing operational drag, building better follow-up, and turning AI into measurable business capacity.
We observed intermittent GPT delegation failures in a Linux-based multi-agent setup. Some worker sessions timed out during initialization; in another case, the parent stalled before launching a worker. Local logs also recorded failed thread creation (EAGAIN). All resident Codex clients ran under the same Linux user with a 512-task limit. Even when agents were idle,…
Read articleOperational drag is the hidden cost of work that moves too slowly, depends on memory, or requires the owner to push every next step. It usually does not look like one obvious failure. It shows up as repeated friction: a lead waits too long for a reply, a handoff depends on one person, or a…
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