Jerry Liu and Garry Tan focus on operational tactics to keep Claude Code effective across long sessions, emphasizing checkpointing and disciplined file structure to preserve context and avoid degraded output.
The biggest bottleneck with my ability to use these agents is ensuring they preserve relevant context between relevant sessions.
GStack session checkpointing is useful when Claude Code starts getting worried about long context.
One of the simple make-my-life-easier GStack skills is /checkpoint.
The gap between a PM getting AI slop from Claude Code and one getting 10x output is about one hour of file structure.
just run /checkpoint and then start a new session and safely resume with /checkpoint resume
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