The /gsd-debug orchestrator handled the gsd-debug-session-manager return with only two literal-string checks (DEBUG SESSION COMPLETE, ABANDONED) and no else branch, so a usable-but-non-terminal progress summary (the manager's own turn/context budget exhausted mid-loop, with a valid on-disk checkpoint) fell through to the user as if the debug were complete. Same gap at the continue subcommand. Callee side (agents/gsd-debug-session-manager.md): add an explicit non-terminal CONTINUE_REQUIRED return marker, distinct from the two terminal shapes and from a genuine user-input checkpoint. Orchestrator (gsd-core/workflows/debug.md Sections 4 and 1c): classify returns exhaustively — recognized terminal markers behave as before, anything else is non-terminal and auto-resumes by re-spawning the session manager from the same slug/checkpoint. Anti-loop guard: after two consecutive no-progress resumes (unchanged next_action/updated), emit a blocker report instead of looping. Regression test (source-text contract guard, fix-2196 idiom) asserts both sections' non-terminal/auto-resume branch, the CONTINUE_REQUIRED marker, and the anti-loop bound. Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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