An agent workflow stopped working, but recent repository changes did not explain the failure.
Agent Runtime · Toolchain · Version Compatibility
- Looked like
- Code regression
- Actually
- Outdated toolchain version
- Layer
- Agent runtime / Toolchain
Evidence trail
01Recent code changes did not line up with the failure
02Runtime behavior differed from the expected workflow behavior
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A customer-site MySQL service failed to start, and normal database-level checks did not explain the issue.
Linux · MySQL · Shared Libraries · Field Debugging
- Looked like
- MySQL configuration issue
- Actually
- Replaced shared library
- Layer
- Linux runtime dependencies
Evidence trail
01Database-level checks did not explain startup failure
02The service failed before meaningful MySQL behavior appeared
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An edge device appeared unstable through remote access tooling, but the actual failure was inside the local network.
Edge · Networking · IP Conflict · Customer Site
- Looked like
- VPN / tunnel instability
- Actually
- LAN IP conflict
- Layer
- Network / Customer site
Evidence trail
01Connectivity was intermittent, not consistently broken
02Remote access appeared unstable, but local identity was suspicious
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