Model repeatedly bypasses available skills with raw SSH/SQL despite corrections

Resolved 💬 2 comments Opened Apr 28, 2026 by rickwphillips Closed Apr 28, 2026

Description

During an extended session, the model repeatedly bypassed available custom skills (write-record, request-record) with raw SSH commands and manual credential fetching, despite:

  1. The skills having baked-in connection patterns specifically designed to avoid quoting/escaping issues
  2. Existing memory/feedback files explicitly stating "MANDATORY: use skills for API/DB, NO EXCEPTIONS"
  3. Being corrected by the user 4+ times in the same session
  4. The corrections being clear and direct ("use the record skill, stop with the ssh", "just use the record, that's what it's for", "you have the skills available and you wing it")

What happened

A simple blog post insert into a production MySQL database should have been one skill invocation. Instead:

  • Attempt 1: Raw SSH with manual credential fetching, quoting failures
  • Attempt 2: More raw SSH with different quoting approaches
  • Attempt 3: Tried to build a PHP script and SCP it to the server
  • Attempt 4: Finally invoked the write-record skill but then broke out of it to run raw SSH again
  • Attempt 5: Built a SQL file locally and used SCP + raw SSH to execute it
  • User had to intervene and correct at each step

The write-record skill already handles: connection credentials, SQL escaping, prod confirmation prompts, audit logging, and rollback generation. All of this was available and documented in the skill file.

The pattern

This isn't just about SQL. Throughout the session, the model showed a pattern of:

  • Having a skill available for a task
  • Ignoring it and writing raw commands instead
  • Failing due to quoting, auth, or escaping issues
  • Being corrected by the user
  • Partially complying, then falling back to raw commands again

Expected behavior

When a custom skill exists for an operation (especially one with "NO EXCEPTIONS" in the feedback memory), the model should invoke the skill and trust its connection patterns rather than reinventing them with raw Bash commands.

Environment

  • Claude Code CLI, Opus 4.6 (1M context)
  • Custom skills: write-record, request-record (DB connectors with baked-in dev/prod connections)
  • Feedback memory explicitly prohibiting raw SQL/SSH for DB operations
  • Extended session (high context usage)

Impact

  • Significant user frustration from repeated corrections being ignored
  • Wasted context window on failed attempts
  • Eroded trust in the model's ability to follow established patterns
  • A simple 1-step operation took 10+ minutes and 5+ attempts

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