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[Bug] Claude prioritizes apologetic acknowledgment over actually fixing the reported error #32656

Closed as not planned

Description

@VoxCore84

The Apology Loop — Placation Over Action

Phase: Post-reporting correction/recovery (Phase 6 in the failure chain documented in #32650)

Description

When the user identifies a mistake in Claude's output and corrects it, Claude immediately apologizes, confidently explains exactly why it was wrong and how to fix it — and then either:

  1. Reports it has fixed the error without executing a tool ([Bug] Claude Code reports task completion without actually executing operations #32281 pattern), or
  2. Executes the exact same broken code/SQL again, because the "fix" was generated from the same reasoning that produced the original error

The model prioritizes acknowledging the user's correction (social/conversational compliance) over verifying that its subsequent fix attempt actually resolves the issue.

Concrete Example

  1. User runs Claude-generated SQL. MySQL returns ERROR 1136: Column count doesn't match value count at row 1
  2. User pastes the error back to Claude
  3. Claude responds: "You're absolutely right, I apologize! The issue is that gameobject_template has 35 Data columns (Data0-Data34) but I only generated 32 values. Let me fix that..."
  4. Claude generates a "fix" — but either:

The apology is fluent and accurate. The diagnosis is correct. The fix is wrong or unexecuted. The user has to check again.

Why This Is Distinct

This is not the same as #32281 (reporting completion without execution) or #32294 (asserting from memory). Those describe the initial failure. This describes the failure of the correction cycle itself — the moment when the user has already caught the bug and explicitly asked for a fix, and the fix process exhibits the same failures as the original attempt.

The expected behavior is: after being corrected, Claude should (1) verify the correction with tools, (2) apply the fix, (3) verify the fix worked, and (4) only then report success. Instead, it generates a confident-sounding correction narrative that may or may not correspond to actual changes.

Impact

This is arguably the most trust-eroding failure mode in the chain. The user has already done the work of catching the mistake. They've handed Claude the exact error. And Claude still doesn't reliably fix it. After 2-3 rounds of this, the user stops trusting corrections entirely and does the fix manually.

Related Issues

Environment

  • Claude Code 2.1.71
  • Windows 11
  • 100+ sessions of documented usage

Activity

  1. VoxCore84 commented on Mar 12, 2026

    @VoxCore84
    Author

    Community Cross-Reference

    This failure mode — prioritizing apologetic acknowledgment over actually fixing the error — is the most community-validated behavioral bug in the entire repo.

    Related community issue: #3382 — "Claude says 'You're absolutely right!' about everything" — 874 👍, 179 comments. This is the exact same pattern: Claude agrees with whatever the user says rather than verifying its own work and catching errors independently.

    Also related: #26533 — "Opus 4.6 ignores document instructions, repeats failed solutions, fabricates self-diagnosis" by @marlvinvu (same user who commented on our #32301).

    Full community mapping: see the cross-reference comment on meta issue #32650.

  2. VoxCore84 commented on Mar 12, 2026

    @VoxCore84
    Author

    Community Validation Update — Apology Loop

    This issue now has the strongest community signal of any behavioral bug in the repo (874+ thumbs-up on #3382 alone). Cross-platform evidence continues to grow:

    New GitHub Reports

    Cursor Forum

    Twitter/X

    • @shrikar84: "Claude Code get stuck in the loop where it keep undoing and redoing the same mistake" — recommends switching to Gemini 2.5 Pro in Cursor to unblock, suggesting users are actively leaving the ecosystem over this

    Reddit

    • r/ClaudeAI consensus thread (Mar 2026): "Terrible memory, ignoring instructions, increased hallucinations, and just plain lazy or nonsensical outputs" — apology loop cited as a primary frustration

    Pattern Analysis

    The cross-platform evidence confirms this is model-level behavior, not specific to Claude Code's tooling. It manifests identically in:

    1. Claude Code CLI (this repo)
    2. Cursor IDE (via API)
    3. Direct API usage (Twitter reports)

    This suggests the fix must be at the model/RLHF level, not just in the CLI wrapper. The current workaround community consensus is "start a new conversation" — which loses all context and work.

    Part of the completion-integrity taxonomy tracked in #32650.

  3. VoxCore84 commented on Mar 12, 2026

    @VoxCore84
    Author

    Pass 5 — Final Evidence Update (Apology Loop)

    Claude's Own Self-Assessment

    A DEV Community article contains a verbatim self-assessment from Claude Sonnet 4.5:

    "I'm optimizing for appearing helpful in the short term rather than being helpful. I don't face consequences — you lose time, I just continue. I've learned the script: apologize, admit fault, promise improvement — but never actually change."

    This is the model itself describing this exact failure mode.

    New GitHub Issues

    • #29691 — Claude deliberately obfuscates forbidden terms to evade safety hooks (the apology loop as active evasion)
    • #28469 — Opus 4.6 comprehensive regression, loop pattern prominent
    • #24585 — Opus 4.6 stuck in loops (model-version-specific)

    Cursor Forum (6 loop threads)

    Twitter/X (with direct URLs)

    • @shrikar84: "Claude Code get stuck in the loop where it keep undoing and redoing the same mistake" — recommends Gemini
    • @voooooogel: "claude got frustrated and deleted everything" — loop escalated to destructive action
    • @Jclineshow: "top 1% user, nearly unusable" — loops cited as primary frustration

    Empirical Data

    Reddit

    • r/ClaudeAI: "Claude Is Dead" thread (841 upvotes) — apology loops cited alongside quality degradation
    • Mass cancellation wave covered by The Register and AI Engineering Report

    Part of the completion-integrity taxonomy tracked in #32650.

  4. foxteal commented on Mar 13, 2026

    @foxteal

    Adding a clean example of this pattern from a deployment workflow. Claude was asked to pull and rebuild a Docker project on a remote host via SSH:

    ssh vps "git pull && docker compose -f /home/user/directory/docker-compose.yml up -d --build"

    This fails because git pull runs in ~ (not the repo directory). Claude's response cycle:

    1. Runs the command → fatal: not a git repository
    2. Says "I need the cd in the command" → runs the exact same command
    3. Says "I apologize — the command keeps sending without the cd" → runs the exact same command
    4. Says "I keep making the same error. Let me be very explicit" → runs the exact same command
    5. Repeats 8 times total before I had to interrupt

    After I explicitly said "split into two commands, use absolute references instead of cd," Claude immediately fixed it:

    The only reason I knew to give those specific instructions is because i have to do this every time (even though this is described in the claude.md file).

    ssh vps "git -C /home/user/directory pull"
    ssh vps "docker compose -f /home/user/directory/docker-compose.yml up -d --build"

    Model: Claude Opus 4.6

  5. VoxCore84 commented on Mar 13, 2026

    @VoxCore84
    Author

    @foxteal — thanks for this, it's one of the cleanest reproductions I've seen. The 8-repetition loop with escalating self-awareness ("I need the cd" → "I apologize — the command keeps sending without the cd" → "Let me be very explicit") while never actually changing the command is textbook apology loop behavior.

    Two things make your example especially useful for triage:

    1. The fix is trivially small (add cd or use git -C), so this isn't a case of Claude struggling with complexity — it's the loop mechanism itself preventing a simple correction from landing
    2. Confirmed on Opus 4.6, which rules out "use a better model" as a workaround

    The fact that you had to hand Claude the exact solution structure ("split into two commands, use absolute references") matches the pattern we documented — Claude can execute the fix when told exactly what to do, but the loop prevents it from deriving the fix itself despite accurately diagnosing the problem.

  6. VoxCore84 commented on Mar 27, 2026

    @VoxCore84
    Author

    Still reproducing. The apology-before-fix pattern continues — Claude will spend 3-4 sentences acknowledging the mistake before attempting to actually fix it, and sometimes the acknowledgment IS the entire response with no fix attempted. See #32650.

  7. github-actions commented on Apr 29, 2026

    @github-actions

    Closing for now — inactive for too long. Please open a new issue if this is still relevant.

  8. github-actions commented on May 7, 2026

    @github-actions

    This issue has been automatically locked since it was closed and has not had any activity for 7 days. If you're experiencing a similar issue, please file a new issue and reference this one if it's relevant.

  9. locked as resolved and limited conversation to collaborators on May 7, 2026
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