| name | fix-llm-artifacts |
| description | Applies fixes from a prior review-llm-artifacts run, with safe/risky classification. Respects verify-llm-artifacts output when present to skip false positives. |
| disable-model-invocation | true |
Fix LLM Artifacts
Apply fixes from a previous review-llm-artifacts run with automatic safe/risky classification. If .beagle/llm-artifacts-verification.json exists, skip findings marked false_positive and treat inconclusive like risky fixes (prompt or skip per user).
Usage
/beagle-core:fix-llm-artifacts [--dry-run] [--all] [--category <name>]
Flags:
--dry-run - Show what would be fixed without changing files
--all - Fix entire codebase (runs review-llm-artifacts --all first if no review JSON)
--category <name> - Only fix specific category: tests|dead-code|abstraction|style
Instructions
Hard gates
Sequence matters. Do not apply fixes until each pass condition is satisfied (these steps are not “internal verification”).
- Working tree —
git status --porcelain is empty or a stash was created with message beagle-core: pre-fix-llm-artifacts backup and git stash list shows it. If the user refuses stash/backup, stop or document explicit acceptance of risk in the report before edits.
- Review artifact on disk —
.beagle/llm-artifacts-review.json exists, or --all completed a review-llm-artifacts run that wrote that file. Otherwise stop (no fixes from memory or guesses).
- Stale review — If
jq -r '.git_head' .beagle/llm-artifacts-review.json ≠ git rev-parse HEAD, prompt to re-run review. y → re-run review, then continue. n → abort the fix pass (do not apply fixes against stale findings).
- Verification overlay — If
.beagle/llm-artifacts-verification.json exists, it must parse; build exclude/inconclusive sets before partitioning (Section 4). On parse failure, stop and report the error.
- Risky fixes — No
code_removal, logic_change, mock_boundary, abstraction_change, or test_refactor work without the interactive choice in Section 6 (or s to skip all remaining risky items).
Post-edit: Sections 7–8 pass only when invoked tools exit successfully (non-zero = failure; keep JSON artifacts per Cleanup).
1. Parse Arguments
Extract flags from $ARGUMENTS:
--dry-run - Preview mode only
--all - Full codebase scan
--category <name> - Filter to specific category
2. Pre-flight Safety Checks
git status --porcelain
If working directory is dirty, warn:
Warning: You have uncommitted changes. Creating a git stash before proceeding.
Run `git stash pop` to restore if needed.
Create stash if dirty:
git stash push -m "beagle-core: pre-fix-llm-artifacts backup"
3. Load Review Results
Check for existing review file:
cat .beagle/llm-artifacts-review.json 2>/dev/null
If file missing:
- If
--all flag: Run review-llm-artifacts --all first to produce a full-project review
- Otherwise: Fail with: "No review results found. Run
/beagle-core:review-llm-artifacts first."
Optional verification overlay — if .beagle/llm-artifacts-verification.json exists:
- Build a set of finding ids with
status: false_positive → exclude these from all fix lists.
- Finding ids with
status: inconclusive → always follow risky-fix handling (Section 6), even if fix_safety was Safe in the review.
- Finding ids with
status: confirmed_issue → use review JSON fix_safety / risk as usual.
If verification is missing, warn when applying deletes or dead-code fixes: "For fewer false positives, run /beagle-core:verify-llm-artifacts first."
If file exists, validate freshness:
stored_head=$(jq -r '.git_head' .beagle/llm-artifacts-review.json)
stored_scope=$(jq -r '.scope // "all"' .beagle/llm-artifacts-review.json)
stored_target=$(jq -r '.target // "."' .beagle/llm-artifacts-review.json)
current_head=$(git rev-parse HEAD)
if [ "$stored_head" != "$current_head" ]; then
echo "Warning: Review was run at commit $stored_head, but HEAD is now $current_head"
fi
If stale, prompt: "Review results are stale. Re-run review? (y/n)".
y → re-run review-llm-artifacts with the original scope and target read from the stale JSON, then reload. This preserves the user's original intent; do not silently widen or narrow the scope, which would apply fixes unrelated to the user's diff (or miss files they cared about). Concretely:
scope == "changed" → invoke review-llm-artifacts "$stored_target" (default scope is already changed-files).
scope == "all" → invoke review-llm-artifacts --all "$stored_target".
- If
scope or target is missing from the JSON (pre-schema review), do not abort. Assume scope = "all" and target = ".", then warn:
"Review JSON predates the scope/target schema; re-running as a full-project scan (--all). If you meant a narrower scope (the default changed-files diff, or a subdirectory), cancel now and re-run /beagle-core:review-llm-artifacts explicitly."
Proceed only if the user does not cancel.
n → abort (do not apply fixes; stale findings are not trustworthy).
4. Partition Findings by Safety
Parse findings from JSON and classify by fix_safety field (after applying verification overlay from step 3):
Safe Fixes (auto-apply):
unused_import - Unused imports
todo_comment - Stale TODO/FIXME comments
dead_code_obvious - Obviously unreachable code
verbose_comment - Overly verbose LLM-style comments
redundant_type - Redundant type annotations
Risky Fixes (require confirmation):
test_refactor - Test structure changes
abstraction_change - Class/function extraction
code_removal - Removing functional code
mock_boundary - Test mock scope changes
logic_change - Any behavioral modifications
5. Apply Safe Fixes
If --dry-run:
## Safe Fixes (would apply automatically)
| File | Line | Type | Description |
|------|------|------|-------------|
| src/api.py | 15 | unused_import | Remove `from typing import List` |
| src/models.py | 42 | verbose_comment | Remove 23-line docstring |
...
Otherwise, spawn parallel agents per category with Task tool:
Task: Apply safe fixes for category "{category}"
Files: [list of files with findings in this category]
Instructions: Apply each fix, preserving surrounding code. Report success/failure per fix.
Categories to parallelize:
style - Comments, formatting
dead-code - Imports, unreachable code
tests - Test-related safe fixes
abstraction - Safe refactors
6. Handle Risky Fixes
For each risky fix, prompt interactively:
[src/services/auth.py:156] Remove seemingly unused authenticate_legacy() method?
This method has no callers in the codebase but may be used externally.
(y)es / (n)o / (s)kip all risky:
Track user choices:
y - Apply this fix
n - Skip this fix
s - Skip all remaining risky fixes
7. Post-Fix Verification
Detect project type and run appropriate linters:
Python:
if [ -f "pyproject.toml" ] || [ -f "ruff.toml" ]; then
ruff check --fix .
ruff format .
fi
if [ -f "pyproject.toml" ] || [ -f "mypy.ini" ]; then
mypy .
fi
TypeScript/JavaScript:
if [ -f "eslint.config.js" ] || [ -f ".eslintrc.json" ]; then
npx eslint --fix .
fi
if [ -f "tsconfig.json" ]; then
npx tsc --noEmit
fi
Go:
if [ -f "go.mod" ]; then
go vet ./...
go build ./...
fi
8. Run Tests
if [ -f "pyproject.toml" ] || [ -f "pytest.ini" ]; then
pytest
fi
if [ -f "package.json" ]; then
npm test 2>/dev/null || yarn test 2>/dev/null || true
fi
if [ -f "go.mod" ]; then
go test ./...
fi
9. Report Results
## Fix Summary
### Applied Fixes
- [x] src/api.py:15 - Removed unused import `List`
- [x] src/models.py:42-64 - Removed verbose docstring
- [x] src/auth.py:156-189 - Removed dead method (user confirmed)
### Skipped Fixes
- [ ] src/services/cache.py:23 - User declined risky fix
- [ ] tests/test_api.py:45 - Test refactor skipped
### Verification Results
- Linter: PASSED
- Type check: PASSED
- Tests: PASSED (42 passed, 0 failed)
### Diff Summary
```bash
git diff --stat
Cleanup
On successful completion (all verifications pass):
rm -f .beagle/llm-artifacts-review.json .beagle/llm-artifacts-verification.json
If any verification fails, keep the files and report:
Review file preserved at .beagle/llm-artifacts-review.json
Fix issues and re-run, or restore with: git stash pop
Example
/beagle-core:fix-llm-artifacts --dry-run
/beagle-core:fix-llm-artifacts --category dead-code
/beagle-core:fix-llm-artifacts --all
/beagle-core:fix-llm-artifacts --category style --dry-run