Show HN: Needle: We Distilled Gemini Tool Calling into a 26M Model
Independent reproduction of this paper. Validated on via a lab build. Required 1 repair round before passing.
Quality score
75%
Tests passed
41/41
Repair rounds
1
Status
reproduced
Checks
Syntax
| ✓ | syntax_parse | blocking | All 19 .py files parse cleanly |
Imports
| ✓ | import_attenfunc | blocking | import attenfunc -- OK |
Dependencies
| ✓ | dep_metadata | major | Found pyproject.toml |
Tests
| ✓ | pytest_run | major | pytest: 41 passed, 0 failed, 0 errors (exit 0) |
Packaging
| ✓ | pip_installable | major | pip install -e . --dry-run succeeded |
Git State
| ✓ | worktrees_merged | major | No .worktrees directory |
| ✓ | on_main_branch | minor | Current branch: master |
Cleanup
| ✗ | no_venv_in_tree | major | .venv/ present (4984 MB) -- should be in .gitignore |
Whole-Repo Review
| ✓ | claude_review | info | Claude review: 6/10 — The codebase implements a functional attention-only transformer for function calling with synthetic data generation and |
Citation & embed
Badge
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