needle brianconlan2023 · COMPLETED
Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, ASR, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.
github.com/brianconlan2023/needle · ★ 1 · Forks 0 · Size 4.6 MB
SUMMARY
Technologies 10
Scored 10
Observed 10
Practices 6
Evidence 12
Skips 0
COVERAGE
Analyzed 72 files · 346 commits · 0 API calls
TECHNOLOGIES & DEPTH
TOML LANGUAGE Depth 70
1 files · PRODUCTION
Markdown LANGUAGE Depth 70
1 files · PRODUCTION
YAML LANGUAGE Depth 70
2 files · PRODUCTION
JavaScript LANGUAGE Depth 70
1 files · PRODUCTION
Python LANGUAGE Depth 70
50 files · PRODUCTION
pip BUILD_TOOL Depth 80
1 files · CONFIGURATION
Poetry BUILD_TOOL Depth 80
1 files · CONFIGURATION
NumPy LIBRARY Depth 78
15 files · PRODUCTION, TEST
Pydantic LIBRARY Depth 49
4 files · TEST
pytest TESTING Depth 74
19 files · PRODUCTION, TEST
PRACTICES
documentation · observedautomated_tests · observedcontinuous_integration · observedcontainerization · absentlinting · observedformatting · absent
ACTIVITY & OWNERSHIP
First commit 2026-02-24
Last commit 2026-10-14
Active months 8
Commits 346