[ VERIFIED_VIA_MULTI_SOURCE_INTELLIGENCE ]
[ SOURCE: https://github.com/cactus-compute/needle ]
[ TIMESTAMP: 2026-08-13 12:01:11 ]

Needle

Automation model for tiny devices enabling tool calls, structured extraction, and embeddings across various platforms.

01_CORE_FEATURES

02_DEEP_ANALYSIS

FeatureNeedleCompetitor ACompetitor B
Model Size2-bit, 8-29 MB4-bit, 10-50 MB2-bit, 20-40 MB
Device CompatibilityPhones, wearables, robotsPhones onlyAll smart devices
Tool Call FunctionalityYesNoYes
FINAL_VERDICT
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