Sky-Kim/com.sky.sentis.needle3

text-generation model by Sky-Kim

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Unity Sentis (com.unity.ai.inference 2.6.1) port of Cactus-Compute/needle3, a 121M-parameter on-device tool-calling model. It runs fp32 and unquantised, from the needle3.safetensors master weights (fp16 → fp32). It does not use the 2-bit needle3.cact that the vendor's C++ engine ships. Tools are a JSON array of schemas passed as toolsJson. There is no registration step: to add a tool, add an entry to the array. Each entry has a name, a description and a JSON Schema parameters object. This is the shape the cactus-needle Python package produces with @needle.tool. The tools are minified with json.dumps(separators=(",", ":")) rules and rendered into the prompt. Whitespace and indentation in your string don't matter. OpenAI-style {"type": "function", "function": {...}} entries are unwrapped, and triggers keys are dropped. Designing tools (from the vendor's guide, Designing tools for Needle): lockdoor / unlockdoor are separate tools, or one enum. Don't make the model infer polarity from the description. formats…

Sky-Kim/com.sky.sentis.needle3 on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-30T12:01:30.149Z

Inside the original model card — Document outline
  1. Needle 3 for Sentis (com.sky.sentis.needle3)
  2. Adding tools
  3. Layout
  4. Graph contract (needle3step)
  5. Prompt
  6. Verification (Sentis 2.6.1, Unity 6000.3.23f1, Apple Silicon)
  7. Differences from the vendor engine

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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

Sky-Kim/com.sky.sentis.needle3 is a text-generation model repository published by Sky-Kim on Hugging Face. The source reports the unity-sentis library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
text-generation
Library
unity-sentis
Recent downloads (30 days)
0
Cumulative likes
0
Hugging Face trending score
0
Reported safetensors parameters
Not reported
Architecture
Not reported
License
apache-2.0
Access
Not gated by Hugging Face
Created
2026-10-17T06:20:16.000Z
Last modified
2026-10-17T06:24:07.000Z

Compatibility and lineage

Language coverage was not reported.

Reported base models: Cactus-Compute/needle3

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

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Model card and usage instructions

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Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-17T06:42:57.152Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

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