Curiosity · AI Model

Stable Code 3B

Stable Code 3B is Stability AI's compact 3-billion-parameter code model, designed to run locally for IDE completions on commodity hardware (even CPU-only). It supports fill-in-the-middle (FIM) prompting, 16k context, and is permissively licensed. It remains a reference point for the 'tiny local coding model' niche.

Model specs

Vendor
Stability AI
Family
Stable Code
Released
2024-01
Context window
16,384 tokens
Modalities
text, code

Strengths

  • Runs comfortably on a single consumer GPU or modern CPU
  • Permissive Stability Community Licence for research and SMB use
  • Fill-in-the-middle training suits IDE completion patterns

Limitations

  • HumanEval scores well below modern 7B+ coding models
  • No instruction-tuned chat variant — plain code completion
  • 16k context is small vs. 2026 frontier code models

Use cases

  • Offline code completion for privacy-sensitive teams
  • On-device IDE plugins (VS Code, Neovim) via llama.cpp
  • Teaching FIM prompting and local model workflows
  • Hackathon-scale coding assistants

Benchmarks

BenchmarkScoreAs of
HumanEval~33%2026-04
MultiPL-E (JS)~31%2026-04
MBPP~50%2026-04

Frequently asked questions

What is Stable Code 3B?

Stable Code 3B is Stability AI's small 3-billion-parameter code-generation model. It supports fill-in-the-middle prompting and is sized for local inference on consumer hardware.

Can I use Stable Code 3B commercially?

Yes, under Stability's Community Licence for research and small-business use. Larger commercial uses require a paid Stability membership.

Sources

  1. Stable Code 3B on HuggingFace — accessed 2026-04-20
  2. Stability AI — Stable Code announcement — accessed 2026-04-20