# bespokelabsai/nimble

> Nimble is a model and training recipe for fast typed decisions over text: given a flat schema of enum and boolean fields, it picks an answer and returns probabilities for each option. It targets routing, condition checks, and policy application without generating text.

- Magnitude: 0.1 out of 10 — Steady
- Stars: 2,257 total · Not enough measurements today
- Star trust: star growth looks organic
- Category: Language models · Language: Python · Created: 2026-09-18 · Last push: 2026-10-24
- GitHub: https://github.com/bespokelabsai/nimble · Page: https://gitnova.dev/en/r/bespokelabsai/nimble

## Useful for

- Run local inference on Apple Silicon or an NVIDIA GPU to classify text against a given schema.
- Build a request router that picks one of the supplied destinations with probabilities.
- Check conditions or apply policy rules to text and get a typed decision.

## Why it’s here

- There are not enough fresh counter measurements for today's UTC day. The gain is unknown.
- The repository is 40 days old and already has 2,257 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 174
- Issues and pull requests: 26
- Watchers: 9
- Average over the last week: 2 per day
- Usual pace: 19 per day

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-05 … 2026-11-03: 13, 33, 28, 12, 14, 8, 15, 11, 13, 6, 13, 10, 3, 5, 6, 4, 5, 3, 4, 2, 6, 2, 0, None, None, None, None, None, None, None

## Magnitude by day, last 14 days

10-15 1.2, 10-16 1.6, 10-17 1.3, 10-18 1.0, 10-19 1.0, 10-20 1.2, 10-21 1.1, 10-22 1.1, 10-23 0.9, 10-24 1.0, 10-25 1.0, 10-26 1.2, 10-27 0.8, 10-28 0.1

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-28 00:13 UTC, updated every 30 minutes.