# rkinas/basal

> Inference engine for basal-1.0 — small, fast, calibrated typed-decision models for Polish and English. The model reads a state and returns a probability for each allowed answer in one forward pass, without generating text.

- Magnitude: 2.6 out of 10 — Early signal
- Stars: 78 total · +13 stars today, ≈ 17 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-26 · Last push: 2026-09-30
- GitHub: https://github.com/rkinas/basal · Page: https://gitnova.dev/en/r/rkinas/basal

## Useful for

- Route tickets and emails into frequently changing categories without retraining
- Check a document against rules and deadlines, e.g. whether an appeal was filed on time
- Score incident urgency or risk on an ordered scale with a confidence threshold

## Why it’s here

- 13 stars so far today, about 17 expected by the end of the day.
- The spike has held for 3 days in a row — not a one-off blip.
- The repository is 5 days old and already has 78 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #197.

## 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: 7
- Issues and pull requests: 6
- Watchers: 2
- Average over the last week: 14 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 0

## Stars per day, last 12 days (oldest → newest, today is partial)

2026-09-20 … 2026-10-01: 0, 0, 0, 0, 0, 0, 0, 0, 13, 36, 16, 13

## Spotted in now

- Top new repositories this week: #197

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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 2026-10-01 18:33 UTC, updated every 30 minutes.