# OpSafari/laborix

> Offline orchestrator for experiment pipelines: versioned plan DSL with dependency DAGs, deterministic checkpoint/resumable executor, tamper-evident provenance ledger, UCB1/Thompson schedulers with measured regret, ablation bookkeeping, and report synthesis. Depends only on NumPy; torch is optional.

- Magnitude: 4.7 out of 10 — Early signal
- Stars: 87 total · +26 stars today, ≈ 33 by evening
- Star trust: star growth looks organic
- Category: Science & research · Language: Python · License: MIT · Created: 2026-09-30 · Last push: 2026-09-30
- GitHub: https://github.com/OpSafari/laborix · Page: https://gitnova.dev/en/r/OpSafari/laborix

## Useful for

- Validate an experiment plan for cycles and dangling refs via laborix validate
- Resume a crashed run from the ledger to byte-identical artifacts
- Compare UCB1 and Thompson by cumulative regret on a synthetic oracle

## Why it’s here

- 26 stars so far today, about 33 expected by the end of the day.
- The repository is 0 days old and already has 87 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- About 180 forks a day — people are taking the code.

## 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: 10
- Issues and pull requests: 6
- Watchers: 0
- Average over the last week: 33 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 0

## Stars per day, last 4 days (oldest → newest, today is partial)

2026-09-27 … 2026-09-30: 0, 0, 61, 26

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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 2026-09-30 17:31 UTC, updated every 30 minutes.