strot-ai/Project-STROT
- Total stars
- 23
- Today · UTC
- +4since 05:36 UTC
More actions
STROT (arXiv:2505.01636): compile-time LLM code synthesis with deterministic, self-routing NLU runtimes. PyPI: strot-ai
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About the project
STROT compiles a natural-language decision intent into a frozen local Python artifact that classifies, scores, or routes records without calling an LLM at runtime. It targets teams wanting cheap, deterministic, type-safe decisions on their own hardware with calibrated confidence and abstention.
Useful for
- Route incoming support tickets into fixed workflow buckets without per-record LLM calls
- Score or classify a stream of records offline using a precompiled local model
- Abstain on low-confidence records instead of guessing when decisions must be reliable
README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →
Star growth looks organic. Data as of October 19, 2026, 07:11 UTC.
The star-growth assessment does not verify whether the project is safe to run.
Stars per day
Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.
Why it’s trending
- Star-counter measurements on 2026-10-19 (UTC), 05:36–07:01: 19 → 23 stars (+4). This is the change over that interval.
- Estimated end-of-day forecast: about +18 stars, using observed gains and the previous day.
- The repository is 8 days old and already has 23 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Hacker News: “Show HN: Strot – Compile an LLM's intent once, run decisions locally forever” — 23 points, 2 h ago.
Measured growth: the last 7 completed days
New stars over 7 days: 23.
Daily measurements · UTC
- October 12, 2026
- 0
- October 13, 2026
- 0
- October 14, 2026
- 0
- October 15, 2026
- 0
- October 16, 2026
- 0
- October 17, 2026
- 0
- October 18, 2026
- 23
Largest measured day in the last 30 days: 23 · October 18, 2026. Days with data: 8.
Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 19, 2026, 07:11 UTC. Sources and measurement limits →
Three GitHub discoveries in each edition
What they do, why they are gaining interest, and what to check before using them.
Editions at 10:00, 16:00, 22:00 MSK.
Numbers
- Total stars
- 23
- Today
- +4 stars measured 2026-10-19, 05:36–07:01 UTC, ≈ 18 by evening
- Forks
- 1
- Issues and pull requests
- 0
- Watchers
- 0
- Language
- Python
- License
- MIT
- Latest release
- v0.11.1 · October 18, 2026
- Created
- October 11, 2026
- Last push
- October 19, 2026
Star trust
Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.
These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.
Hacker News discussions
- Show HN: Strot – Compile an LLM's intent once, run decisions locally forever23 points, October 19, 2026
Spotted in
- October 19, 2026Spotted on Hacker News
README badge
Paste it into your README — the badge shows the current magnitude and links to this page.
[](https://gitnova.dev/en/r/strot-ai/Project-STROT)