Niko1221/Strata
- Total stars
- 42,829
- Today
- +326since 00:27 UTC
More actions
Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on localhost, optional image input.
Save to My finds to follow releases and star growth. Saved in this browser.
About the project
A C++ local inference engine that runs the 125B MoE model Qwen3.8-Flash-Next on a regular PC with one NVIDIA GPU (12-24 GB) and 64 GB RAM, exposing an OpenAI/Anthropic-compatible API on localhost.
Useful for
- Run a private chat with a large model on your own PC without sending data to the cloud
- Connect the local model as an OpenAI-compatible provider to a coding agent or script
- Send a screenshot or scanned page to the model for recognition via image input
README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →
Star growth looks organic. Data as of November 10, 2026, 20:37 UTC.
The star-growth assessment does not verify whether the project is safe to run.
GitNova spotted this repository 8 days before it took off on Hacker News.
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 2026-11-10 (UTC), 00:27–20:24: 42503 → 42829 stars (+326). This is the change over that interval.
- Estimated end-of-day forecast: about +381 stars, using observed gains and the previous day.
- The repository is 47 days old and already has 42,829 stars.
- Top new repositories in the last 4 months: #7.
- About 41 forks a day — people are taking the code.
- Recent forks include notable developers: @changh95 (860 followers).
Measured growth: the last 7 completed days
New stars over 7 days: 3,996. -17% versus the preceding 7 days.
Daily measurements · UTC
- November 3, 2026
- 829
- November 4, 2026
- 650
- November 5, 2026
- 581
- November 6, 2026
- 455
- November 7, 2026
- 464
- November 8, 2026
- 546
- November 9, 2026
- 471
Largest measured day in the last 30 days: 1,066 · October 12, 2026. Days with data: 30.
Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 10, 2026, 20:37 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
- 42,829
- Today
- +326 stars measured 2026-11-10, 00:27–20:24 UTC, ≈ 381 by evening
- Forks
- 4,678
- Issues and pull requests
- 5,711
- Watchers
- 203
- Language
- C++
- License
- MIT
- Latest release
- v0.2.13 · November 9, 2026
- Created
- September 24, 2026
- Last push
- November 10, 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
- Run Qwen 3.8 Flash Next (125B) on consumer hardware (RTX 4090) at 100T/s935 points, October 4, 2026
- Strata: Qwen3.8-Flash-Next (125B Moe) on a 8GB+ Nvidia GPU5 points, September 28, 2026
Spotted in
- November 10, 2026Top new repositories in the last 4 months: #7
- November 9, 2026Top new repositories in the last 4 months: #7
- November 8, 2026Top new repositories in the last 4 months: #7
- November 7, 2026Top new repositories in the last 4 months: #7
- November 6, 2026Top new repositories in the last 4 months: #7
- November 5, 2026Top new repositories in the last 4 months: #7
- November 4, 2026Top new repositories in the last 4 months: #7
- November 3, 2026Top new repositories in the last 4 months: #7
- November 2, 2026Top new repositories in the last 4 months: #7
- November 1, 2026Top new repositories in the last 4 months: #7
README badge
Paste it into your README — the badge shows the current magnitude and links to this page.
[](https://gitnova.dev/en/r/Niko1221/Strata)