prabanta-dev/janas
- Total stars
- 92
- Today · UTC
- +38since 01:25 UTC
More actions
37 tok/s from Qwen3-Next-80B (48 GB) on a 32 GB laptop, 24 without drafts vs 2.8 for llama.cpp; reading 62 vs 16 tok/s. Faster than llama.cpp on all 13 models compared in Q4_K_M. LLMs bigger than your RAM, pure C, CPU or GPU.
Save to My finds to follow releases and star growth. Saved in this browser.
About the project
Janas is a family of AI tools in C with no dependencies. Janas-LLM runs large MoE models (up to 80B, 48 GB) on a 32 GB laptop by streaming experts from NVMe SSD, and outperforms llama.cpp on all 13 tested models.
Useful for
- Run Qwen3-Next-80B on a 32 GB laptop via janas-chat
- Measure your machine's inference speed with janas-bench
- Compare Janas-LLM and llama.cpp performance on local models
README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →
Star growth looks organic. Data as of October 13, 2026, 03:43 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 2026-10-13 (UTC), 01:25–03:31: 54 → 92 stars (+38). This is the change over that interval.
- Estimated end-of-day forecast: about +117 stars, using observed gains and the previous day.
- Before this, the repository barely got any stars — about 0 per day.
- The repository is 23 days old and already has 92 stars.
- Hacker News: “Janas: Run LLMs larger than RAM by streaming experts from SSD” — 59 points, 5 h ago.
Measured growth: the last 7 completed days
New stars over 7 days: 67. +1240% versus the preceding 7 days.
Daily measurements · UTC
- October 6, 2026
- 1
- October 7, 2026
- 0
- October 8, 2026
- 0
- October 9, 2026
- 0
- October 10, 2026
- 0
- October 11, 2026
- 0
- October 12, 2026
- 66
Largest measured day in the last 30 days: 66 · October 12, 2026. Days with data: 23.
Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 13, 2026, 03:42 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
- 92
- Today
- +38 stars measured 2026-10-13, 01:25–03:31 UTC, ≈ 117 by evening
- Forks
- 8
- Issues and pull requests
- 14
- Watchers
- 1
- Language
- C
- License
- GPL-3.0
- Latest release
- v2026.10.12.1 · October 12, 2026
- Created
- September 20, 2026
- Last push
- October 12, 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
- Janas: Run LLMs larger than RAM by streaming experts from SSD59 points, October 12, 2026
Spotted in
- October 13, 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/prabanta-dev/janas)