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gavamedia/deltafin

Run full Kimi K3 on a single device. And an OpenAI-compatible API server for local chat and coding agents.

#LLM inference
Visit GitHub
Rust
851
119
1 contributors
Custom license
AchievementsView all →
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Momentum

How fast gavamedia/deltafin is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Aug 28 – Oct 26, 2026

Stars +72 in 60 days

01020
17

Forks +25 in 60 days

024
4

Merged PRs 0 in 60 days

01

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Aug 28Sep 5Sep 13Sep 21Sep 29Oct 7Oct 15Oct 23
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Fri, Aug 28, 2026+2+00
Sat, Aug 29, 2026+4+10
Sun, Aug 30, 2026+0+00
Mon, Aug 31, 2026+5+00
Tue, Sep 1, 2026+2+00
Wed, Sep 2, 2026+3+00
Thu, Sep 3, 2026+2+00
Fri, Sep 4, 2026+0+00
Sat, Sep 5, 2026+0+00
Sun, Sep 6, 2026+0+10
Mon, Sep 7, 2026+0+00
Tue, Sep 8, 2026+5+30
Wed, Sep 9, 2026+6+00
Thu, Sep 10, 2026+1+00
Fri, Sep 11, 2026+0+00
Sat, Sep 12, 2026+2+00
Sun, Sep 13, 2026+0+00
Mon, Sep 14, 2026+2+00
Tue, Sep 15, 2026+1+00
Wed, Sep 16, 2026+1+00
Thu, Sep 17, 2026+0+00
Fri, Sep 18, 2026+0+00
Sat, Sep 19, 2026+0+00
Sun, Sep 20, 2026+1+00
Mon, Sep 21, 2026+1+00
Tue, Sep 22, 2026+0+00
Wed, Sep 23, 2026+1+10
Thu, Sep 24, 2026+2+00
Fri, Sep 25, 2026+2+00
Sat, Sep 26, 2026+1+00
Sun, Sep 27, 2026+1+00
Mon, Sep 28, 2026+1+00
Tue, Sep 29, 2026+0+20
Wed, Sep 30, 2026+2+00
Thu, Oct 1, 2026+0+00
Fri, Oct 2, 2026+0+00
Sat, Oct 3, 2026+0+00
Sun, Oct 4, 2026+0+00
Mon, Oct 5, 2026+0+00
Tue, Oct 6, 2026+0+00
Wed, Oct 7, 2026+0+00
Thu, Oct 8, 2026+1+00
Fri, Oct 9, 2026+0+00
Sat, Oct 10, 2026+0+00
Sun, Oct 11, 2026+0+00
Mon, Oct 12, 2026+1+00
Tue, Oct 13, 2026+17+40
Wed, Oct 14, 2026+2+10
Thu, Oct 15, 2026+1+00
Fri, Oct 16, 2026+0+20
Sat, Oct 17, 2026+1+30
Sun, Oct 18, 2026+0+40
Mon, Oct 19, 2026+1+20
Tue, Oct 20, 2026+0+10
Wed, Oct 21, 2026+0+00
Thu, Oct 22, 2026+0+00
Fri, Oct 23, 2026+0+00
Sat, Oct 24, 2026+0+00
Sun, Oct 25, 2026+0+00
Mon, Oct 26, 2026+0+00
Total+72+250
  • 1#1 on the list
  • 7Rank that day
  • Not trending

Mentions and achievements

Where people are talking about gavamedia/deltafin, and every badge it has earned
  1. Sep 91 post

    • kimi k3 has ~1.45 tb of expert weights, m5 max mac pro has 128 gb ram: obviously those numbers do not fit together deltafin gets around that by leaving the experts on four ssds and pulling in only…

      Read full on X, posted by @ok1mraise

      @ok1mraise · x.com

  2. 1 month earlier
  3. Aug 34 posts6 posts

    • Update: We rewrote the whole engine in Rust/C++

      Read full on Reddit

      r/LocalAIStack

    • Update: We rewrote the whole engine in Rust/C++

      Read full on Reddit

      r/LocalAIServers

    • Update: We rewrote the whole engine in Rust/C++

      Read full on Reddit

      r/SelfHostedAI

    • Update: We rewrote the whole engine in Rust/C++

      Read full on Reddit

      r/kimi

    • Update: We rewrote the whole engine in Rust/C++

      Read full on Reddit

      r/machinelearningnews

    • Update: We rewrote the whole engine in Rust/C++

      Read full on Reddit

      r/LocalLLM

  4. Jul 311 post

    • 2.8T 参数模型塞进单台工作站，Deltafin 的解法不是硬装进内存，而是重构权重流动方式。 它把约 114GB 常驻骨架压成 int8，每层仅加载 MoE 路由选中的 16 个专家，并用预取、mmap 和原生 Metal/CUDA/CPU 内核压低 I/O 成本。小模型只负责草拟，输出仍逐 token 由 K3 验证。完整部署需约 1.7TB，流式模式则明显受网络限制，更适合研究超大…

      Read full on X, posted by @vintcessun

      @vintcessun · x.com

  5. Jul 301 post

    • Update: Full Kimi K3 now runs below 4 seconds/token on my M1 MacBook

      Read full on Reddit

      r/LocalLLM

  6. Jul 291 post

    • 有人在64GB的M1 Max上跑起了2.8T参数的Kimi K3。 14.6秒一个token，客户端超时建议设成"小时级别"。 慢到离谱，但这恰恰是重点——MoE架构让1.56TB的模型在一台笔记本上从"不可能"变成了"能跑"。 本地推理的边界，比我们以为的远得多。

      Read full on X, posted by @Nic57230132

      @Nic57230132 · x.com

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