# rockmatrix-ai/YANchor > YANchor-4B is a 4.58B-parameter general-purpose recurrent language model that preserves crucial information as memory anchors, enabling long-horizon reasoning in O(N) time and O(1) memory. The repo provides inference and evaluation code. - Magnitude: 3.9 out of 10 — Early signal - Stars: 120 total · +3 stars measured 2026-10-10, 09:27–12:13 UTC, ≈ 22 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-10-07 · Last push: 2026-10-09 - GitHub: https://github.com/rockmatrix-ai/YANchor · Page: https://gitnova.dev/en/r/rockmatrix-ai/YANchor ## Useful for - Run YANchor-4B inference on a single H100 for long generations up to 32K tokens - Reproduce the model's evaluation on the 29 text benchmarks from the paper - Compare throughput and memory usage against Transformer baselines ## Why it’s here - Star-counter measurements on 2026-10-10 (UTC), 09:27–12:13: 117 → 120 stars (+3). This is the change over that interval. - Estimated end-of-day forecast: about +22 stars, using observed gains and the previous day. - The repository is 3 days old and already has 120 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #197. ## 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: 0 - Issues and pull requests: 0 - Watchers: 1 - Average over the last week: 33 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 1 ## Stars per day, last 4 days (oldest → newest, today is partial) 2026-10-07 … 2026-10-10: 1, 35, 74, 3 ## Spotted in now - Top new repositories this week: #197 ## Similar by description 1. **Tier-Flow/LoopVL** — 0.8 · Cooling · Language models · Python · +2 stars measured 2026-10-10, 00:40–12:21 UTC, ≈ 4 by evening LoopVL is a vision-language model that reuses Transformer modules across recurrent computation (L→L→L→H schedule, 128 effective layer applications per forward pass). The repo provides inference code, evaluation on 16 benchmarks, and… Full card: https://gitnova.dev/en/r/Tier-Flow/LoopVL.md 2. **MoonshotAI/Kimi-K3** — 0.9 · Steady · Language models · +2 stars measured 2026-10-10, 00:39–12:20 UTC, ≈ 4 by evening Kimi K3 is an open-weight native multimodal agentic MoE language model with 2.8T parameters and a 1M-token context window, understanding text, images and video. It targets long-horizon coding, agentic knowledge work and complex reasoning. Full card: https://gitnova.dev/en/r/MoonshotAI/Kimi-K3.md --- 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 2026-10-10 12:23 UTC, updated every 30 minutes.