# BaruqueRodrigues/llm-legislativo > Large-scale Brazilian legislative corpus and a causal Transformer language model trained from scratch in pure PyTorch without pretrained weights or closed APIs. - Magnitude: 2.6 out of 10 — Early signal - Stars: 123 total · +16 stars measured 2026-10-14, 19:49–21:30 UTC, ≈ 18 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: MIT · Created: 2026-10-13 · Last push: 2026-10-13 - GitHub: https://github.com/BaruqueRodrigues/llm-legislativo · Page: https://gitnova.dev/en/r/BaruqueRodrigues/llm-legislativo ## Useful for - Train a custom language model on Brazilian legislative texts - Explore legislative documents via Câmara and Senado datasets on Hugging Face - Reproduce the preprocessing and training pipeline with SHA-256 verification ## Why it’s here - Star-counter measurements on 2026-10-14 (UTC), 19:49–21:30: 107 → 123 stars (+16). 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 1 day old and already has 123 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #172. - About 19 forks a day — people are taking the code. ## 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: 11 - Issues and pull requests: 0 - Watchers: 0 - Average over the last week: 13 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 10 ## Stars per day, last 2 days (oldest → newest, today is partial) 2026-10-13 … 2026-10-14: 8, 16 ## Spotted in now - Top new repositories this week: #172 ## More in this category 1. **prabanta-dev/janas** — 6.4 · Early signal · Language models · C · +70 stars measured 2026-10-14, 00:37–21:24 UTC, ≈ 79 by evening 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. Full card: https://gitnova.dev/en/r/prabanta-dev/janas.md 2. **lyogavin/airllm** — 6.4 · Breakout · Language models · Jupyter Notebook · +360 stars measured 2026-10-14, 00:37–21:24 UTC, ≈ 402 by evening A library for inference and training of large language models on low-VRAM GPUs: it streams weights layer by layer from disk, letting 70B–671B models run on 4–12 GB of VRAM without quantization or distillation. Full card: https://gitnova.dev/en/r/lyogavin/airllm.md 3. **open-webui/open-webui** — 5.4 · Breakout · Language models · Python · +110 stars measured 2026-10-14, 00:37–21:24 UTC, ≈ 124 by evening Open WebUI is a self-hosted web interface for AI models via Ollama and OpenAI-compatible APIs, with RAG, plugins, agents, and team collaboration. Full card: https://gitnova.dev/en/r/open-webui/open-webui.md 4. **mw00/project-maya** — 5.1 · Early signal · Language models · C++ · +98 stars measured 2026-10-14, 00:37–21:25 UTC, ≈ 108 by evening Local engine, server and dashboard to run the 321B MoE model GLM-5.3-Flash on one or two NVIDIA GPUs, offloading experts to RAM and NVMe. Full card: https://gitnova.dev/en/r/mw00/project-maya.md 5. **Niko1221/Strata** — 4.6 · Steady · Language models · C++ · +824 stars measured 2026-10-14, 00:38–21:25 UTC, ≈ 914 by evening 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. Full card: https://gitnova.dev/en/r/Niko1221/Strata.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 2026-10-14 21:39 UTC, updated every 30 minutes.