# Zihan-Su/Self_Gradient_Forcing_Plus > An autoregressive video generation method that decouples context-writing and denoising parameters, enabling rollouts of up to 24 hours from only 5-second training windows. - Magnitude: 1.6 out of 10 — Cooling - Stars: 120 total · +0 stars measured 2026-10-12, 14:13–17:31 UTC, ≈ 1 by evening - Star trust: star growth looks organic - Category: Generative media · Language: Python · License: Apache-2.0 · Created: 2026-10-07 · Last push: 2026-10-12 - GitHub: https://github.com/Zihan-Su/Self_Gradient_Forcing_Plus · Homepage: https://zihan-su.github.io/self-gradient-forcing-plus · Page: https://gitnova.dev/en/r/Zihan-Su/Self_Gradient_Forcing_Plus ## Useful for - Generate a long video from a text prompt via the infer_sgf_plus.sh script - Run interactive generation with live prompt updates through Reactor Runtime - Reproduce the gradient-conflict phenomenon on SGF and teacher-forcing checkpoints ## Why it’s here - Star-counter measurements on 2026-10-12 (UTC), 14:13–17:31: 120 → 120 stars (+0). This is the change over that interval. - Estimated end-of-day forecast: about +1 stars, using observed gains and the previous day. - The repository is 5 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: #176. ## 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: 8 - Issues and pull requests: 3 - Watchers: 7 - Average over the last week: 19 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-10-07 … 2026-10-12: 36, 20, 29, 10, 16, 0 ## Spotted in now - Top new repositories this week: #176 ## More in this category 1. **storytold/artcraft** — 9.2 · Breakout · Generative media · Rust · +2,977 stars measured 2026-10-12, 00:13–17:22 UTC, ≈ 4,042 by evening ArtCraft is a desktop IDE for AI image and video creation: compose in 2D, stage scenes in 3D, and choose models for precise, repeatable results. Full card: https://gitnova.dev/en/r/storytold/artcraft.md 2. **academa-labs/manimgx** — 7.3 · Early signal · Generative media · Python · +316 stars measured 2026-10-12, 00:13–17:22 UTC, ≈ 440 by evening A 3D animation engine compatible with Manim CE's Python API, built on a Rust/wgpu GPU core for fast rendering of math and 3D videos, aimed at developers and AI agents. Full card: https://gitnova.dev/en/r/academa-labs/manimgx.md 3. **storytold/filmcraft** — 7.0 · Breakout · Generative media · Rust · +1,037 stars measured 2026-10-12, 00:13–17:22 UTC, ≈ 1,423 by evening An open-source non-linear video editor in Rust that reimplements the Adobe Premiere Pro workflow: editing, color, effects and audio, native on macOS, Windows, Linux and in the browser via WebAssembly. Full card: https://gitnova.dev/en/r/storytold/filmcraft.md 4. **storytold/soundcraft** — 6.9 · Peaking · Generative media · Rust · +342 stars measured 2026-10-12, 00:13–17:22 UTC, ≈ 470 by evening A clean-room reimplementation of Avid Pro Tools in pure Rust: a full digital audio workstation with multitrack editing, mixing, MIDI, plugins and automation, running on desktop and in the browser. Full card: https://gitnova.dev/en/r/storytold/soundcraft.md 5. **storytold/lightcraft** — 6.5 · Peaking · Generative media · Rust · +742 stars measured 2026-10-12, 00:13–17:22 UTC, ≈ 1,023 by evening An open-source clean-room reimplementation of Adobe Lightroom in pure Rust: non-destructive raw development, color grading, masking, presets and a photo library. Runs natively on macOS, Windows and Linux, in the browser via WebAssembly,… Full card: https://gitnova.dev/en/r/storytold/lightcraft.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 2026-10-12 17:36 UTC, updated every 30 minutes.