Marginium is a multimodal generation framework that gives language models a live visual awareness of their own output structure. It renders real time generation state into a visual side panel and feeds that image back into the model as a control signal on every decoding step.
active 2025-11-19 → 2025-12-01 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 13 days from 2025-11-19 to 2025-12-01. Pushes: 14 total, peak 14 in a day. Pull requests: 8 total, peak 8 in a day. Issues: 0 total, peak 0 in a day. Comments: 22 total, peak 22 in a day. Stars: 0 total, peak 0 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| Copilot | 34 | 4 | 7 | 17 |
| johnzfitch | 18 | 10 | 1 | 4 |
| chatgpt-codex-connector[bot] | 2 | 0 | 0 | 1 |
Recent activity
Latest issues, pull requests and releases
- Issue comment#4chatgpt-codex-connector[bot]2025-11-22 09:07Replace print statements with logging in visual_margin_generator.py
- Issue comment#4johnzfitch2025-11-22 09:06Replace print statements with logging in visual_margin_generator.py
- Issue comment#1Copilot2025-11-22 08:58Visual margin system for LLM generation state
- Pull request#4Copilot2025-11-22 08:58
- Pull request#4Copilot2025-11-22 08:58
- Issue comment#1Copilot2025-11-22 08:01Visual margin system for LLM generation state
- Pull request#3Copilot2025-11-22 08:01
- Pull request#3Copilot2025-11-22 08:01
- Pull request#3Copilot2025-11-22 08:01
- Issue comment#1Copilot2025-11-22 08:00Visual margin system for LLM generation state
- Pull request#2Copilot2025-11-22 08:00
- Pull request#2Copilot2025-11-22 08:00
- Pull request#1johnzfitch2025-11-22 07:10
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 0 stars here means stars gained during the window, not the repo's star count.