# Robbyant/lingbot-map

> A feed-forward 3D foundation model for streaming scene reconstruction from video: the Geometric Context Transformer unifies coordinate grounding, dense geometric cues, and drift correction in one streaming framework.

- Magnitude: 4.5 out of 10 — Breakout
- Stars: 17,554 total · +32 stars measured 2026-10-09, 11:36–13:09 UTC, ≈ 80 by evening
- Star trust: star growth looks organic
- Category: Science & research · Language: Python · License: Apache-2.0 · Created: 2026-04-15 · Last push: 2026-10-06
- GitHub: https://github.com/Robbyant/lingbot-map · Page: https://gitnova.dev/en/r/Robbyant/lingbot-map

## Useful for

- Run interactive 3D visualization of a scene from an image folder via demo.py
- Render a long video sequence (over 10,000 frames) with the offline batch_demo.py pipeline
- Evaluate reconstruction quality on the KITTI or Oxford Spires benchmarks

## Why it’s here

- Star-counter measurements on 2026-10-09 (UTC), 11:36–13:09: 17522 → 17554 stars (+32). This is the change over that interval.
- Estimated end-of-day forecast: about +81 stars, using observed gains and the previous day.
- Over the last two days the pace is 12× that of the previous week and a half.
- Elevated gains were measured on the last 2 completed UTC days in a row. Continued growth is not guaranteed.
- GitHub Trending today: #10, +109 stars.
- GitHub Trending Python today: #3, +109 stars.
- About 14 forks a day — people are taking the code.
- Recent forks include notable developers: @rsoorajs (220 followers).

## 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: 1,942
- Issues and pull requests: 112
- Watchers: 171
- Average over the last week: 56 per day
- Usual pace: 12 per day
- Stars in the last hour (measured): 23

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-10 … 2026-10-09: 53, 40, 13, 21, 20, 15, 12, 10, 7, 6, 9, 12, 9, 7, 4, 5, 6, 4, 7, 4, 9, 33, 19, 9, 10, 10, 7, 102, 177, 32

## Spotted in now

- GitHub Trending today: #10, +109 stars
- GitHub Trending Python today: #3, +109 stars

## More in this category

1. **openai/math** — 7.9 · Cooling · Science & research · Lean · +716 stars measured 2026-10-09, 00:04–13:08 UTC, ≈ 1,401 by evening
   A collection of mathematical manuscripts and Lean formalizations produced by an internal OpenAI model while solving open research problems. Intended for mathematicians and researchers studying the results and verifying proofs.
   Full card: https://gitnova.dev/en/r/openai/math.md
2. **CrocSwap/integer-mult-bounds** — 5.0 · Early signal · Science & research · Python · +32 stars measured 2026-10-09, 00:06–13:09 UTC, ≈ 59 by evening
   A research repository of community proofs improving the asymptotic exponent for integer multiplication (κ > 2^-15), with certificates, Lean checks and reproducible audits.
   Full card: https://gitnova.dev/en/r/CrocSwap/integer-mult-bounds.md
3. **google-deepmind/alphaprotein-novo** — 2.7 · Cooling · Science & research · Python · +10 stars measured 2026-10-09, 00:06–13:13 UTC, ≈ 18 by evening
   A generative diffusion pipeline for de novo enzyme design via structural motif scaffolding: it co-generates protein structures and sequences conditioned on a catalytic motif and ligand, with optional LigandMPNN redesign, AlphaFold 3…
   Full card: https://gitnova.dev/en/r/google-deepmind/alphaprotein-novo.md
4. **OpenCourant/OpenCourant** — 2.4 · Cooling · Science & research · Fortran · +6 stars measured 2026-10-09, 00:07–13:14 UTC, ≈ 12 by evening
   Open-source finite element solver codebase Radioss for highly nonlinear problems under dynamic loadings; a community fork of OpenRadioss for researchers and engineers.
   Full card: https://gitnova.dev/en/r/OpenCourant/OpenCourant.md
5. **aipoch/open-science** — 2.0 · Cooling · Science & research · TypeScript · +5 stars measured 2026-10-09, 00:08–13:16 UTC, ≈ 12 by evening
   Local-first desktop workbench for scientific research with AI agents: runs Python/R, connects scientific data sources, and tracks artifact provenance for reproducibility.
   Full card: https://gitnova.dev/en/r/aipoch/open-science.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 2026-10-09 13:25 UTC, updated every 30 minutes.