apromisedland/Tame_3D

Tame3D research framework: evidence-grounded multi-agent 3D reasoning with scene-level conformal uncertainty alignment

Science & researchPython

2.3 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of October 2, 2026, 01:39 UTC.

Open on Seismograph Open on GitHub

About the project

Python research framework for multi-agent 3D situated reasoning: a manager plans typed geometric programs, egocentric and global experts read local views and geometry, a critic checks evidence, and conformal calibration bounds the probability of a wrong accepted answer. Ships an offline demo and a foundation-model interface, but no measured SQA3D results.

Useful for

Run the offline tame3d demo to produce trajectories, metrics and rendered scene PNGs
Prepare scene-disjoint datasets from SQA3D annotations and ScanNet scenes with prepare-sqa3d
Verify the five-seed synthetic study reproduction via reproduce-synthetic

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

Why it’s trending

0 stars so far today, about 21 expected by the end of the day.
The spike has held for 3 days in a row — not a one-off blip.
The repository is 4 days old and already has 83 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
Top new repositories this week: #144.

Stars per day

Bars are daily stars, the line is the usual pace. Red marks spike days.

Numbers

Total stars: 83
Today: 0 · ≈ 21 by evening
Forks: 0
Issues and pull requests: 0
Watchers: 0
Language: Python
License: Apache-2.0
Created: September 28, 2026
Last push: September 28, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in

October 2, 2026Top new repositories this week: #144

README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

[![Seismograph](https://gitnova.dev/badge/apromisedland/Tame_3D.svg?lang=en)](https://gitnova.dev/en/r/apromisedland/Tame_3D)

More in this category

3.1
latticeverse/LatticeVerse
An umbrella research map and integration layer for lattice metamaterials: links papers and implementations for geometry modeling, physics simulation, inverse design, and manufacturing-aware optimization.

Early signalScience & research+0 stars today, ≈ 30 by evening
2.5
OpSafari/hypoarena
Fully offline workbench for testing components of scientific hypothesis-discovery pipelines: hypothesis/evidence graphs, synthetic literature with planted causal chains, paraphrase dedup, Elo tournaments, and Bayesian…

Early signalScience & researchPython+0 stars today, ≈ 6 by evening
1.8
apromisedland/VLCoT
Research implementation of VLCoT: stage-verifiable latent chain-of-thought reasoning with observation-grounded verification and dependency-aware local repair for long-horizon robotic manipulation. Includes an…

Early signalScience & researchPython+0 stars today, ≈ 13 by evening
1.6
aipoch/open-science
Local-first desktop workbench for scientific research with AI agents: runs Python/R, connects scientific data sources, and tracks artifact provenance for reproducibility.

CoolingScience & researchTypeScript+0 stars today, ≈ 11 by evening
1.3
amap-cvlab/ABot-Recon
ABot-Recon is a streaming 3D reconstruction model that uses a fixed 12-frame local context per step, predicting a point map and adjacent relative pose, then composing them into a global trajectory and point cloud.

SteadyScience & researchPython+0 stars today, ≈ 9 by evening
1.2
SkadenAI/skaden
Skaden is a standalone CLI for quantum software development: run inside a project to inspect code, compile and simulate OpenQASM circuits, diagnose environments, and preserve evidence. Models propose actions while…

SteadyScience & researchPython+0 stars today, ≈ 0 by evening