RightNow-AI/AutoMegaKernel
Rank not captured·Top 100·All-time stars·Cached ranking snapshot·
An agent harness that compiles a model into one provably-correct, self-retargeting CUDA megakernel and self-tunes it past cuBLAS at batch-1 LLM decode, paper: https://arxiv.org/abs/2606.09682
Stars
157
Forks
15
Daily momentum
—
Weekly momentum
—
30-day momentum
—
First read
Promising movement, but the picture is still partial
RightNow-AI/AutoMegaKernel is active enough to inspect further, but the surrounding proof is thinner. Use the source repository and nearby comparisons to decide whether this is rising substance or just short-term visibility.
Visible
157 public stars in the current GitStar snapshot.
Needs a narrower context read
Active
Last commit Sep 18, 2026.
Active enough
Adopted
Treat stars as discovery context until a linked package appears.
No linked package mapping
Confidence
One or more key signals are partial, so GitStar keeps the interpretation conservative.
Partial snapshot
Snapshot facts
- 157 stars
- 15 forks
- Last commit Sep 18, 2026
- Package usage not mapped yet
Compare lens
pytorch/pytorch and ray-project/ray are the closest comparison targets GitStar found. A side-by-side comparison usually tells you more than a single raw rank.
Signal trail
Trajectory
Read the recent motion first. This block is for deciding whether the repository still looks alive, compounding, or flattening before you trust stars alone.
Daily momentum
Recent momentum is not captured
Weekly momentum
Recent momentum is not captured
Monthly momentum
Recent momentum is not captured
Last commit
Sep 18, 2026
Package reality
No linked npm or PyPI package is mapped for this repository yet, so the page leans more heavily on GitHub-visible popularity and should be read more conservatively.
GitStar expects a package signal here, but no npm or PyPI package is linked to this repository yet.
Hype vs Reality
Insufficient Package Data
Package mapping
No linked package yet
Cross-links
Standalone repo read
Validation note
GitStar can summarize public signals for RightNow-AI/AutoMegaKernel, but the GitHub repository is still the primary place to confirm release cadence, issue activity, and maintainer intent.
🛡️ Editorial Context
GitStar surfaces public popularity and package signals. These rankings are not endorsements, security reviews, or investment advice.
Why this rank
This repository stands out because it combines fresh update.
Fresh update
Momentum & Adoption Signals
Approximate star trajectory
Reconstructed from current stars and cached daily/weekly/monthly deltas.
Now: 157
Daily momentum
No signal
Weekly momentum
No signal
Monthly momentum
No signal
Signal mix
Current stars157
Bar lengths use a log scale so stars and package downloads stay comparable.
Hype vs Reality
Insufficient Package DataGitStar can see repository momentum, but it does not have a reliable linked package signal yet.
Treat stars and recent movement as discovery context only until npm or PyPI usage is available.
Status
Insufficient Package Data
Package footprint
No linked npm or PyPI usage signal
Method note
This label appears when GitStar cannot find strong enough package telemetry to compare attention against adoption. Compare it against other Python repos before treating stars as a moat.
Related alternative
pytorch/pytorch
Shares the learning category footprint with RightNow-AI/AutoMegaKernel, so the comparison is closer to a same-problem decision than a same-language coincidence.
Related alternative
ray-project/ray
Shares the learning category footprint with RightNow-AI/AutoMegaKernel, so the comparison is closer to a same-problem decision than a same-language coincidence.
Related alternative
deepspeedai/DeepSpeed
Shares the learning category footprint with RightNow-AI/AutoMegaKernel, so the comparison is closer to a same-problem decision than a same-language coincidence.
Related alternative
harvard-edge/cs249r_book
Shares the learning category footprint with RightNow-AI/AutoMegaKernel, so the comparison is closer to a same-problem decision than a same-language coincidence.
Research links
Cross-links
Compare against related repos
GitStar picked pytorch + ray as the closest next comparison from the related repository set.
Repo utility
Embed Badge
Preview:
Markdown
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Wider nearby ecosystem
Python
105.1Kpytorch/pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
Python
44.1Kray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Python
43.3Kdeepspeedai/DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Python
29.7Kharvard-edge/cs249r_book
Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai
Python
8.9KOlafenwaMoses/ImageAI
A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
Python
168.2Khuggingface/transformers
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
Next step after the validation read
Move into a compare preset, organization view, or the heuristic notes once this first fold tells you whether the repo looks visible, active, adopted, and credible enough to keep researching.
Learn and methodology
Keep trust-building context reachable, but behind the first data read instead of ahead of it.
About This Page
This page provides a quick overview of RightNow-AI/AutoMegaKernel based on GitStar's cached data. The signal chart reconstructs approximate checkpoints from current stars plus cached daily, weekly, and monthly star deltas, so it is best read as directional context rather than as a precise historical audit log.
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