RightNow Research Lab
Enabling Model-Hardware Co-Design at Scale

Abstract
We build tools that close the gap between AI models and the hardware they run on.
NVIDIA Inception member · 6 papers on arXiv
Industry commentary
Dave Salvator
Director of Accelerated Computing · NVIDIA
Products

RunInfra
NewGPU infrastructure for deploying, measuring, and operating inference workloads.
runinfra.aiResearch

2606.09682cs.LG
AutoMegaKernel: A Statically-Checked Agent Harness for Self-Retargeting Megakernel Synthesis
Jaber Jaber*, Osama Jaber · 2026

2604.02051cs.LG
Ouroboros: Dynamic Weight Generation for Recursive Transformers via Input-Conditioned LoRA Modulation
Jaber Jaber*, Osama Jaber · 2026

2603.29090cs.LG
HCLSM: Hierarchical Causal Latent State Machines for Object-Centric World Modeling
Jaber Jaber*, Osama Jaber · 2026

2603.21365cs.LG
TIDE: Token-Informed Depth Execution for Per-Token Early Exit in LLM Inference
Jaber Jaber*, Osama Jaber · 2026
Agent OS
OpenFang
Low-level agent execution with direct OS and GPU access.
RightNow-AI/openfangOpen repo
OpenFang: GitHub Stars
18,209
GitHub API count: 2026-09-21; chart illustrative
Inspect OpenFang star samples
| Sample | Stars |
|---|---|
| 1 | 1 |
| 2 | 1,591 |
| 3 | 3,211 |
| 4 | 4,831 |
| 5 | 6,421 |
| 6 | 8,041 |
| 7 | 9,661 |
| 8 | 11,281 |
| 9 | 12,871 |
| 10 | 14,491 |
| 11 | 15,600 |
| 12 | 17,864 |
Edge inference
PicoLM
Small inference runtime for memory-constrained edge devices.
RightNow-AI/picolmOpen repo
PicoLM: GitHub Stars
2,193
GitHub API count: 2026-09-21; chart illustrative
Inspect PicoLM star samples
| Sample | Stars |
|---|---|
| 1 | 1 |
| 2 | 151 |
| 3 | 331 |
| 4 | 511 |
| 5 | 691 |
| 6 | 871 |
| 7 | 1,081 |
| 8 | 1,261 |
| 9 | 1,350 |
| 10 | 1,410 |
| 11 | 1,445 |
| 12 | 1,656 |
Kernel search
AutoKernel
Profiles PyTorch models, tests Triton variants, and follows measured bottlenecks.
RightNow-AI/autokernelOpen repo
AutoKernel: GitHub Stars
1,564
GitHub API count: 2026-09-21; chart illustrative
Inspect AutoKernel star samples
| Sample | Stars |
|---|---|
| 1 | 1 |
| 2 | 91 |
| 3 | 211 |
| 4 | 331 |
| 5 | 451 |
| 6 | 571 |
| 7 | 691 |
| 8 | 811 |
| 9 | 860 |
| 10 | 890 |
| 11 | 905 |
| 12 | 1,418 |



