# RightNow AI

> RightNow AI is a YC-backed GPU research lab and the company behind RightNow Agent, the fastest coding agent harness in the world, built for one thing: speed. The company publishes AutoMegaKernel, AutoKernel, StreamIndex, Ouroboros, HCLSM, and TIDE on arXiv.

## Products

- [RightNow Agent](https://www.rightnowai.co/): The fastest coding agent harness in the world. A Rust terminal CLI built for one thing: speed. RightNow Agent for Windows 10 or 11, x64 only, is coming soon. Public installation is not yet available. The documented shell requirement is Windows PowerShell 5.1 or PowerShell 7. macOS and Linux are not available yet. The September 1, 2026 Windows record measured session open at 105 to 115 ms with a reused daemon; see the [conditions and limits](https://www.rightnowai.co/docs/measured-evidence#client-side-speed).

## Documentation

- [Documentation](https://www.rightnowai.co/docs)
- [Install](https://www.rightnowai.co/docs/install)
- [Quickstart](https://www.rightnowai.co/docs/quickstart)
- [Configuration](https://www.rightnowai.co/docs/configuration)
- [Providers](https://www.rightnowai.co/docs/providers)
- [Headless](https://www.rightnowai.co/docs/headless)
- [Slash Commands](https://www.rightnowai.co/docs/slash-commands)
- [Permissions](https://www.rightnowai.co/docs/permissions)
- [MCP](https://www.rightnowai.co/docs/mcp)
- [Receipts](https://www.rightnowai.co/docs/receipts)
- [Measured Evidence](https://www.rightnowai.co/docs/measured-evidence)

## Installation

- [Install RightNow Agent](https://www.rightnowai.co/docs/install): Installation documentation for Windows x64. The command is always shown in the docs, even before public availability; optional release details come from https://www.rightnowai.co/api/cli/release.

## Pricing

- [Plans and pricing](https://runinfra.ai/pricing): Plans and accounts are sold on RunInfra. This site lists no prices; https://www.rightnowai.co/pricing redirects there.

## Research

All papers by Jaber Jaber*, Osama Jaber · 2026 · cs.LG. Full list at [RightNow Research](https://www.rightnowai.co/research).

- **AutoMegaKernel: A Statically-Checked Agent Harness for Self-Retargeting Megakernel Synthesis** (arXiv:2606.09682)
  - Authors: Jaber Jaber*, Osama Jaber · 2026
  - Agent harness for synthesizing self-retargeting megakernels for LLM inference, with static checks across the generation loop.
  - arXiv: https://arxiv.org/abs/2606.09682

- **AutoKernel: Autonomous GPU Kernel Optimization via Iterative Agent-Driven Search** (arXiv:2603.21331)
  - Authors: Jaber Jaber*, Osama Jaber · 2026
  - Autonomous agent-driven search loop for iteratively optimizing GPU kernels.
  - arXiv: https://arxiv.org/abs/2603.21331
  - Code: https://github.com/RightNow-AI/autokernel

- **StreamIndex: Memory-Bounded Compressed Sparse Attention via Streaming Top-k** (arXiv:2605.02568)
  - Authors: Jaber Jaber*, Osama Jaber · 2026
  - Memory-bounded compressed sparse attention using a streaming top-k index, with a Triton implementation.
  - arXiv: https://arxiv.org/abs/2605.02568
  - Code: https://github.com/RightNow-AI/StreamIndex

- **Ouroboros: Dynamic Weight Generation for Recursive Transformers via Input-Conditioned LoRA Modulation** (arXiv:2604.02051)
  - Authors: Jaber Jaber*, Osama Jaber · 2026
  - Dynamic weight generation for recursive transformers through input-conditioned LoRA modulation.
  - arXiv: https://arxiv.org/abs/2604.02051

- **HCLSM: Hierarchical Causal Latent State Machines for Object-Centric World Modeling** (arXiv:2603.29090)
  - Authors: Jaber Jaber*, Osama Jaber · 2026
  - Hierarchical causal latent state machines for object-centric world modeling.
  - arXiv: https://arxiv.org/abs/2603.29090

- **TIDE: Token-Informed Depth Execution for Per-Token Early Exit in LLM Inference** (arXiv:2603.21365)
  - Authors: Jaber Jaber*, Osama Jaber · 2026
  - Token-informed depth execution enabling per-token early exit for more efficient LLM inference.
  - arXiv: https://arxiv.org/abs/2603.21365

## Credentials

- **Y Combinator**: RightNow AI is backed by Y Combinator. Profile: https://www.ycombinator.com/companies/rightnow
- **NVIDIA Inception Program**: Member.

## Recent Additions

- New paper on the Research page: **AutoMegaKernel** (arXiv:2606.09682): statically-checked agent harness for self-retargeting megakernel synthesis.
- Y Combinator backed badge now displayed on the Research page.

## Blog

- [Blog](https://www.rightnowai.co/blog): Engineering writing about RightNow Agent, GPU work, and inference infrastructure.

## Optional

- [Changelog](https://www.rightnowai.co/changelog)
- [Enterprise](https://www.rightnowai.co/enterprises)