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RightNow AI

RightNow AI is a YC-backed GPU research lab.

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llms.txt
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llms-full.txt
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Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-26T09:05:11.634Z. Cached copy · Source on rightnowai.co

# RightNow AI

> RightNow AI is a YC-backed GPU research lab.

## Research

- [AutoMegaKernel: A Statically-Checked Agent Harness for Self-Retargeting Megakernel Synthesis](https://arxiv.org/abs/2606.09682): Statically-checked agent harness for self-retargeting megakernel synthesis. Jaber Jaber and Osama Jaber, 2026.
- [AutoKernel: Autonomous GPU Kernel Optimization via Iterative Agent-Driven Search](https://arxiv.org/abs/2603.21331): Autonomous GPU kernel optimization via iterative agent-driven search. Jaber Jaber and Osama Jaber, 2026. Code: https://github.com/RightNow-AI/autokernel
- [StreamIndex: Memory-Bounded Compressed Sparse Attention via Streaming Top-k](https://arxiv.org/abs/2605.02568): Memory-bounded compressed sparse attention via streaming top-k. Jaber Jaber and Osama Jaber, 2026. Code: https://github.com/RightNow-AI/StreamIndex
- [Ouroboros: Dynamic Weight Generation for Recursive Transformers via Input-Conditioned LoRA Modulation](https://arxiv.org/abs/2604.02051): Dynamic weight generation for recursive transformers via input-conditioned LoRA modulation. Jaber Jaber and Osama Jaber, 2026.
- [HCLSM: Hierarchical Causal Latent State Machines for Object-Centric World Modeling](https://arxiv.org/abs/2603.29090): Hierarchical causal latent state machines for object-centric world modeling. Jaber Jaber and Osama Jaber, 2026.
- [TIDE: Token-Informed Depth Execution for Per-Token Early Exit in LLM Inference](https://arxiv.org/abs/2603.21365): Token-informed depth execution for per-token early exit in LLM inference. Jaber Jaber and Osama Jaber, 2026.
- [RightNow Research](https://www.rightnowai.co/): The lab's six papers, their authors and figures, with available code links.

## Company

- [Contact](https://www.rightnowai.co/contact): Ask us anything about RightNow AI.
- [Blog](https://www.rightnowai.co/blog): Notes from RightNow AI on GPU kernels, CUDA setup and scaling laws.
- [Y Combinator profile](https://www.ycombinator.com/companies/rightnow): RightNow AI is backed by Y Combinator.

## Documentation

### RightNow System Zero

- Inline input: text, image, audio. Only listed formats are supported.
- image: image/png, image/jpeg. Static PNG, including interlaced PNG, and JPEG. Send files inline.
- image: USD 0.011 per image. Minimum per file: USD 0.011. Maximum measure: 16,777,216 source pixels.
- Audio: one WAV file with PCM or float samples at exactly 16,000 Hz per request. All attachments share the 2.5 MiB decoded limit. Channels and sample encoding affect how much audio fits. The outer duration bound is 300 seconds, with half a second of decoding tolerance.
- audio: audio/wav. Send inline RIFF WAV with integer PCM or IEEE float samples at exactly 16,000 Hz. Mono and multichannel files are accepted; pricing counts sample frames, not channels. Other audio formats, other sample rates, unknown audio MIME types and audio upload references are unavailable. Refused audio is not processed or charged and creates no billing receipt. Send file
…

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