PulseAugur
EN
LIVE 16:16:01

OpenJet engine enables 4 coding agents on one RTX 3090 at 290 tok/s

By PulseAugur Editorial · [1 sources] ·

A new custom CUDA engine called OpenJet has been developed to run multiple coding agents concurrently on a single GPU, specifically an RTX 3090. This engine allows for a total throughput of approximately 290 tokens per second across four agents, which is a significant improvement over existing solutions like llama-server that achieve around 72-80 tokens per second for the same configuration. The engine achieves this by batching the work of multiple agents into a single CUDA kernel, optimizing memory bandwidth usage and reducing the cost of loading model weights. AI

IMPACT Enables more efficient local deployment of multiple AI agents on consumer hardware.

RANK_REASON New software/engine release for running existing models.

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

OpenJet engine enables 4 coding agents on one RTX 3090 at 290 tok/s

How we ranked this

Signal score
5 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
New software/engine release for running existing models.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
infra, product
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
Breaking (< 6h)
Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

Full methodology in our editorial standards.

COVERAGE [1]

  1. r/LocalLLaMA TIER_1 English(EN) · /u/Adorable_Weakness_39 ·

    4 coding agents on one RTX 3090: ~290 tok/s total from a custom CUDA engine for Qwen3.8-27B (3-4x llama-server --parallel)

    <table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1xgs8hp/4_coding_agents_on_one_rtx_3090_290_toks_total/"> <img alt="4 coding agents on one RTX 3090: ~290 tok/s total from a custom CUDA engine for Qwen3.8-27B (3-4x llama-server --parallel)" src="https://exte…

RELATED ENTITIES

RELATED TOPICS