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AI CURATED HOT STORY · 10/31/2026

Spinf-serve Open-Sourced: Single-GPU Bulk Decision Inference Engine

1 reports archived1 independent sourcesupdated 10/31/2026, 01:03:12
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Spinf-serve is an Apache 2.0 open-source inference server designed for bulk classification and decision-making on a single 24GB GPU. By answering multiple calibrated questions in one forward pass and outputting probabilities instead of text, it drastically reduces the cost and latency associated with re-reading content per query. It offers an OpenAI-compatible API, making it suitable for high-frequency structured judgment tasks in AI agents.

LATEST/Spinf-serve is an Apache 2.0 open-source inference server designed for bulk classification and decision-making on a single 24GB GPU. By answering multiple calibrated questions in one forward pass and outputting probabilities instead of text, it drastically reduces the cost and latency associated with re-reading content per query. It offers an OpenAI-compatible API, making it suitable for high-frequency structured judgment tasks in AI agents.

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  1. Hacker News AIT2·68 pts

    Spinf-serve Open-Sourced: Single-GPU Bulk Decision Inference Engine

    • Utilizes a 'read once, branch many' mechanism to convert bulk classification into a single forward pass, significantly boosting throughput.
    • Supports any open instruction model as a 'decision model', returning probability distributions over fixed options rather than generated text.
    • Provides an OpenAI-compatible interface along with client libraries and Agent Skills for easy integration into existing automation workflows.