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Inkling-Small 276B-A12B model optimized for low-memory consumer hardware

A new conversion of the Inkling-Small 276B-A12B model, which has approximately 12 billion active parameters, has been optimized to run on consumer-grade hardware with less than 10GB of memory. Benchmarks show the model achieving speeds of around 2.9 tokens per second for generation, though long prompt prefill times are noted as an issue. This development is part of an ongoing effort to make large Mixture-of-Experts (MoE) models accessible on standard hardware. AI

IMPACT Enables running large MoE models on consumer-grade hardware, potentially broadening access and use cases.

RANK_REASON The item describes the optimization and release of a specific model conversion for consumer hardware, which falls under tooling.

Read on r/LocalLLaMA →

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

Inkling-Small 276B-A12B model optimized for low-memory consumer hardware

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
The item describes the optimization and release of a specific model conversion for consumer hardware, which falls under tooling.
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
model release, infra
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AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
52 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

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

    Inkling-Small 276B-A12B at ~2.9 tok/s on <10gb memory

    <table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vgfuyg/inklingsmall_276ba12b_at_29_toks_on_10gb_memory/"> <img alt="Inkling-Small 276B-A12B at ~2.9 tok/s on &lt;10gb memory" src="https://external-preview.redd.it/dTMzaGk2dG5vbGhoMctJqbS-x_J0wEm4fbWvJ83dxP-C…