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The Mash · three stories, one thread

Local AI workflows, training queues, and compatibility

Ollama adds LFM3 support on Linux and Windows, Unsloth adds training and browser controls, and Transformers fixes a configuration setter.

Explore

Test LFM3 text-to-speech in Ollama on Linux or Windows. Separately, check how Unsloth handles a cancelled job in a multi-LoRA queue, and test the Transformers setter fix against the affected vLLM loading path.[1][2][3][4]

Create

Make a test log for the three separate workflows this week. Record an Ollama LFM3 audio run, an Unsloth queued-job cancellation, and a Transformers configuration check. Do not assume these tools work together.[1][2][3][4]

Theorize

Hypothesis: builders may need to test workflow boundaries more often as model support, training controls, and configuration fixes ship separately. These claims do not establish interoperability between the tools.[1][2][3]

In the mash

Ollama adds LFM3 support on Linux and Windows

Ollama v0.40.13 lets Linux and Windows users run Liquid AI’s LFM3 models, including text-to-speech in lfm3-audio and lfm3-omni.

L0 · primary1 sourceRead the review · 3 min

Unsloth adds multi-LoRA batching and browser controls

The beta release lets Unsloth users train compatible queued fine-tuning jobs together and let models control the built-in browser.

L0 · primary1 sourceRead the review · 4 min

Hugging Face fixes rope_scaling setter in Transformers v5.21.1

The patch fixes a configuration setter that broke remote-code loading in vLLM.

L0 · primary1 sourceRead the review · 4 min

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L0 · primary1 sourceRead the review · 4 min

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L0 · primary1 sourceRead the review · 4 min

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L2 · reported1 sourceWhat we checked

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L2 · reported1 sourceWhat we checked

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L2 · reported1 sourceWhat we checked

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L0 · primary1 sourceRead the review · 4 min

Clearinghouse: US computer science enrollment is declining

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L2 · reported1 sourceWhat we checked

Google reports slower Search revenue growth in Q3 2026

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L2 · reported1 sourceWhat we checked

Google plans to expand AI Search ads internationally

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L2 · reported2 sourcesWhat we checked

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L2 · reported1 sourceWhat we checked

L0 · primary
Primary: paper, repo, changelog
L1 · first-party
First-party staff post
L2 · reported
Reporting with named sources
L3 · explainer
Creator explainer or demo
L4 · rumor
Forum, leak, rumor

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