Jun Song(@jun_song):If LLM-as-a-verifier works as well as my last post suggests, this is going to be massive for local AI. Like the dev pointed out, pairing a large model with a small model lets you run verification on the cheap. This means if you combine the GLM-5.3 API with Deepseek-V4-Flash running on a DGX Spark, you get a huge jump in performance without driving up costs. If you have a 4xDGX Spark, you could multi-batch both GLM and Deepseek on a single node and beat Fable entirely offline without touching an API. Welcome to the era of local AI.

Jun Song

@jun_song

Building @0xSupergemma Running Datacenter hardware export business in Korea Open Source AI

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Jun Song@jun_song

2026.08.18 03:31

If LLM-as-a-verifier works as well as my last post suggests, this is going to be massive for local AI. Like the dev pointed out, pairing a large model with a small model lets you run verification on the cheap. This means if you combine the GLM-5.3 API with Deepseek-V4-Flash running on a DGX Spark, you get a huge jump in performance without driving up costs. If you have a 4xDGX Spark, you could multi-batch both GLM and Deepseek on a single node and beat Fable entirely offline without touching an API. Welcome to the era of local AI.

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