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Building a family AI companion in India.

Joined on Oct 26, 2026

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Oct 27

Inference-time expression controller for a frozen talking-face adapter — prosody stream without training?

#ai #machinelearning

1 min read

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Oct 26

Beyond seeds: which determinism flags actually mattered for reproducible fine-tunes on a T4?

#machinelearning #pytorch

1 min read

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Oct 26

My renderer's seed argument changes nothing — how do I prove the seed actually reaches the sampler?

#machinelearning #pytorch

1 min read

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Oct 26

Same fine-tune recipe, different seeds — one narrow behaviour swings wildly. What actually stabilises it?

#machinelearning #pytorch

1 min read

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