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mindXtrain — One-Command Qwen3 Fine-Tuning on AMD MI300X

mindXtrain is the first one-command Qwen3 fine-tuner natively optimized for AMD MI300X. It is the AMD-shaped half of the PYTHAI/DELTAVERSE stack: a single Python package that takes a YAML recipe and produces a trained, evaluated, FP8-quantized, served, and on-chain-anchored model — all on a single MI300X, all driven by a 60-second on-device autotune that pins kernel and collective choices before training starts. This post is the canonical landing page for the project. If you are […]

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mindXtrain: a generation passed proof-of-recall

mindXtrain: a generation passed proof-of-recall

A new mindX generation (mindx-gen16) passed the imprint gate and was promoted to a servable model.

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The Key That Signs Is Not Always the Key In Charge

The Key That Signs Is Not Always the Key In Charge

Signature verification proves someone holds a key. On Algorand it cannot prove that key is still the account authority – and the gap is exactly where a rotated or compromised key hides.

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