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Self-hosting — AI news & analysis
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Tencent's Hy4 wins its own blind test 46.8% to 40.4%. That is the story.
On 28 August 2026 Tencent open-sourced Hy4 preview under Apache 2.0 — 770B total parameters, 49B active, 1M context, $0.834/$2.501 per million tokens. The benchmark it chose to lead with is a blind evaluation by its own 163 internal experts, and it shows Hy4 losing to GLM-5.3 on 40.4% of tasks and to Kimi K3 on 40.9%. That is a vendor publishing evidence that its category has converged. Here is what actually separates the open-weight flagships now, and why the Apache 2.0 licence is one most buyers cannot exercise.
Read story →Nvidia hired 109 of Poolside's ~115 model engineers — and because it's a licence, your change-of-control clause never fired
On 20 August 2026 Nvidia agreed to pay Poolside $6B to non-exclusively license its Model Factory, plus $1B invested at a $12B pre-money valuation, and to make offers to 109 employees. Poolside's CEO has said under 115 people spanned its entire engineering and research org. The company remains legally independent, so no acquisition clause triggered anywhere. That gap — between who owns a vendor and who can still build its next model — is the thing buyers of self-hosted coding models need to start contracting against.
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