Issue #151 2 min read

AI Engineering Signal #151

DeepSeek DeepInfer open-source inference runs 155T tokens/day at 80% margin

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Signals

DeepSeek DeepInfer open-source inference runs 155T tokens/day at 80% margin

Self-host economics undercut API serving for high-volume workloads; rework capacity and cost models.

Latent Space

eMudhra CA private keys cracked in milliseconds

Revoke and audit eMudhra-issued certificates; trust chain failure is active, not theoretical.

Web

Google open-sources TorchTPU native PyTorch TPU backend

PyTorch code can target TPU silicon without XLA translation; revisit TPU procurement assumptions.

GitHub

Samsung sells out 2027 HBM capacity

HBM prices may jump 200%; lock GPU memory contracts and rework cluster budgets.

Web

Figure F.03 walks nine days straight on treadmill

Watch humanoid procurement specs; 1.2 million treadmill steps raises endurance verification requirements.

Web

Leg-compression therapy improves early Alzheimer's memory in trial

84% improved cognition with gains lasting six months; track this non-drug intervention for dementia care.

Web

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The Take

Inference cost compression is now coming from self-hosted open-source serving, TPU tooling, and memory supply risk, so lock contracts and rework budgets. Embodied and clinical claims now need measured endurance and trial data, not demos.

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