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The latest from Teyon.

Product updates, research, and conversations with our community.

MemSage 1.0.0: the training-memory report with GPU allocated and reserved memory by optimizer step
FeaturedNov 1, 2026

MemSage 1.0.0: the first release

The first tagged release of MemSage watches a Python program or PyTorch training job for memory leaks, peak GPU memory and out-of-memory kills, and checks a job before it runs at scale.

Teyon team · 2 min read↗
A rack of 8-GPU servers under acceptance testing, one faulty GPU isolated beside the test campaign checklist
NewsOct 28, 2026

We are hiring a GPU Cluster Validation Engineer

A field role: run acceptance testing on newly delivered GPU clusters at customer data centers, isolate faulty hardware and silent data corruption, and build the test platform. Full-time or contract.

Teyon team · 1 min read↗
Hot instructions sampled from hardware counters, each cache miss classified as capacity, conflict or coherence
NewsFeb 3, 2026

US patent granted for classifying cache misses

US 12,541,443, granted on February 3, 2026, covers a method that finds the instructions behind frequent cache misses and tells capacity, conflict and coherence misses apart. Teyon founder Tongping Liu is the lead inventor.

Teyon team · 1 min read↗
Four NUMA nodes, each thread allocating on its own node's memory, above an interleaved heap spread across the nodes
NewsMay 27, 2025

US patent granted for memory allocation on NUMA machines

US 12,314,761, granted on May 27, 2025, describes NUMAlloc, an allocator that keeps a thread's memory on the thread's own node and spreads shared objects across nodes. Teyon founder Tongping Liu is the lead inventor.

Teyon team · 1 min read↗

Reliable infrastructure for AI training, starting with CPU and GPU memory diagnostics through MemSage.

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