Videos

Strata local AI runs on a single 12GB 3060 and works surprisingly well, averaging about 49 tokens/sec decode once...

Runpod Flash is a serverless AI deployment platform that eliminates the Docker build-push-execute loop. The CLI...

Owning agent inference on a dedicated GPU is cheaper and faster than renting API intelligence for steady workloads:...

Memory capacity and bandwidth, not GPU model numbers, decide what a card can run for local AI. The RTX 5090's 32 GB...

Crusoe's autoclusters system makes GPU failures a non-event for large-scale training: a critical hardware error...

Semi Analysis’s ClusterMAX 3.0 reveals that most NeoClouds have terrible cybersecurity, with issues like outdated...

Strata, an Engine 1 developer's inference engine for Qwen-3 8B Flash Next, claims 44.8 tokens/second on a 12GB RTX...

On a 6GB GPU, the deciding factor for local coding models is not the download size but the memory left over after...

A GPU running a cold database query loses to a CPU because 97% of the time is spent moving data, not computing....

The RTX 5090 carries a $3,400 premium over MSRP due to FOMO and export demand, making it the worst value for local...

A $200/month AI subscription costs 2.4% of US GDP per capita but 89% of India's, making affordability deeply unequal...

NVIDIA PAIR is not a GPU pooling tool that combines memory across machines. It is a request-level load balancer that...

Krea.ai trained K2, a diffusion transformer from scratch on thousands of GPUs, and built infrastructure to...

Modular shipped Mojo 1.0 with a stability promise, but skipped publishing any new performance numbers—a telling...

AMD's MI355X GPU matches or beats Nvidia's B200 on paper but loses by a third in benchmarks due to software issues...

Inference engineering for large language models involves a stack of optimizations including KV cache-aware routing,...

A Dell Optiplex motherboard can be transplanted into a custom frame to create a budget local AI rig for under $1000,...