DevOps

DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything

DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything The Reasoning Problem Traditional LLMs generate text token by token, left…

How a 176 KB C Binary Runs a 2.78-Trillion-Parameter Model on One CPU with 8 GB of RAM

The Problem Moonshot AI's Kimi K3 has 2.78 trillion parameters. Stored naively at bfloat16, that's 5,560 GB — more than the combined memory of two f…

2 TB of Ukrainian Law + DeepSeek V3 860B on GCP: What We'd Get

In production we have ~1.5 TB of full-text court decisions and their vector embeddings, plus another ~550 GB of other legal data: registries, legisl…

Step 3.7 Flash is a drop-in — except for one endpoint detail

Step 3.7 Flash shipped on May 29, 2026 as a structural upgrade to 3.5 Flash: same OpenAI-compatible SDK, new vision encoder, new runtime escalation,…

I built a Rust inference engine that streams MoE expert weights from NVMe SSDs, no GPU required

Most people trying to run Mixtral or DeepSeek-V3 locally hit the same wall: they don't have 80GB of VRAM. The common answer is "get better hardware.…