Resources

Blog

Discover what's happening in the world of Workforce as a Service and the broader AI DevOps and smart infrastructure community.

FlexAI NewsAI infrastructureGPU

Running AI Workloads Across NVIDIA, AMD, and Multiple Clouds Without Refactoring

The default path for most AI teams today is single-vendor, single-cloud: pick NVIDIA, pick AWS (or GCP, or Azure), and build everything around that stack. It works until it doesn't — hyperscaler credi

April 30, 2026Read article

ModelAI

How to Benchmark Open-Source Models Before You Commit

You're choosing between Llama 4 Scout 17B, GPT-OSS 120B, and DeepSeek V3.2. The paper numbers look fine across all three. You pick the one that feels right and ship it. Three weeks later it fails on t

April 27, 2026Read

FlexAI Newsllm

Fine-Tuning a 32B Legal LLM That Outperformed a Frontier Model at 4× Lower Serving Cost

Everyone assumes bigger models produce better results. LegML set out to prove otherwise. They fine-tuned a 32B-parameter legal LLM — internally called "Hugo" — that outperformed a leading frontier mod

April 21, 2026Read

FlexAI Newsllm

LLM Inference GPU Sizing: How to Choose the Right GPU for Your Model and Traffic

When developers scale LLM workloads to production, one question always comes up: which GPUs should I use, how many will I need, and how much is this going to cost me? Not a back-of-the-envelope guess

April 14, 2026Read

FlexAI NewsAI infrastructure

Why AI Infrastructure Software Is Harder Than Hardware — Lessons from Building Aurora and FlexAI

Small AI startups are dying — not from lack of innovation, but from infrastructure exhaustion. While the industry focuses on model architecture and training data, a quieter crisis unfolds in the trenc

April 7, 2026Read

AI infrastructureGPU

Heterogeneous AI Compute: Why Mixed NVIDIA, AMD, and TPU Clusters Are Harder Than They Look

As AI workloads expand across cloud, edge, and enterprise environments, the infrastructure underpinning them is shifting toward hardware diversity. The question is no longer whether teams will run on

April 3, 2026Read

Devopsllm

FlexBench: An Open-Source, Modular MLPerf Benchmark for LLM Inference

TL;DR AI system benchmarks like MLPerf struggle to keep pace with the rapidly evolving model landscape, making it difficult for organizations to make informed deployment decisions. We believe benchmar

March 31, 2026Read

FlexAI NewsAI infrastructure

From Supercomputers to Serverless: How FlexAI is Solving the GPU Infrastructure Challenge

This blog summarizes Brijesh Tripathi's appearance on the AI Chat podcast with host Jaeden Schafer. The AI infrastructure landscape is at a critical inflection point. While companies race to build lar

March 20, 2026Read