JetBrains Releases Mellum2.1: A 12B MoE Open Model for Coding Agents
JetBrains has released Mellum2.1, an open model built for coding agents and fast sub-agents. Mellum2.1 is a 12B mixture-of-experts thinking model from JetBrains that activates…
Agentic AI
Architect Launches Liquid Inference, a Real-Time Auction for LLM Inference
Architect Financial Technologies has launched Liquid Inference, an LLM router that runs a live auction for every request. Liquid Inference is an LLM inference marketplace…
NVIDIA PivotOPD Teaches Multi-Turn AI Agents to Recover From Pivotal Mistakes
NVIDIA researchers, with Princeton University and the University of Maryland, have introduced PivotOPD, an on-policy distillation method for multi-turn LLM agents. PivotOPD on-policy distillation trains…
Why Vibe Coding Is Reshaping Solo SaaS Development in 2026
The shape of an indie SaaS team in 2026 looks nothing like the shape of an indie SaaS team in 2022. Five years ago, a…