Blog
News and updates
Partnership announcements, platform news, and perspectives on enterprise open source from Ametnes.
AI Infrastructure
July 21, 2026
Open-weight models are commoditizing reasoning - and that changes everything
Chinese open-weight models - DeepSeek, Qwen, Kimi K3 - now match or beat the most expensive US frontier models on reasoning benchmarks. The premium for thinking is collapsing. For private AI infrastructure, this is the most important trend of 2026.
AI Infrastructure
July 17, 2026
Headroom AI: context compression for private LLM gateways
Headroom AI compresses context before it reaches the LLM - tool outputs, logs, RAG chunks, files, and conversation history - and delivers the same answers at a fraction of the tokens. Deploy it as a proxy or wire it into LiteLLM as a guardrail using the Ametnes platform.
AI Infrastructure
July 13, 2026
The Leapfrog Moment: Why AI Changes the Math for Emerging Economies
When the UK built GOV.UK it replaced 1,900 government websites and saved billions. AI makes that kind of leapfrog accessible to countries that would never have had that budget before.
AI Infrastructure
June 23, 2026
LiteLLM is moving to Rust
LiteLLM is moving its AI gateway to Rust - welcome news for teams who have been frustrated by its performance under load. Memory spikes, OOM kills, and gateway overhead have made scaling painful.
Security
June 10, 2026
Private secrets management with Vault: a practical guide
This guide covers the private secrets management patterns teams adopt first - dynamic database credentials, KV v2 API key rotation, short-lived PKI certificates, and CI integration - with GitLab as one worked example.
Security
May 19, 2026
Vercel's breach: why production secrets don't belong in shared platforms
A compromised third-party AI tool and a broad Google Workspace OAuth grant gave attackers a path from corporate identity to Vercel deployment secrets. The incident is a reminder that where you store credentials is a core architecture and compliance decision.
Partnership
May 17, 2026
Ametnes partners with SUSE
Ametnes and SUSE align around Rancher so enterprises can run Ametnes-managed open-source solutions on a managed Kubernetes platform in private environments-with full day-2 operations and enterprise support.
Partnership
November 15, 2025
Ametnes partners with Dremio
Ametnes is a Dremio Authorized Partner, helping teams run a privately hosted open data lakehouse with governed access to sensitive data and predictable cost-without pushing production datasets into public cloud SaaS.