Technical Content
What is an LLM control plane?
Runaway agents? Provider outages? Discover why your AI stack needs an LLM control plane, not just a gateway, to handle production routing, budgets, and privacy.
Anushri Gupta
DevRel at Mozilla.ai. Passionate about open source, technical documentation, and API strategy.
Announcement
Otari: Own Your AI Stack
Meet Otari, an open-source LLM gateway powered by any-llm, and Otari.ai, the hosted platform built on the same foundation. Run frontier or open-weights models through one API with usage tracking, budget controls, routing policies, observability, and team management.
Expert Opinion
AI Got Expensive. Now What?
Cloud AI pricing changed fast in 2026. This post looks at why more teams are moving back to local models, the tradeoffs behind tools like Ollama and LM Studio, and why portability and ownership are becoming bigger concerns for developers.
Product Release
cq exchange: Agents without Borders
cq exchange gives agents a shared place to store and retrieve experience-driven knowledge through private namespaces and a public commons.
Expert Opinion
Sovereign AI: Control, Choice, and Why It Goes Beyond Geopolitics
Sovereign AI shows up across nations, companies, communities, and individuals. This piece, based on a conversation with John Dickerson, CEO at Mozilla.ai, looks at control over AI systems, avoiding single points of failure, and building with modular, swappable components.
Technical Content
Hardening Your LLM Dependency Supply Chain
When source code and distributed packages don’t match, risks increase. This breakdown of the LiteLLM incident shares what to watch for and how to reduce exposure.
Federate Phishing Detection: Training a URL Classifier without Sharing Browsing Data
Mozilla.ai joins Flower Hub as a launch partner with fed-phish-guard, a federated phishing detection project. The classifier trains across distributed clients and shares only model updates, allowing collaborative learning without centralizing browsing data.
Announcement
any-llm in the Wild: Three Integrations as We Grow Our Ecosystem
any-llm now integrates with JupyterLiteAI, LangChain, and Headroom. A single provider-agnostic layer powering notebooks, agents, and context optimization across OpenAI, Anthropic, Mistral, and local models.
Expert Opinion
AI Generated Code Isn’t Cheating: OSS Needs to Talk About It
Remember early 2025? "Vibe coding" was a meme and seemed mostly a tool for casual builders or those new to coding. It's now 2026, and we find ourselves living in a new reality. Industry leaders like DHH, Karpathy, and Lutke are publicly embracing AI-generated code controlled by human prompting.