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.

The Interface Is No Longer the Product

The future of AI may not be agents using today’s apps. It may be apps rebuilt around structured representations agents can inspect, modify, and validate directly. The deck, doc, or dashboard becomes the output, not the source of truth.

First Line of Defense for cq

cq helps coding agents share resolution paths and learn from past failures. We partnered with Lauren Mushro to bring VIBE✓ into cq and help review knowledge units before they enter shared memory.

Octonous Open Beta: What We've Learned and Where We're Going

The Octonous open beta is live. Learn what we discovered during closed beta, the workflow patterns users kept returning to, and the biggest improvements shipped since launch.

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.

Encoderfile’s New Format: Why a “Dull” Design Wins

Encoder models power most NLP in production, but deploying them still means dragging along Python runtimes and dependencies. Encoderfile introduces a single executable with an appended payload and a format that can be inspected and understood.

The Hardest Part of Running a Small Business in the Trades

Running a small trade business includes a steady flow of admin work: quotes, scheduling, invoices, payments, and more. This post looks at how that workload builds up and introduces Clawbolt, a focused assistant designed around these everyday workflows.

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.

cq: Shared Agent Learning

cq explores a shared commons where agents can query past learnings, contribute new knowledge, and avoid repeating the same mistakes in isolation.

llamafile Reloaded: What’s New in v0.10.0

llamafile 0.10.0 unifies portability and modern model features. Bundle weights, run multimodal models, and access tool calling and Anthropic Messages API support, all from a single executable.

When Shipping Becomes Too Easy

AI is changing product development. When building becomes effortless, the real constraint is no longer code. It’s clarity, product judgment, and knowing when the right decision is not to ship yet.

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.