Canary a Free-Tier Model Promotion With Rate Limits, Truncation, and a Shadow Gate

August 10, 2026 · Dev.to

A directory told me exactly what my followed link is worth: ten upvotes
I submitted my product to a lot of directories over the past few weeks. Then I measured what those listings actually gav
Top Dev Tools and Tutorials of the Week: August 10, 2026
Azure AI Foundry: AI Model Marketplace What it is Azure AI Foundry is a new marketplace designed for discovering, purcha
A Postgres Branch Per Learner: Building on Neon
Teaching Postgres by showing someone a code block is a waste of everybody's time. They need a database they can break. T
Credential Stuffing Doesnt Break Your Login. It Drowns It. Heres a Pre-Auth Filter.
Credential stuffing is the most boring attack in the world, which is exactly why it works. There's no exploit, no inject
Designing tools an LLM won't misuse
Originally published on Loop & Retry — field notes on building LLM agents that survive production. Most agent bugs I've