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July 16, 2026 · Dev.to

Inkling MoE + Agent Safety: Token Efficiency Meets Reliability
This week's tooling news clusters around two themes that don't usually arrive together: token-efficient multimodal reaso
What running an LLM in production actually costs you
Every "build an AI app" tutorial stops at the demo. Prompt goes in, response comes out, ship it. Nobody covers the part
I catalogued 32 real AI-agent failures, then marked the ones we cannot stop
Every agent-security vendor tells you what they block. Nobody tells you what they miss. That gap is the whole problem. "
Prompt Injection: The AI Security Hole Every Builder Should Know
The Idea: Hidden Instructions Inside Trusted Content Prompt injection is an attack where malicious instructions are embe
Caitlin Clark calls out referees for failing to call foul on play she says gave her a contusion
Caitlin Clark yelled at a WNBA referee after saying she was kneed in the quad, calling the no-call 'ridiculous' as viral