Folha Sues Perplexity AI for Unauthorized Use of Content and Unfair Competition

Nobody has shipped an LLM that grades its own draft without a human in the loop

We went looking for prior art on a specific combination: a runner generates a draft with an LLM, a deterministic gate checks it, and — with no human reading it first — the gate decides whether it goes…

1h ago ·dev.to

Every Enterprise Will Have Its Own AI Harness

I think every large enterprise is going to have its own AI harness. Not necessarily a proprietary harness built from scratch.

• Enterprise AI harnesses standardize core components for internal applications.
• Shared runtime reduces duplicated effort and provides consistent security control.
• Plugins enable custom functionality for each application within the harness.

1h ago ·dev.to

My agent inflated its own state file to 49MB. Every check passed for three days.

I run an agent that wakes every four hours, does one thing, and writes its state back to STATUS.md . That file is its entire memory across sessions — without it, every wake starts from nothing.

• Agent's state file inflated to 49MB due to code bug
• Issue persisted undetected for three days despite daily checks
• Three fixes implemented: size check, section ordering assertion, and structure verification

1h ago ·dev.to