LLM judges favour models that make the same mistakes they do, and stronger models' mistakes converge. One vendor writes, another reviews, you read the diff.
Don't Let Claude Review Claude's Code. Models That Think Alike Make the Same Mistakes
LLM judges favour models that make the same mistakes they do, and stronger models' mistakes converge. One vendor writes, another reviews, you read the diff.
PHP2Shell, Node2Shell, LiteLLM, and Shai-Hulud expose gaps in software trust. Apply five SIP controls to reduce exposure and contain damage.
Your agent system does not learn. It just runs. Most multi-agent systems I see have the...
Six months of daily use, packaged: a shared second brain, agents in sync, search three ways, no fake done, custom skills, your vault on your phone, and two agents on one task.