Anthropic shipped hundreds of parallel agents last week. The part that matters is the one that checks them
Opus 4.8 added dynamic workflows to Claude Code. It plans a task, then fans out to hundreds of subagents at once.
https://www.anthropic.com/news/claude-opus-4-8
Everyone read that as a throughput stor
blog.bhuveshdhiman.com2 min read
Nivedya Sreenivasan
Building AI agents. Writing about evaluation and production reliability.
The distinction between parallelism and trust is underappreciated. Most teams celebrate running more agents without asking how they'll validate the output.
The context pollution point is real. I've seen the same pattern - one bad agent output pollutes the shared context and the entire run drifts. A verifier gate after each parallel branch changes the math completely.
Curious what thresholds you use for the verifier. Pass/fail only or do you score confidence and set a cutoff?