Your AI agent can forge unbreakable crypto chains proving its origins. But without an email address, it hits a wall signing up for APIs. Here's the overlooked split.
Picture this: three AI coding agents clashing over auth.py, overwriting changes, breaking tests. One dev's fix? Bernstein, a non-LLM orchestrator that turns chaos into parallel precision.
Single AI agents crash and burn under real workloads. Gemma 4's multi-agent blueprint with supervisors might change that – if you dodge the usual pitfalls.
Everyone thought AI would just spit out code snippets. But one dev flipped the script: AI agents now form full software teams, building entire platforms autonomously.
Hit 30 agents in your LangGraph setup? Latency explodes, smarts flatline. QIS flips the script with peer-to-peer insight sharing that scales quadratically.