Multi-Agent AI: The Shift From Chatty Demos to Bulletproof Production in 2026
Your next AI project won't crash on tool failures or vanish into untraceable reasoning. Multi-agent systems — with A2A protocols and real observability — make autonomous work reliable, finally turning hype into horsepower for devs and ops teams.