Parallel AI Agent Swarm
8 AI agents in parallel | 3.3x speedup | Google Workspace
Chat bots produce text, not actual Google Docs, Sheets, or real artifacts.
Kimi K2.5 PARL method
Docs, Sheets, Slides, Gmail
Multi-VM knowledge graph
Send via Telegram
→Split into sub-tasks
→Execute simultaneously
→QA validates & merges
Facts, docs, analysis
⚡ FastReal-time web search
⚡ FastCode gen + auto-execute
⚡ FastContent, emails, reports
⚡ Ultra-fastStrategy + data exec
⚡ FastComplex reasoning
🔮 DeepImage generation
⚡ FastSafety filter on ALL
⚡ Ultra-fastDedicated VM per customer | Safety tiers | Zero marginal cost at scale
8 agents | 3.3x faster | Real artifacts | From $0