Features
Natural language protocol parsing and execution
Multi-instrument orchestration (liquid handlers, thermocyclers, plate readers)
Real-time protocol preview and step-by-step display
Automatic collision detection on deck
Volume and reagent checks before execution
Human-in-the-loop approval for critical steps
Audit trail and traceable run logs
Protocol compilation from methods documents (.docx)
Estimated time to completion and reagent tracking
Validation error listing (5 errors, 4 warnings)
Safety checks and signal monitoring
Protocol export to instrument format
Disambiguation confirmation for ambiguous commands
Temperature monitoring (e.g., hold at 4°C)
Reagent tracking (e.g., 6 reagents)
Autonomous strategic report generation (Sakana Marlin)
Multi-agent LLM orchestration matching frontier models (Fugu Ultra)
Recursive Self-Improvement (RSI) Lab for autonomous AI research
Conductor system for natural language agent orchestration
Japan-based data residency and export control compliance
Finance multi-agent proposal generation with SMBC Group
AI-powered information analysis with DEEP DIVE
CoffeeBench benchmark for LLM agents in multi-agent economic environments
Autonomous model orchestration avoiding export control risks
Research-stage speech-to-speech AI with KAME architecture
