🚀 The AI-era workflow revolution: parameters, variables, and random numbers
Do you know why some jobs can be automated, some require AI, and some still rely on the human brain?
The key is to understand these three levels:
🗂️ Parameters (Database)
Quantifiable and precisely defined
For example: Price < 2000 million, 3 bedrooms and 2 living rooms, less than 40 square meters
Solution: Traditional process automation (RPA/Workflow) ✓ Let the system automatically filter
🧠 Variables (vector Rag)
Requires understanding and judgment
For example: easy parking nearby, good lighting and ventilation, and expected value increase within 5 years
Solution: AI Agent intelligent judgment ✓ Let AI analyze and reason
🎲 Random (Brain + AI)
Unpredictable and highly dynamic
For example: sudden policy changes, personal intuitive preferences, market emergencies
Solution: Human-machine collaboration ✓ Let humans and AI work together
💡 True intelligence is not about replacing humans but about:
Use automation to process "parameters" → improve efficiency
Using AI to handle variables → Enhance judgment
Using human-machine collaboration to handle random numbers → flexibly adapt
Grassroots staff: Handle the "parameters" of fixed processes → For example: data entry, report generation, routine audits → Solution: Workflow automation to improve efficiency
Mid-level managers: Coordinate the "variables" of work communication → For example: demand assessment, resource allocation, cross-departmental coordination → Solution: AI agents assist in decision-making and enhance judgment
Senior executives: Responding to the "chaotic" nature of market changes → For example: strategic adjustments, crisis management, and innovative breakthroughs → Solution: AI + human-machine collaboration for flexible adaptation
Ultimately, we will move from automation to automatization.
VBMA Three-Stage Learning
