Micro-Council Engine: Enterprise Rigor at Ultra-Low Cost with 3-5 Expert Agent Rosters
Discover the Micro-Council Engine in Akiflow: operating a miniature 3-5 expert AI council via Mechanism by Shortfall for enterprise-grade quality at minimal token costs.
1. Mechanism by Shortfall: Optimal Agent Dispatching
Rather than spawning expensive swarms, Akiflow Engine dispatches subagent models strictly based on system bottleneck characteristics (Shortfall). This optimizes token consumption while keeping inference speeds high.
Decision Flowchart: Mechanism by Shortfall
ShortfallTác vụ cơ học, khối lượng quét lớn
flash) Kế thừa ngữ cảnh dở dang
inherit) Review mã nguồn khách quan
pro) Tranh luận đa chiều kiến trúc
2. Phase A/B Protocol & Activation Gate
Akiflow Engine separates Phase A (Plan & Debate with zero code execution) from Phase B (Isolated Execution). Tier 1/2 council opens only upon satisfying all 3 Activation Gate conditions.
Workflow Diagram: Phase A ➔ Gate ➔ Phase B
ProtocolArchitect + Experts debate solution, record atomic work items in checklist.md.
Isolated Implementers write code, ending with Un-forked Reviewer audit & merge.
3. Enterprise ROI & 3-5 Agent Expert Roster
The Micro-Council Engine proves that AI system power lies not in spawning huge swarms of agents, but in strict role isolation discipline and resource optimization.