ACF Scale Implementation
Product line transformation with full OCRE integration and Judge agent deployment
Scale 10x Productivity Across Multiple Teams
Enterprise-wide agentic engineering transformation
You've proven agentic engineering works for one team. Now scale those 10x gains across product lines, business units, and the entire engineering organization. ACF Scale brings systematic transformation with measured results at every level.
The Scaling Challenge
Common Scaling Failures
- "It worked for Team A but failed for Team B"
- Knowledge silos between agent systems
- Inconsistent hallucination rates across teams
- Judge agent conflicts and contradictions
- Cultural resistance multiplies with scale
ACF Scale Success
- Proven playbook adapted for each team
- Unified knowledge graph across domains
- Consistent OCRE scoring enterprise-wide
- Hierarchical Judge agent governance
- Change champions in every team
Enterprise Scaling Framework
Multi-Team Agent Orchestration
Deploy specialized agent swarms for each team while maintaining central governance. Frontend agents speak React, backend agents speak Go, data agents speak SQL – all coordinated through unified orchestration.
Federated Knowledge Architecture
Build domain-specific knowledge graphs that interconnect. Each team owns their truth while sharing common ontologies. Prevent hallucination spread while enabling cross-team intelligence.
Hierarchical Judge System
Deploy team-level Judges with domain expertise under organization-wide governance Judges. Local autonomy with global consistency. 95% auto-ship rate maintained across all teams.
6-Month Scaling Journey
Foundation & Pilots
- Select 3-5 pilot teams
- Deploy team agent swarms
- Establish knowledge federation
- Train change champions
- Measure baseline metrics
Expansion & Integration
- Scale to 15-20 teams
- Connect knowledge graphs
- Deploy Judge hierarchy
- Integrate OCRE scoring
- 5x productivity verified
Full Deployment
- All teams transformed
- Self-sustaining system
- 10x gains normalized
- Innovation acceleration
- Competitive moat built
Proven Scale Results
Average productivity gain across all teams
Auto-ship rate maintained at scale
Reduction in cross-team friction
Complete Scale Package
Technical Implementation
- ✓ Multi-team agent orchestration platform
- ✓ Federated knowledge graph architecture
- ✓ Hierarchical Judge agent system
- ✓ Enterprise OCRE integration
- ✓ Cross-team collaboration tools
- ✓ Performance monitoring dashboards
- ✓ Security and compliance frameworks
Organizational Enablement
- ✓ Change champion training program
- ✓ Team-specific playbooks
- ✓ Executive stakeholder alignment
- ✓ Cultural transformation support
- ✓ Success metrics framework
- ✓ Ongoing optimization support
- ✓ Scale success guarantee
Ready to Get Started?
Transform your developers from debugging AI hallucinations to shipping at 10x velocity.