140 lines
3.2 KiB
Markdown
140 lines
3.2 KiB
Markdown
# Performance & Scalability Optimization
|
|
|
|
## Current Performance Bottlenecks
|
|
|
|
### 1. Sequential Agent Execution
|
|
**Problem**: Agents execute one-by-one, even when they could run in parallel
|
|
```yaml
|
|
# Current: Sequential (slow)
|
|
sequence:
|
|
- step: 1 (analyst) -> 2 (pm) -> 3 (ux) -> 4 (architect) -> 5 (developer)
|
|
|
|
# Optimized: Parallel where possible
|
|
execution_groups:
|
|
group_1: [analyst] # Must run first
|
|
group_2: [pm] # Depends on analyst
|
|
group_3: [ux_expert, architect] # Can run parallel after PM
|
|
group_4: [developer] # Depends on UX + architect
|
|
group_5: [qa] # Final validation
|
|
```
|
|
|
|
### 2. Context Loading Inefficiencies
|
|
**Problem**: Each agent loads all previous outputs, even irrelevant ones
|
|
```yaml
|
|
# Current: Load everything (inefficient)
|
|
context_loading: "all_previous_outputs"
|
|
|
|
# Optimized: Selective loading
|
|
context_loading:
|
|
analyst: [] # No dependencies
|
|
pm:
|
|
- analyst.project_brief
|
|
- analyst.structured_data.target_users
|
|
architect:
|
|
- pm.functional_requirements
|
|
- pm.non_functional_requirements
|
|
- analyst.technical_constraints
|
|
# Only load what's needed
|
|
```
|
|
|
|
### 3. Template Processing Overhead
|
|
**Problem**: Full template parsing for simple variable substitution
|
|
```yaml
|
|
# Optimized template caching
|
|
template_optimization:
|
|
pre_compile: true
|
|
cache_duration: "session"
|
|
variable_validation: "compile_time"
|
|
partial_templates: true # For repeated sections
|
|
```
|
|
|
|
## Scalability Improvements
|
|
|
|
### 1. Workflow Partitioning
|
|
```yaml
|
|
# For large projects, split workflows
|
|
workflow_partitioning:
|
|
triggers:
|
|
- feature_count > 20
|
|
- complexity_score > 8
|
|
- team_size > 5
|
|
|
|
strategy:
|
|
- split_by_domain: ["auth", "core_features", "reporting"]
|
|
- parallel_workflows: true
|
|
- cross_domain_validation: "integration_checkpoints"
|
|
```
|
|
|
|
### 2. Agent Pool Management
|
|
```yaml
|
|
# Support multiple concurrent projects
|
|
agent_pool:
|
|
max_concurrent_sessions: 10
|
|
agent_instances:
|
|
analyst: 3
|
|
pm: 3
|
|
architect: 2
|
|
developer: 4
|
|
qa: 2
|
|
ux_expert: 2
|
|
load_balancing: "round_robin"
|
|
```
|
|
|
|
### 3. Incremental Processing
|
|
```yaml
|
|
# Support iterative development
|
|
incremental_mode:
|
|
enabled: true
|
|
triggers:
|
|
- requirements_change
|
|
- feature_addition
|
|
- technical_pivot
|
|
|
|
strategy:
|
|
- identify_affected_agents
|
|
- preserve_unaffected_outputs
|
|
- partial_workflow_execution
|
|
- delta_updates_only
|
|
```
|
|
|
|
## Performance Metrics & Monitoring
|
|
|
|
### Key Performance Indicators
|
|
```yaml
|
|
performance_kpis:
|
|
workflow_execution_time:
|
|
target: "< 10 minutes for greenfield-ui"
|
|
target: "< 20 minutes for greenfield-fullstack"
|
|
|
|
agent_response_time:
|
|
target: "< 90 seconds per agent"
|
|
|
|
quality_score:
|
|
target: "> 8.0 average across all outputs"
|
|
|
|
retry_rate:
|
|
target: "< 10% of agent executions"
|
|
|
|
user_satisfaction:
|
|
target: "> 85% positive feedback"
|
|
```
|
|
|
|
### Monitoring System
|
|
```yaml
|
|
monitoring:
|
|
real_time_metrics:
|
|
- agent_execution_time
|
|
- context_size
|
|
- template_processing_time
|
|
- quality_scores
|
|
|
|
alerting:
|
|
- execution_time > threshold
|
|
- quality_score < minimum
|
|
- error_rate > 15%
|
|
|
|
optimization_recommendations:
|
|
- automatic_workflow_tuning
|
|
- agent_prompt_optimization
|
|
- template_simplification_suggestions
|
|
``` |