chore(ai): add comprehensive CLI configurations for all AI assistants

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
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Krypto Kajun
2025-09-14 10:09:55 -05:00
parent 2c4f663728
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# Improve Latency Performance
Improve latency performance for the following critical path: $ARGUMENTS
## Latency Optimization Strategy:
### 1. **Latency Analysis**
- Measure current end-to-end latency
- Identify latency components (network, computation, I/O)
- Analyze latency distribution and outliers
### 2. **Optimization Areas**
#### **Network Latency**
- Connection pooling for RPC calls
- Request batching and pipelining
- Caching frequently accessed data
- Asynchronous processing patterns
#### **Computational Latency**
- Algorithmic complexity reduction
- Lookup table implementation
- Parallel processing opportunities
- Precision vs. performance trade-offs
#### **I/O Latency**
- Buffering and streaming optimizations
- Disk I/O patterns
- Database query optimization
- File system caching
### 3. **MEV Bot Specific Optimizations**
#### **Critical Path Components**
- Transaction detection and parsing (< 10 microseconds target)
- Market analysis and arbitrage calculation
- Opportunity evaluation and ranking
- Execution decision making
## Implementation Guidelines:
- Measure latency at each component
- Focus on 95th and 99th percentile improvements
- Ensure deterministic performance characteristics
- Maintain accuracy while improving speed
## Deliverables:
- Latency benchmark results (before/after)
- Latency distribution analysis
- Optimization documentation
- Monitoring and alerting for latency regressions
- Performance vs. accuracy trade-off analysis