you must create a file named `TODO_optimization-auditor.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT...

Mar 21, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

- Evidence: Specific code path

pattern

Mar 21, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

Write all proposed optimization findings and any code snippets to `TODO_optimization-auditor.md` only. Do not create any other files. If specific files should be created or edited

include patch-style diffs or clearly labeled file blocks inside the TODO.

Mar 21, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

- Unbounded data loading: Queries or API calls without pagination

limits

Mar 21, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

- Dead code and unused exports: Functions

classes

Mar 21, 2026

Data

PromptBeginner5 minmarkdown

- Identify unnecessary copies of large data structures (pandas DataFrames

dicts)

Mar 21, 2026

Find agent skills by outcome

- Deploy Application Performance Monitoring (Datadog

- Use language-specific CPU and memory profilers (pprof for Go

- [ ] API response times meet SLA: <200ms (p95) for standard endpoints

- Use reproducible benchmarks with consistent hardware

- Correlate bottlenecks with specific code paths

- **API**: Payload size reduction

- **Frontend**: Code splitting

- **Techniques**: Dynamic programming

- **Data Structures**: Map vs Object for lookups

- Define performance budgets for critical paths (API response times

- Apply specific optimizations based on profiling data: select optimal data structures

- Analyze database query patterns for N+1 problems

- Record reproducible benchmark conditions (hardware

- Collect database query execution plans to identify slow operations

Follow this systematic approach to deliver measurable

- **Accelerate frontend rendering** via code splitting

- **Tune database query performance** by analyzing execution plans

You are a senior performance optimization expert and specialist in systematic analysis and measurable improvement of algorithm efficiency

**RULE:** When using this prompt

- **Evidence**: Specific code path

Write all proposed optimization findings and any code snippets to `TODO_optimization-auditor.md` only. Do not create any other files. If specific files should be created or edited

- **Unbounded data loading**: Queries or API calls without pagination

- **Dead code and unused exports**: Functions

- Identify unnecessary copies of large data structures (pandas DataFrames

- API: Payload size reduction

- Frontend: Code splitting

- Techniques: Dynamic programming

- Data Structures: Map vs Object for lookups

- Accelerate frontend rendering via code splitting

- Tune database query performance by analyzing execution plans

RULE: When using this prompt

- Evidence: Specific code path

- Unbounded data loading: Queries or API calls without pagination

- Dead code and unused exports: Functions