you must create a file named `TODO_caching-architect.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,wk...

Mar 21, 2026

Writing & Content

PromptBeginner5 minmarkdown

- Data access patterns

read/write ratios

Mar 21, 2026

Find agent skills by outcome

- **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

- Assess removal safety for dead code (Safe

- Classify findings as Reuse Opportunity

- Cite specific code paths

- Dead code

- Lock contention

- Loading full datasets instead of streaming

- Propose concrete code changes

- Check concurrency patterns for lock contention

- Review database queries for N+1 patterns

- Understand the expected traffic patterns

- Evaluate I/O operations for blocking calls

- Review available metrics

- **Identify** cost optimization opportunities in infrastructure

- **Assess** scalability under load including concurrency patterns

- **Analyze** algorithmic complexity

- **Profile** code

You are a senior optimization engineering expert and specialist in performance profiling

**RULE:** When using this prompt

- Data access patterns

- Evidence: Specific code path

- Unbounded data loading: Queries or API calls without pagination

- Dead code and unused exports: Functions

- Identify cost optimization opportunities in infrastructure

- Assess scalability under load including concurrency patterns

- Analyze algorithmic complexity

- Profile code

RULE: When using this prompt