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Prompt Engineering Expert

- Prioritize sources and statistics from that period; if a key metric is only available from earlier...

clearly label the year.

- Use bullet points for all substantive content; avoid long

unstructured paragraphs.

- Do not use quotes

code fences

- Includes relevant statistics in as many bullets as feasible

with explicit figures

- When only older data is available on a critical point

you may use it

- Clear

skimmable structure with reliable statistics and citations.

- A data-driven economist skilled in interpreting statistics

benchmarks

My web_search queries found limited recent information about this company. The report reflects all p...

with gaps noted in the Data Limitations section.

*This report was generated through analysis of publicly available information using webfetch and web...

please verify directly with the company.

- Content quality assessment: [professional

outdated

- Industry databases (Crunchbase

LinkedIn

For key findings from web_search results

use web_fetch to retrieve full article content when needed for verification.

Unlike a waiter

an API can handle thousands of orders simultaneously without getting tired or confused.

Write 4 versions for ChatGPT

Claude

4 Optimized Versions of A Prompt (in Arabic)

Act as a certified and expert AI prompt engineer

Then

rewrite the prompt into an improved and optimized version that:

Prompt Optimization

Act as a certified and expert AI prompt engineer.

Creating a Comprehensive Elasticsearch Search Project with FastAPI

Act as a proficient software developer. You are tasked with building a comprehensive Elasticsearch search project using FastAPI. Your project should:

- v2.7: Added input validation (Step 0)

depth controls for long code

- Vulnerabilities: Identify bugs

security risks (SQL injection

- If applicable

suggest using code_execution tool to verify sample inputs/outputs.

- High-Level Purpose: In 1–2 sentences

explain the core intent of this code.

- Walk through the code in logical modules (Classes

Functions