R0020/2026-03-25/Q004/S01
WebSearch — Gap between prompt engineering theory and practice
Summary
| Field |
Value |
| Source/Database |
WebSearch |
| Query terms |
gap between prompt engineering theory practice real-world prompt development challenges |
| Filters |
None |
| Results returned |
10 |
| Results selected |
2 |
| Results rejected |
8 |
Selected Results
| Result |
Title |
URL |
Rationale |
| S01-R01 |
I Studied 1,500 Academic Papers on Prompt Engineering |
https://aakashgupta.medium.com/i-studied-1-500-academic-papers-on-prompt-engineering-heres-why-everything-you-know-is-wrong-391838b33468 |
Meta-analysis of academic vs popular prompt engineering advice |
| S01-R02 |
The Ultimate Guide to Prompt Engineering in 2026 |
https://www.lakera.ai/blog/prompt-engineering-guide |
Industry guide with theory-practice gap analysis |
Rejected Results
| Result |
Title |
URL |
Rationale |
| S01-R03 |
Prompt engineering: The process, uses, techniques |
https://www.leewayhertz.com/prompt-engineering/ |
General overview; no gap analysis |
| S01-R04 |
What Is Prompt Engineering - IBM |
https://www.ibm.com/think/topics/prompt-engineering |
General definition |
| S01-R05 |
104 - AESS Publications |
https://files.eric.ed.gov/fulltext/EJ1461939.pdf |
Academic PDF; unable to assess |
| S01-R06 |
Prompt Design and Engineering |
https://arxiv.org/html/2401.14423v4 |
Academic survey; covered by meta-analysis |
| S01-R07 |
Transforming Theory into Practice - Acacia Advisors |
https://chooseacacia.com/transforming-theory-into-practice-real-world-applications-of-prompt-engineering-in-business/ |
Consulting firm content; general |
| S01-R08 |
Prompt engineering as a new 21st century skill |
https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2024.1366434/full |
Education-focused; different scope |
| S01-R09 |
Prompt Engineering- Basics, Uses, Challenges |
https://upesonline.ac.in/blog/prompt-engineering-basics-uses-examples-application |
University blog; general |
| S01-R10 |
I Spent a Month Reading 1,500+ Research Papers |
https://aakashgupta.medium.com/i-spent-a-month-reading-1-500-research-papers-on-prompt-engineering-7236e7a80595 |
Duplicate/variant of S01-R01 |
Notes
The Aakash Gupta meta-analysis was the highest-value source, providing systematic comparison of academic evidence vs popular advice.