[NO CODE] Prompt Engineering for data extraction

[github-cloudlabsuser-493]

Utilize generative AI to analyze the content of engineering documents, extracting key concepts, terms, and topics.

[github-cloudlabsuser-493]

Manager role Request: In a bulleted list of 10 points, identify the main topics and themes discussed

Response:

• Data-driven reliability analysis of Boeing 787 Dreamliner
• Introduction to Boeing and its commercial aircraft business
• Key design innovations in the Boeing 787 Dreamliner
• Reliability issues and grounding of the Boeing 787 Dreamliner
• Factors contributing to reliability issues, including manufacturing, supply chain, and organizational factors
• Recommendations and lessons learned for future complex systems development
• Chronology of events related to the Boeing 787 Dreamliner's reliability challenges
• Critical shortcomings in battery certification and safety problems associated with Li-ion battery fires
• Focus on product quality and culture at Boeing
• Reliability assessment and growth analysis of the Boeing 787 Dreamliner.

Request: in 100 words summarize the reliability issues and grounding of boeing 787

Response: The Boeing 787 Dreamliner, launched in 2011, faced reliability issues from the start, leading to its grounding in 2013. The main concern was related to the lithium-ion batteries used in the aircraft, which caused two fires and forced the worldwide fleet to be grounded. Despite significant engineering efforts, the root cause of the battery failure could not be identified initially. Boeing made changes to the battery components and introduced better insulation and a new containment system. The grounding also shed light on other issues, including problems with critical systems and product quality. This incident highlighted the need for improved reliability and safety in Boeing's aircraft development process. [doc1][doc2][doc3]

Engineer role Request: list 10 key words from the documents

Response: Here are 10 key words from the retrieved documents:

1. Dual Transformer Encoder (DTE)
2. Sentence similarity models
3. In-context learning
4. Sentence representation learning
5. Training, inference, and evaluation
6. Pretrained models
7. Finetuning
8. Prompt crafting
9. Data peculiar to airplanes
10. Boeing 787 Dreamliner

Request: list 5 safety considerations in bullet points

Response:

• Workers feeling empowered to make safe choices and confront unsafe procedures
• Engaged senior leadership and involvement at all levels of staff [doc5]
• Safety and checklists ingrained in organizational culture [doc5]
• Continued search for errors, monitoring error rates, and providing feedback to all staff [doc5]
• Committed peer champions stimulating discussions on safety [doc5]

Request: list 5 different topics covered in the documents

Response: The topics covered in the documents include:

1. Line Number Registry Number Serial Number Tabulation [doc1]
2. Introduction to the 737 Flight Crew Operations Manual [doc1]
3. Page Numbering and Identification in the FCOM [doc2]
4. Airplane Configuration and Effectivity [doc2]
5. Reliability Assessment and Challenges in Boeing's Practices [doc3]

Please note that these topics are based on the information extracted from the retrieved documents , [doc2], and [doc3].

Executive role: Request: list 10 key words from the documents

Response: Here are 10 key words from the retrieved documents:

1. Dual Transformer Encoder (DTE)
2. Sentence similarity models
3. In-context learning
4. Sentence representation learning
5. Finetuned transformers
6. Prompt crafting tasks
7. Finetuning the Model
8. Mean Time Between Unscheduled Removals (MTBUR)
9. Li-ion Batteries
10. Reliability growth

Request: list 5 safety considerations in bullet points

Response:

• Implementing checklists in high-hazard environments to enhance safety [doc4].
• Conducting thorough data analysis on operational factors that influence crew performance [doc4].
• Addressing distractions and complacency that can lead to checklist deviations .
• Ensuring the effective use of checklists in aviation to catch errors and equipment malfunctions [doc4].
• Promoting a culture of safety and increasing awareness of safety measures [doc4].

Request: list 5 different topics covered in the documents

Response: The topics covered in the documents include:

1. Line numbers, registry numbers, and serial numbers of aircraft .
2. Flight Crew Operations Manual for Boeing 737 airplanes [doc1][doc2].
3. Page numbering and identification in the Flight Crew Operations Manual [doc2].
4. Airplane configuration and effectivity in the Flight Crew Operations Manual [doc2].
5. Reliability assessment and challenges in Boeing's practices [doc3].