AI reading our manuals: from scary to scary good
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Joined: May 2026
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From: Pacific
AI reading our manuals: from scary to scary good
A few months back, asking AI a technical aviation question was a gamble. Answers cooked from random internet pages, confidently wrong — the dangerous kind of wrong. Like most of us, I stayed away.
Things have moved fast. Plug an AI directly into the actual manuals — manufacturer docs, company manuals, local or cloud — and it's a different game.
Spot-on answers, with the exact reference, faster than any of us could dig them out. You ask, you get the paragraph, you verify in 5 seconds.
Yet some still push back. "Safety concerns", observation periods that keep getting extended... I sometimes wonder what's really being observed.
Question for the group: has anyone tried feeding AI from XML manual sources instead of PDF? PDF was a transition format and I'm glad something is finally forcing it out. The jump in accuracy with structured sources is impressive.
Curious who else is experimenting — and what your training/ops departments say about it.
Things have moved fast. Plug an AI directly into the actual manuals — manufacturer docs, company manuals, local or cloud — and it's a different game.
Spot-on answers, with the exact reference, faster than any of us could dig them out. You ask, you get the paragraph, you verify in 5 seconds.
Yet some still push back. "Safety concerns", observation periods that keep getting extended... I sometimes wonder what's really being observed.
Question for the group: has anyone tried feeding AI from XML manual sources instead of PDF? PDF was a transition format and I'm glad something is finally forcing it out. The jump in accuracy with structured sources is impressive.
Curious who else is experimenting — and what your training/ops departments say about it.
Thread Starter
Joined: May 2026
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From: Pacific
I agree that sometimes the journey matters. But in aviation, speed matters too. Getting the right information quickly is often part of the job.
For years we learned to navigate manuals through tables of contents, then through search engines. Not because it was the best way, but because it was the best tool available at the time.
The goal was never to become experts at finding information. The goal was to understand it and use it correctly.
AI doesn’t replace knowledge. It removes friction between the user and the manual. It can retrieve the right reference in seconds, clarify misunderstandings, summarize complex topics, generate diagrams that didn’t exist in the original documentation, and adapt explanations to different learning styles.
In that sense, AI is becoming a personalized interface between the manual and its user.
Less time searching. More time learning, understanding, and applying knowledge.
For years we learned to navigate manuals through tables of contents, then through search engines. Not because it was the best way, but because it was the best tool available at the time.
The goal was never to become experts at finding information. The goal was to understand it and use it correctly.
AI doesn’t replace knowledge. It removes friction between the user and the manual. It can retrieve the right reference in seconds, clarify misunderstandings, summarize complex topics, generate diagrams that didn’t exist in the original documentation, and adapt explanations to different learning styles.
In that sense, AI is becoming a personalized interface between the manual and its user.
Less time searching. More time learning, understanding, and applying knowledge.
Joined: Dec 2007
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From: N/A
I agree that sometimes the journey matters. But in aviation, speed matters too. Getting the right information quickly is often part of the job.
For years we learned to navigate manuals through tables of contents, then through search engines. Not because it was the best way, but because it was the best tool available at the time.
The goal was never to become experts at finding information. The goal was to understand it and use it correctly.
AI doesn’t replace knowledge. It removes friction between the user and the manual. It can retrieve the right reference in seconds, clarify misunderstandings, summarize complex topics, generate diagrams that didn’t exist in the original documentation, and adapt explanations to different learning styles.
In that sense, AI is becoming a personalized interface between the manual and its user.
Less time searching. More time learning, understanding, and applying knowledge.
For years we learned to navigate manuals through tables of contents, then through search engines. Not because it was the best way, but because it was the best tool available at the time.
The goal was never to become experts at finding information. The goal was to understand it and use it correctly.
AI doesn’t replace knowledge. It removes friction between the user and the manual. It can retrieve the right reference in seconds, clarify misunderstandings, summarize complex topics, generate diagrams that didn’t exist in the original documentation, and adapt explanations to different learning styles.
In that sense, AI is becoming a personalized interface between the manual and its user.
Less time searching. More time learning, understanding, and applying knowledge.
Thread Starter
Joined: May 2026
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From: Pacific
The ideas are 100% mine.
I was actually hoping to discuss the substance of the argument rather than the form in which it was written.
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From: Pacific
What I’m talking about is connecting AI directly to manuals and airline documentation. Relying on general web content and a generic AI is, as you say, often disappointing. The quality of the answers depends heavily on the quality of the source material.
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From: Beijing
When it comes to the relationship between AI and various industries, we must address one fundamental question first: Are we leveraging AI, or is AI leading us by the nose? > For an experienced professional with deep industry knowledge and solid critical thinking, AI acts as an amplifier, serving as a capable assistant. For industry newcomers, AI should never be trusted blindly; it must be approached with a sharp, critical eye and used strictly as a learning accelerator.
This is especially true in aviation. At the end of the day, AI cannot replace human judgment regarding ultimate flight safety. AI is never the decision-maker; it is merely a situational awareness tool for the actual decision-maker—the pilot. Ultimately, how well AI serves the cockpit depends entirely on the pilot’s own knowledge and experience."
This is especially true in aviation. At the end of the day, AI cannot replace human judgment regarding ultimate flight safety. AI is never the decision-maker; it is merely a situational awareness tool for the actual decision-maker—the pilot. Ultimately, how well AI serves the cockpit depends entirely on the pilot’s own knowledge and experience."
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From: Seat 1A
Originally Posted by Student88
You've literally written this response using AI - couldn't you come up with something yourself?
Originally Posted by MaxQ
The goal was never to become experts at finding information. The goal was to understand it and use it correctly.
AI doesn’t replace knowledge. It removes friction between the user and the manual. It can retrieve the right reference in seconds, clarify misunderstandings, summarize complex topics, generate diagrams that didn’t exist in the original documentation, and adapt explanations to different learning styles.
AI doesn’t replace knowledge. It removes friction between the user and the manual. It can retrieve the right reference in seconds, clarify misunderstandings, summarize complex topics, generate diagrams that didn’t exist in the original documentation, and adapt explanations to different learning styles.
Or... if the manuals are so bad that you need AI to find stuff, re-write the manuals.
"Generate diagrams that didn't exist in the original documentation". Seriously? A great way to operate an aircraft...
Of course I used AI to polish the wording. That’s no different from using a spell checker or grammar tool
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From: Pacific
Looks like the debate has shifted away from the actual topic: AI-polished text criticism is mostly rhetorical, you're not discussing my argument, you're discussing the fact that I'm using AI. Actually, I'd go further: in some industries today, not using AI at all is starting to be seen the same way as refusing to use search engines 20 years ago: you’re voluntarily giving up a productivity tool.
- “If your knowledge of manuals is so woeful that a PDF search can’t do it for you…” -> Nobody is arguing that pilots should stop learning systems or procedures. When PDF search replaced paper manuals, it didn’t mean pilots knew less. It meant they could find information faster. I’m not saying AI should replace knowledge; I’m saying it can replace part of the searching.
- About diagrams, I meant educational material derived from approved documentation, nothing else.
- “If the manuals are so bad, rewrite them.” -> not realistic, that’s not the point. The content stays the same. AI simply helps present and explain it in a way that better matches how each individual learns and understands.
The topic here is using AI on aviation documentation, not another sterile “pro-AI vs anti-AI” debate.
AI isn’t a trend that’s going away. It’s a major shift in how people access, process and interact with information. It will reshape dramatically many professions, just a bit as search engines, smartphones and the internet did before. Aviation won’t be isolated from that evolution.
- “If your knowledge of manuals is so woeful that a PDF search can’t do it for you…” -> Nobody is arguing that pilots should stop learning systems or procedures. When PDF search replaced paper manuals, it didn’t mean pilots knew less. It meant they could find information faster. I’m not saying AI should replace knowledge; I’m saying it can replace part of the searching.
- About diagrams, I meant educational material derived from approved documentation, nothing else.
- “If the manuals are so bad, rewrite them.” -> not realistic, that’s not the point. The content stays the same. AI simply helps present and explain it in a way that better matches how each individual learns and understands.
The topic here is using AI on aviation documentation, not another sterile “pro-AI vs anti-AI” debate.
AI isn’t a trend that’s going away. It’s a major shift in how people access, process and interact with information. It will reshape dramatically many professions, just a bit as search engines, smartphones and the internet did before. Aviation won’t be isolated from that evolution.
Joined: Feb 2006
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From: Europe
AI isn’t a trend that’s going away. It’s a major shift in how people access, process and interact with information. It will reshape dramatically many professions, just a bit as search engines, smartphones and the internet did before. Aviation won’t be isolated from that evolution.
I fully support Capn Bloggs' comments above.
I would add that if you are not able to make the difference between AI and a grammar tool/spellchecker or between AI and a search tool in a pdf manual, you have a major problem!
.
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From: Pacific
Thanks for adding your valuable perpective to the thread. Explain that to Apple, which has recently merged writing assistance, grammar correction, spelling and AI-powered text tools into a single integrated feature set in iOS 27.
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From: Seat 1A
Originally Posted by maxQ.
Apple, which has recently merged writing assistance, grammar correction, spelling and AI-powered text tools into a single integrated feature set in iOS 27.
https://www.abc.net.au/news/2026-06-...r-ai/106756502
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From: Wiltshire
When I was young, I had friend who was at medical school. In her flat was her bookcase, perhaps 4ft by 5. She explained that she had to learn, completely, the contents of the top two rows, and have a detailed working knowledge of the content of the books on all the others. There were many other texts in the medical school library of which she had to have knowledge. I used to talk about this with pilots who displayed poor technical knowledge. I’d struggle to fill one four-foot shelf with important written knowledge for a professional pilot, and we ask them for detailed knowledge of books which would perhaps only take twelve inches of shelf space, and yet some couldn’t manage it.
My own bookcase is about the size of the med school one, from Stinson’s ‘The Design of the ‘Aeroplane’ to ‘Chickenhawk’, from the 737 FCTM to ‘Human Error-by Design’, and with a full set of Dekker and Reason, to cover my specialist subject matter. Not showing off, just highlighting that there is plenty of knowledge to have at your physical fingertips, on paper.
And someone perhaps wants an AI to find the right bit of the OMB? I simply cannot be other than deeply unimpressed by that. Our profession is in decline, in large part, because we’re helping it to be so.
My own bookcase is about the size of the med school one, from Stinson’s ‘The Design of the ‘Aeroplane’ to ‘Chickenhawk’, from the 737 FCTM to ‘Human Error-by Design’, and with a full set of Dekker and Reason, to cover my specialist subject matter. Not showing off, just highlighting that there is plenty of knowledge to have at your physical fingertips, on paper.
And someone perhaps wants an AI to find the right bit of the OMB? I simply cannot be other than deeply unimpressed by that. Our profession is in decline, in large part, because we’re helping it to be so.
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Joined: May 2026
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From: Pacific
If AI reduces time spent searching, pilots can spend more time understanding, questioning, and learning.
What I find most interesting is that nobody in the thread seems to be debating:
* accuracy,
* traceability,
* citations,
* revision control,
* XML vs PDF sources,
* integration with airline manuals.
Those were the technical questions in my original post.
What I find most interesting is that nobody in the thread seems to be debating:
* accuracy,
* traceability,
* citations,
* revision control,
* XML vs PDF sources,
* integration with airline manuals.
Those were the technical questions in my original post.
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From: GPS L INVALID
So, your only actual question so far was if anybody tried feeding XML documents into an LLM. No I have not, and by the way, you are most likely violating your company's policies if you upload your official documents into any kind of online system (outside distribution and all of that) 
That said, I'm with the others on this - if pilots are unable to find information by themselves, and instead have to resort to asking an intransparent AI for answers that may or may not be accurate, we're deeply in trouble.
That said, I'm with the others on this - if pilots are unable to find information by themselves, and instead have to resort to asking an intransparent AI for answers that may or may not be accurate, we're deeply in trouble.
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From: Wiltshire
Thread Starter
Joined: May 2026
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From: Pacific
You’d be amazed—after reading up a bit on the topic—to see what can be done with AI without uploading an entire library, or even by using a local LLM. Again, not to replace knowledge, but to speed up searching, studying and learning.
But reading what’s being written here, it seems I’ll soon be accused of sorcery, so I’d rather step back and apologize for bringing up the subject in the first place. The idea was not about being told off and lectured by people who seem to have spent more time criticizing AI than learning about it.
But reading what’s being written here, it seems I’ll soon be accused of sorcery, so I’d rather step back and apologize for bringing up the subject in the first place. The idea was not about being told off and lectured by people who seem to have spent more time criticizing AI than learning about it.
Joined: Jul 2023
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From: Wiltshire
AI is in its dangerous infancy. It does some exquisitely-defined things brilliantly well (I use some AI features in Adobe Lightroom very regularly and they have transformed my workflow). It does other things very badly indeed. It threatens, according to experts, a ‘non-zero probability of human extinction’, but no-one has quantified that. Senior military friends of mine (of various star ranks) are petrified at the deployment of autonomous AI-driven weapons.
And then some people are intoxicated by it, and trying to use it for totally inappropriate tasks. A pilot looking something up is not a lawyer seeking arcane case law on which to build an argument (and evidence is that if he tries to use AI, it likely will hallucinate garbage).
A professional pilot should not need more than a decent indexing system and perhaps a text search to find what’s needed. I think the gathered audience here believe you’ve got that wrong, and we dont like it, because it strikes at the essence of being an aviator.
And then some people are intoxicated by it, and trying to use it for totally inappropriate tasks. A pilot looking something up is not a lawyer seeking arcane case law on which to build an argument (and evidence is that if he tries to use AI, it likely will hallucinate garbage).
A professional pilot should not need more than a decent indexing system and perhaps a text search to find what’s needed. I think the gathered audience here believe you’ve got that wrong, and we dont like it, because it strikes at the essence of being an aviator.