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669 karma · joined September 10, 2013

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triggercut··on Evidence-based conclusions about ADHD
If racing thoughts exist without medication too. I would look at CBT to help with that. They will probably also look at mindfulness and meditation exercises to give you tools to deal with it when it starts.

It depends on what the thoughts are as to what will work best, if they are beliefs or schemas about yourself, random ideas or memories. What they are could mean they have a different purpose.

I have them regardless of treatment, mostly ideas for things to research, or questions to answer or creative things, sometimes I just need to record them and know they are captured somewhere. Like a voice recorder. Because years of trying to remember things means when I have an idea, sometimes, I'll run it over and over and over again to make sure it doesn't get lost. Capturing it and putting it somewhere safe means I can let myself move on more easily.

I do have elevated blood pressure that is now slightly on the "hmmmm lets watch that" side, but I had very healthy blood pressure to begin with and can thankfully adequately manage it with some medication.

triggercut··on Evidence-based conclusions about ADHD
There is nothing to enjoy about having ADHD any more than you would "enjoy" having herpes.

I thought I was just depressed for 20 years and had a hard enough time trying to cover that up. I work in an industry that is built on trust through repeated execution and excellence - Management Consulting

It's thinking work. Any mental "impairment" could reasonably be classified as effecting that consistent repeatability with certainty.

Dysregulation of attention and emotion means your ability to execute is not always in your control, and sometimes you will take longer, or make mistakes, or sometimes you hit it right out of the park... but too far - you are seen as being inconsistent. Your ups and downs are much more frequent and often in severity than the general population (that's what makes it a disorder)

A lot of people partition you in the "too-hard" to deal with pile. They don't know what to do with you, how to use you effectively.

Covering up for this, masking, takes a huge amount of additional effort and drains you physically and mentally.

Yes my organization champions the importance of diversity, even neurodiversity because diverse teams work better and deliver better results. Yes I have access to some accommodations, but my work is project based, I get pulled onto things by others. If they subconsciously have a bias towards putting me on something because they are afraid of that inconsistency when the stakes are already high, then I'll likely be looked over. Not everyone, but many. You're a risk. A liability.

I have a friend. An incredible lawyer. Here undiagnosed ADHD and diagnosed depression meant she had to take some time off due to being completely burnt out. She disclosed it to her employer. She was pressured into signing an NDA before later being fired because the partner couldn't "trust" or "deal with" her not always being available. The NDA meant that she couldn't speak publicly about it or sue her former employer for wrongful dismissal. It ruined her career.

triggercut··on PDF processing and analysis with open-source tools (2021)
I've been looking for a tool that lets you markup pdf documents with bounding boxes around text and lets you add metadata (like a section number, paragraph number, page number) you can use for downstream processing and extracting the text from particular areas to process. Kind of like a reverse LaTeX Document Structure

The closest I've come in the past is manually setting xy coordinates to do crops in pdftotext which was pretty time consuming.

I'm sure it wouldn't be too difficult (famous last words) to use annotation objects with structure codes or some such but I'm surprised even after all these years that there isn't something that lets you do this more simply.

triggercut··on Kubernetes Hardening Guidance [pdf]
You may also find the US Government Accountability Office interesting.

They do a mix of various reviews and audits of government services and projects, and publish and targeted recommendations; But to form a basis for those reviews and audits they have a position on what "good" looks like and publish that as guidance.

[1] https://www.gao.gov/

triggercut··on Ask HN: How to find what I am really good at?
Sugar helps fuel a nervous system that is lacking energy from constant stress and overwhelm.

Chocolate will release serotonin but you need to binge quite a lot of it.

triggercut··on Ask HN: How to find what I am really good at?
We treat a broad spectrum of issues linked to the developmental delay of the central nervous system and underperformance of the prefrontal cortex with rigorously studied drugs with proven benefits to patients. Just checking, you have no problem with Methylphenidates, just the one that sounds like "meth" but actually isn't? Any powerful drug can be abused. It's up to professionals to prescribe accordingly. I guess this is another case of where the US medical system gives everyone else a bad name (just not those outside the US who have good medical systems and don't suffer from the same issues).

Trying to make the case that ADHD is not well studied is plain wrong. It is incredibly well studied. The assumption that we can't possibly understand it because "it's the brain" is just wrong, there is a huge amount we know about the brain. I don't know what you're getting at with this ECG business but we've been doing EEGs on people to diagnose epilepsy for 60+ years.

ADHD is already understood as a incredibly nuanced and complex set of issues, the fact that so many people continually reduce ADHD to just "attention" or "focus" shows how little is known or understood about it by people who want to draw some tenuous observational links to... what ends... I don't know? Why do you care? A tiny number of people who actually suffer ADHD would agree with anything you are saying, forgetting the just plain false statements and leaving the opinions they were trying to reverse some support for. ADHD is about dysregulation of emotion, impulse and yes, attention but much more than that, it's about how those fundamental differences effect every damn facet of your life in the most pernicious way and require you to spend more effort and energy to keep up, or fit in, or look normal or to remove you and protect you.

I can't talk to the American system (remember there's a whole world with decent healthcare out there) but just because one country has an issue with misdiagnosis and overprescription, doesn't change anything. What's your point. There are also plenty of non pharmacological interventions. Many that I can claim back through my national health care.

You're conflating to many associated but not actually linked issues and it's unsubstantiated rants like these that perpetuate the stigmatisation of those living with ADHD. You're not helping anyone.

triggercut··on Ask HN: How to find what I am really good at?
>long term effects of putting people on a close chemical cousin of methamphetamine indefinitely What is your basis for this "concern"? Sure it sounds bad, but there are plenty of chemical compounds with "off by one" differences that have completely different effects.... that's just... chemistry.

Just so you know, (depending on who you read) those with untreated ADHD may live, on average, 10 fewer years than the rest of the population. So if I had to chose between your concerns and 10 better quality years, I know what I'm picking.

> Medical professionals are just speculating at this point when they say it's some kind of neurological disorder rather than just part of the range of physiologically normal brain function.

Where are you getting this from? Any papers? If this is the consensus then I really must not have been paying attention (pun intended)

You seem to have a lot of "observational" experience in a specific setting, but little more knowledge or understanding than the tip of the iceberg "top-5 symptoms". ADHD is an incredibly complex developmental issue. Look at the issues with ADHD and gauging signals from the body, how those affect eating. Look at various issues with sensitivities sensory stimulation. Issues with inhibition and how they permeate behaviours. Reducing ADHD to "focus" is like reducing baseball to throwing a ball around.

Maybe look into some of Dr Russel Barkley's lectures. Some of them are a little dated but mostly accurate. https://www.youtube.com/watch?v=BzhbAK1pdPM&t

triggercut··on Ask HN: How to find what I am really good at?
> It sounds a lot like the now debunked chemical imbalance story for depression.

If you are referring to the recent Joanna Moncrieff cherry picked literature review that had a press moment, then do some checking to see what her peers said in response. Moncrieff has a well established bias against pharmaceuticals and this is confirmation-bias writ large and has damaged the layman's understanding of what's happening.

There are objective tests for ADHD. You can look at how the brain responds under MRI or ECG to show the depressed activity in the prefrontal cortex. It's not required for diagnosis but anyone who tries neurofeedback or checking/confirming dyspraxia maybe as it relates to other nervous system issues.

What most people don't realise is the way stimulants work in the ADHD brain compared to the non ADHD brain are different. Superlatives like "shockingly" really mischaracterize what's happening and perpetuate a dangerous myth. Mostly based on anecdotes of the short-term effects of high-doses on young neurotypical individuals under stress. It's not the same.

triggercut··on Ask HN: How to find what I am really good at?
There are. Heaps. And you try them all

Talk therapy is incredibly important. People with ADHD can often suffer from rejection dysphoria and depending on how long until they realise, or how self aware they are, they end up internalising a lot of negative opinions and shame about themselves that needs to be unwound. There are a lot of issues around the pain of "never fitting in" or being understood. Some of these are a result of behaviours that aren't the social norm and so they become marginalised. Others are where differences in processing and learning information are labeled as "stupid" at a young age, when the child probably has a similar IQ to their peers.

Neurofeedback can be used with good success to help "rewire" particular issues with emotion dysregulation for instance. It can be expensive and requires a lot of time to train the brain to a different mode of operation.

Coaching, specifically around time-management and task-management. A lot of people with ADHD suffer from time-blindness. Their perception and relationship with time can be.... complicated. Calendars, specifically having a rigid system for what goes on them, regularly reviewing them, keeping them and a large easy to read clock visible at all times etc can really help.

A good water bottle with a straw. No one really knows why but there are a lot of hypotheses. - One thing that never gets mentioned is the relationship between ADHD and food. Generally the nervous system does a pretty terrible job at letting an ADHD person know, when they are hungry, when they are thirsty, when they need the bathroom. Combined with time-blindness, maybe some stress induced hyper-focus because you're falling behind on whatever you need to do, ADHDers will suddenly realise they've missed lunch and binge eat simple food that doesn't require preparation. Preparing a meal would be akin to telling someone with a deadline to just go run a quick marathon first. It'll feel like one or the other, and in some cases, depending on energy levels it will be. - but back to the water bottle. Using the straw means you don't divert your gaze from what you are doing. Your brain doesn't have to judge how full it is and tilt the glass accordingly, if it's big you don't have to get up to refill it. Frictionless hydration.

triggercut··on Ask HN: How to find what I am really good at?
ADHD is a broad spectrum of developmental delay issues that present as different behaviours but can be observed in ECGs. There is no "cure". Anyone who says otherwise has no idea what they're talking about. There are only strategies for minimising the unwanted effects that cause disruption to your life.

The large portion of people taking stimulant ADHD medication to "study" are not by and large getting the same effect as those with ADHD get. For someone with ADHD the medication balances attention dysregulation, that is curbing hyper-focus, and attention "drift" while on a task. It doesn't temporarily turn you into some superhuman memoriser or Ernest Hemingway. It's not some magical potion buff. For those using it to stay awake to cram more low quality hours of memorisation in, they most likely have good memories to begin with, that's how they got there in the first place, it doesn't enhance their abilities.

The only advantage those with ADHD get is that they finally get to play on a level playing field. That's like saying those who wear glasses are at an unfair advantage in a "spot the difference" exam. Give me a break.

triggercut··on Ask HN: How to find what I am really good at?
Are these evidence backed observations? Is this evidence general for the world or specific to your locality?

I can tell you where I am it's only just being realised how _under-diagnosed_ it is for those with primarily internal presentation. Those who are diagnosed later in life have often survived due to above average intelligence and internalising debilitating coping mechanisms their entire lives that finally buckle under the strain of large, stressful life events in adulthood (children, divorce, financial stress, change to managerial work etc.)

To the second paragraph: Maybe in the US, and that's unfortunate but a lot of places in the world they are controlled drugs requiring a psychiatric diagnosis, sometimes with an EEG maybe a drug test.

Common stimulants like Adderall, Ritalin, dexamphetamines, work on the ADHD brain differently. Running out at normal prescribed doses in line with your condition won't result in "withdrawal" or malaise as a result of stopping. Any malaise is probably comorbid depression, which is common for those who have been undiagnosed. Often the ADHD is misdiagnosed as depression when the depression is merely the symptom.

I'm not sure what you are trying to get at in your final point but by this stage it's clear you have some deep biases with little to back-up your observations and are perpetuating the views that stigmatise ADHD sufferers.

triggercut··on Australia gov wants telco Optus to pay for new passports for data breach victims
Ideally, but I'm willing to trade... temporarily, only because it's not my primary, or even my personal inbox.

Why waste 100 hours of my own time, minimum, going through my hundreds of thousands of emails adhoc to find examples like receipts from 10 years ago from an obscure ecommerce site?

triggercut··on The Endless Doomscroller
I was expecting an endless stream of random DALL.E generations. Like instagram, but no one exists and the posts are made up.
triggercut··on Australia gov wants telco Optus to pay for new passports for data breach victims
For anyone interested in Data Erasure requests. I've been using the service Mine lately. It scans your mailbox to identify and prioritise businesses that you've dealt with who likely hold financial and other personally identifiable information on you.

You can then select the businesses you would like to forget about you and Mine will send pre-written emails on your behalf and monitor for replies.

The experience has been enlightening. This is what I've found after sending 50ish requests:

- A small number of businesses already have a process in place to deal with such requests and action immediately without further correspondence

- Others ask that you fill in a form (pdf or web) to start the process

- A large number won't get back to you for around a week or two and eventual responses appear to be written by a person

- A small number tell you the can delete some data but not all. e.g. Compare the Market. In the past I've used compare the market to purchase insurance products, that sale is linked to my personal details and so they can not delete. I'm not sure why this is the case. Maybe there are compliance reasons but it is a little worrying that these middle-men companies that live on commission either can't or won't erase my data.

The big one that's been mentioned in other HN threads on this is Car Rental companies. I made it a priority to deal with them first. They have all manner of sensitive information and their size, tenure and CX don't instill me with confidence.

[1] https://www.saymine.com/

triggercut··on Nord Stream: Tie-ins and hyperbaric welding
After working in O&G previously, some of the technology surrounding it still amazes me. Take the submersible hot-welding habitat probably used here, or one like it. We have found a way to (somewhat safely) put humans on the bottom of the ocean, in a box, around a metal pipe full of explosive gasses at pressure, for the purpose of shooting molten metal at, or cutting into that metal pipe.

What are we doing?

triggercut··on Nord Stream: Tie-ins and hyperbaric welding
A tiny population of workers who really make the most use of their 30k+ watches. But jokes aside, probably one of the deadliest jobs no one hears about. Having to live in cramped quarters with no way out for weeks on end. Reduced life expectancy. Incidents happen. People die, or end up severely incapacitated.
triggercut··on How to 3D-print one of the strongest stainless steels
On-demand high performance steel parts are a really exciting prospect and these results look impressive.

One of the difficulties in adoption I see is finding ways to assure the process and the materials that industry will trust and adopt.

Conventional procurement of exotic or high-performance/high-spec materials can typically include destructive and non-destructive testing to confirm properties at different stages in the supply chain. This is relatively straight forward if you are getting bar or plate stock. You take some bits off and test those separately knowing everything from the same mother-plate will perform the same.

In an additive process, I don't know what that looks like, or what would satisfy those who need it (usually insurance companies). Do you print an extra tab onto the part, or a seperate piece in the same print run? Or is it the consumables (i.e. the metal powder) that you QA, similar to how welding consumables are QAed. Maybe a combination? Either way, it could be a while before industry adopts a standard approach to this.

In a similar but different vein, Modumetal use nanolamination to get the structures they need. I've always wondered why they don't try to match to current steel specs, maybe they can't, maybe it's not a business model that would work for them. https://www.modumetal.com/

triggercut··on 9M Australians affected by Optus data breach
Because of this I finally decided to complain to my (Australian) bank about their max 6 character (alphanumeric) no symbol password policy... And lack of MFA for personal accounts... And continuing to only offer OTP via SMS to authorise transactions.

Well, I tried to complain... for you see after going through multiple pages/steps in the UI, when it came time to review and submit, after you press submit you are told that they can't receive complaints online at this time.

So I wrote in the web feedback form instead. At least that went through. As will, I hope, my screenshots of the process to the ombudsman.

In nearly all these microservice components, the UI has an outdated copyright year in the footer. 2016 in the feedback app, 2017 in a preference update component. The year sits right underneath a lock symbol and some text telling you how secure they are.

This tells me a number of things. Either no one has smoke-tested that component for 6 years, or picked up that the year was off, or it has been picked up and left in backlog because of other priorities leaving me to ask what else could be in the aged backlog, but really telling me they don't have the resources to do or to take software or UX seriously.

triggercut··on UX Testing for Public Infrastructure
An unfortunate reality is that wayfinding is usually a late stage item of scope. The norm is that budget attributed to those types of items has been progressively raided over the course of the project to cover for deficiencies and lack of allowances in others - certainly not good practice, but extremely common.

The flawed negotiation is that you "push it to opex", which, as we know, especially in the US, means it is unlikely to happen. So what originally might have been designed is scaled back. But yes, as with this example, there are cases where only minor tuning is needed once something is in place that is hard to simulate before hand (e.g. the audibility of PA announcements).

triggercut··on UX Testing for Public Infrastructure
tldr: I ended up on a rant that probably doesn't answer the question, sorry

You make an interesting point, that the lifespan of public infrastructure can often outlive the culture in which it was born. Adaptive reuse is an example of how we can retrofit our current values and understandings into what already exists, but that is a complex subject.

In some way, Architects and Engineers already do and have thought this way for a long time. At least good Architects do and others try. Design Thinking began partly from studying Architecture schools but the understanding was never fed back into them. I studied at three Architecture schools, all distinctly different in their culture and approach (albeit all in the same country) but one principle was the same; an underlying philosophy of empathetic design for (users). Designs that demonstrated understanding and amenity for those who would use them were always preferred over those showing only technical or creative novelty for their own sake.

I can't say that automatically translates into the overall practice of industry, of course there are competing economic and personal demands for our time, however it's the basis in which most were taught. Architects I've spoken to (read anecdotally) about Design Thinking tend to baulk at the idea that their process can be distilled into a rigid framework of processes, methods and tools. In fact that's a common mindset for those in creative work - it's the old human vs. machine thing, reproducibility, death of the artist, reaction from the industrial age still playing out, you see this in generative design for form finding, DALL-E-2 etc.). And unfortunately in most large public infrastructure projects, the Architect is long gone, or on their last few billable hours by the time handover and commissioning come for them to verify. Even then, any changes or rectifications could be a strain on the usually already tight schedule and exhausted budget.

Technical requirements are a core part of Architectural, Civil and Urban design, and use various regimes of testing that match the historic limitations of complexity and human capacity. You test that something can perform under a small set of defined conditions, usually set by regulators as a way of mitigating health and safety risks to the public based on a combination of shared common knowledge and historic lessons learned from disasters. That's the way it's done. Do we go back and continuously test, add new tests to the suite for an already constructed bridge when knowledge changes? no. If you discovered a previously unknown fatal flaw, what is your liability ethically, and how would our economic system impact? It's best not to look if you don't want to find anything that could ruin you.

And, what I've alluded to mostly so far is that what we have is a system that will generally favor creation of economic value over anything else when push comes to shove because that is the core of capitalism. Yes, outcomes are on a spectrum of the original example, to the numerous stupid things we see in our own locales every day. Higher quality (in this case in design) usually means higher cost. Why should we pay to possibly make people happier?

Promote the value of happiness.

triggercut··on UX Testing for Public Infrastructure
> What levers might we pull to get other projects to follow suit?

Show that it adds a net-benefit for the cost of investment from as early as possible. You need to embed it into the usual Business Case processes and overall investment frameworks, that are often set and used by government. Then you need to get those early expectations/requirements transferred through to each subsequent phase of the investment cycle and not left on a shelf, which is incredibly difficult given the lack of continuity between project teams. Then you need to make sure it's featured in the commercial agreements for commissioning, operations and maintenance. Oh, and have it defined in terms of benefit value (both monetary and nonmonetary) that is monitored and managed.

triggercut··on Ask HN: Do you still buy physical tech books like “Learn Rust” or “Learn Go”?
I think I'm slowly changing back to physical after years of digital.

When I was studying I was all about the physical copy, even as institutions and libraries were moving to digital first. But my preference was expensive and heavy.

For most of the past decade or more, I wouldn't have been able to tell you the last time I purchased a physical book. Thanks to various publishers offering one-off 50%+ discounts via email marketing spam, Humble Bundle, and subscriptions like Perlego (and Safari back in the day) I have a digital library that far exceeds my physical.

But I've found over the years, and probably always knew deep down, I really _hate_ reading on _any_ device, and read far less of that collection as a result.

It's really note taking and highlighting for me (multiple colours), and flipping pages.

I recently discovered that I'm dyslexic (at almost 40), so this all makes much more sense now. Reading on a device is either too stimulating (distracting) or not stimulating enough. My highlighting system I developed years ago is actually crucial to improving my comprehension and engagement, especially with technical texts. But as I got older I realised I could read twice as much on a screen without falling asleep at my desk then I could sitting with a physical text. Stimulants have helped reduce the mental exhaustion and stamina so I'm not asleep at my desk come 3pm.

At work, if I ever have to cold review long collections of technical texts, or need something similar as a primary reference, I make sure I get a bound printed copy asap.

Although, turns out, my addiction to purchasing books is also a coping mechanism for when I'm stressed and am trying to procrastinate...

triggercut··on Suspected counterfeit components found in ejection seat after fatal F-16 crash
Obligatory Preface: I've never worked on defence projects but...

The issue of initial quality and provenance of the chips aside, I don't understand how this wasn't picked during Functional Performance Testing (FAT) of the system before final acceptance.

For such a critical safety system you would expect that all tests were performed and that it was operating correctly within it's design parameters. You would expect whoever was responsible for procuring (either principal or contractor) would have witness points were a suitably qualified person from their side (or third party independent verifier) would witness and sign-off on the test being performed to spec, and the results were within expectations. This is why these processes exist.

NB: The test in this case might not even need the actual parachute, just testing that the circuit pulses at the right time in the right place, or that a solenoid activates.

Then again, maybe it did pass all these checks but the poor quality of the parts meant they degraded at an accelerated rate because they weren't designed to operate in those conditions. Who knows. As things get smaller and more abstract (digital v. analogue) it's much more difficult for us to rely or even expect traditional methods of "trust but verify" to satisfy our requirements. It's becoming more and more incumbent on the end-owner to know their asset as it becomes harder and harder to understand it.

triggercut··on Ask HN: How do I write a Linux driver for my 15 year old photo printer?
There was a really good article posted the other day here, and while focusing on windows, gives a lot of interesting tips for investigating the history of how the driver package was put together and who wrote the driver and using that to help.

https://news.ycombinator.com/item?id=32714806

triggercut··on Suspected counterfeit components found in ejection seat after fatal F-16 crash
More Internal (or external) audits in this case would have no impact. The organisation performing the tests was most likely performing their own internal audits, had that process certified and demonstrated that satisfactorily to certifiers and customers. The only way to counter the risk of a rogue operator trying to cover their tracks is to have a second run from another operator (the risk is then the organisation not the individual), or ideally, and more expensively, have another organisation perform the same tests and a third party confirm an absence of discrepancies.

I would prefer the latter as standard but audit is always a trade off between peace of mind and cost. You can demonstrate that a process is superior and mitigates known risks (however unlikely they are) but there will be those that despite operating under in "no failure" environment will ignore the low likelihood, high impact risks because their risk process puts it in the "green" and there are far more pressing things to spend attention and money on.

triggercut··on Suspected counterfeit components found in ejection seat after fatal F-16 crash
Thanks for sharing the first link. Having worked in subsea for a number of years and co-ordinating a lot of material testing QA/QC, I'm always on the lookout for such cases.

It blows my mind why she thought the testing requirements were "stupid". For those unfamiliar, subsea testing requirements set a high-bar (pun intended) because failure in operation is simply not an option. From my non-expert understanding, testing at such low temperatures is not just an order of magnitude factor thing for simulating the operating temperature of the environment, it actually helps put the material in a state to check for other things when under test (maybe increased pressure?). Steel intended for subsea use is not your everyday stuff, apart from it's role in distributing forces, corrosion resistance is designed into the alloy through other elements and the resulting structure (often normalised), to perform even after impact.

triggercut··on Converting a fisheye image into a panoramic, spherical or perspective projection
My goto, which has literally saved me weeks of banging my head against a wall, is:

Schneider, P.J., Eberly, D.H., 2003. Geometric tools for computer graphics, Morgan Kaufmann Publishers

indispensable

triggercut··on Converting a fisheye image into a panoramic, spherical or perspective projection
Paul was kind enough to meet with me a few times, probably over a decade ago now, when I was a lost student trying to work out what ideas were worth exploring (I guess I still am).

He showed me some photogramatery work he was working on, I was amazed at how smooth everything was running given the precision and having worked with highly detailed tins and pointclouds myself on that days high end hardware. I asked him what kernel/engine he was using. He casually said it was his own. Which (having done toy ray tracing in C and dabling in openGL) blew my mind but also made me realise it would be absolutely necessary in order to do this kind of work with the type of control he needed. Everything from the ground up.

One of the few academics/researchers I've met who is 100% legit.

triggercut··on Creating Shazam in Java (2010)
Around the time ML/AI was starting to take off again, (I want to say 2011/2012 ish) I was doing research into applying OCR methods to recognise engineering symbols on drawings (both hand-drawn as a graphical rep and CAD as a vector rep). OCR uses locally-sensitive-hashing techniques, where minute changes, like a couple of pixels difference here and there, in theory result in similar hashes. What you really need to do is look at your windowing and overlaps and tune those to get something that actually gives you localities that are useful.

This worked quite well for me. After running a "training-set" of sorts I created a small tool that ran over a quarter-million engineering drawings to get counts of each symbol from the set. (I'm going to hand-wave some implementation complexity here but essentially) If an exact match couldn't be found, the item being searched would show with thumbnails of it's nearest neighbours off to the side, you could select if it was essentially the same as one of those. (Sort of like "is this, this person" in Google Photos and the Apple equivalent)

The next step after this POC was to expand to discover symbols used most next to other symbols to use as contextual menu items in other CAD software to speed up drawing production, since a lot of time was spent placing a symbol, then stopping to text search the item you were placing next.

Unfortunately I was retrenched soon after and didn't get to progress. A couple of years later I took this a dimension further and was prepping for a PHD that would look at this for 3D-objects and models using naively generated voxel representations. Almost by accident I found group at/backed-by DARPA had a patent pending on a similar method. In retrospect I should have just gone all in on a photogrammetry based method since that kind of won out as a superior method - but it was still early days.

The moral of the story is that everything is pattern recognition and simple methods from before this last decade of ML/AI could do some cool stuff too.

triggercut··on I turned my iPad Pro into my main computer (2021)
Who else was expecting CGP Grey?
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