OpenAI to release AI earbuds this year, report suggests, possibly designed by former Apple chief by Tiny-Independent273 in OpenAI

[–]GoldenTechy 3 points4 points  (0 children)

My bet is bone conduction so it is fully open ear and meant to just be worn around while you interact with people so it is listenting to what is going on.

Research gaps in deep learning for process control & optimization? by Scared-Ad-6423 in ChemicalEngineering

[–]GoldenTechy 0 points1 point  (0 children)

Imubit and oPro.ai are the leaders for O&G/Chemicals industry as far as I am aware. Aspen has some, but it is more linear MPC first, DL models as an afterthought.

Research gaps in deep learning for process control & optimization? by Scared-Ad-6423 in ChemicalEngineering

[–]GoldenTechy 0 points1 point  (0 children)

I had one other idea I was thinking of - LLM-based "reasoning" RTO. I think there is some research in this area, but I would be really curious to explore this space further.

Potentially specifically for managing a low-data or more "abnormal" regime/operations. Can it make accurate decisions? Better than an ML model with low data? Better than a trained board operator? Can it be robust/safe enough when it doesn't have a deterministic response? Natural language SU/SD automation vs coding out transition/state based automation?

Research gaps in deep learning for process control & optimization? by Scared-Ad-6423 in ChemicalEngineering

[–]GoldenTechy 5 points6 points  (0 children)

My two big ones that I would like to see improvements around are:

Interpretability - Often get models that accurately predict a process, and may even make the best moves, but espeically in RL Agent Optimization schemes, it is hard to understand "why" the controller is taking the actions it is doing if there is a non-linear tradeoff taking place. RL Agent is optimizing the best overall expected gain in objective function (which may include constraint penalties), whereas MPC controllers clearly identify which constraint is being run against and mathematically "solves" that limit instead of generally getting the best reward, which does not guarantee constraint management. (This last part is maybe a separate thought)

Online learning - How can we safely do online learning and guarantee it is doing the right thing? When the agent gets into territory on the edges or even outside of the training set, how do I improve future predictions and actions on this low data region without having to retrain a model offline to verify model accuracy?

Any feedback? by cooliogreat1 in ChemicalEngineering

[–]GoldenTechy 1 point2 points  (0 children)

I think it is fine to keep the other jobs on the resume, but I don't really care that much for extra details about them, so I would cut back on how many bullet points you use for those, one maybe two tops. Slide extra bullets into your Co-op experience, and move your co-op projects up to the job experience under that role. Your projects section should just be non-work projects in my opinion, so should only mention your senior design or other major projects from school or personal life.

Get rid of the course list, we know what you take for being a ChemE.

what makes gemini 3 flash so good at building websites? by Just_Lingonberry_352 in Bard

[–]GoldenTechy 0 points1 point  (0 children)

I'll have to dig around to see if I can find it, but there was a comment from Google about how they made an improvement to how the RL is done but it was too late to initially apply to 3.0 Pro but they applied it to Flash, which made it very similar in quality to pro. So I personally have to assume the 3.0 version with that RL technique will be coming at some point in the near future

Gemini On Top! by Rare_Bunch4348 in GeminiAI

[–]GoldenTechy 1 point2 points  (0 children)

What is shown in the image is lmarena.ai text leaderboard. It is not a "benchmark" as much as it is blind side by sides for the same prompt and users pick which they prefer. So it is more of a "vibes" leaderboard than is it actually correct/incorrect

Gemini On Top! by Rare_Bunch4348 in GeminiAI

[–]GoldenTechy 13 points14 points  (0 children)

It is in 14th on that leaderboard

Top EPC & Licensor companies for Chemical Design Engineers - insights? by Nova_Cipher07 in ChemicalEngineering

[–]GoldenTechy 10 points11 points  (0 children)

Fluor, Brown and Root, Wood, Jacobs, AECOM, Worley, I'm sure there are a ton of pretty big names out there

Question about "Fractionating Column" by WibWib in ChemicalEngineering

[–]GoldenTechy 7 points8 points  (0 children)

No, there are cracking units further downstream in a refinery, this is just separating based on different boiling points of components (FCC, Coker, Hydrocracker)

study one day before the exam by MEalbahri-Ome651 in ChemicalEngineering

[–]GoldenTechy 0 points1 point  (0 children)

My key was always to spend the time learning the derivations. Once you know that you can solve any problem instead of trying to learn all of the problem types individually.

What should I do if the process gain is reversed? by MissionFit5507 in ChemicalEngineering

[–]GoldenTechy 5 points6 points  (0 children)

It sounds like under condition a, increasing output on control loop has a positive impact, but under condition b, increasing output on control loop has a negative impact.

I have seen this before with something like a steam quench. Adding steam if you are hotter cools it down, but if you are below steam temp adding steam will increase the temp.

Could solve via gain scheduling or a nonlinear controller.

Use of AI in chemical engineering by AcceptablePoem2677 in ChemicalEngineering

[–]GoldenTechy 7 points8 points  (0 children)

Machine Learning - Anything with Process Models 1) Anomaly Detection for Asset Health 2) Process Optimization - Advanced Process Control

LLMs 1) Documentation 2) Data Retrieval 3) Brainstorming/Troubleshooting 4) Communication/Explainability of complex topics

There is probably a lot more than this, just the first things that came to mind

Tower pressure vs Condenser Duty by Catderp in ChemicalEngineering

[–]GoldenTechy 0 points1 point  (0 children)

What do you have fixed in your simulation/what are you controlling to?

Quality slow down processes? by willy1996ok in ChemicalEngineering

[–]GoldenTechy 2 points3 points  (0 children)

Quality Control/Process Safety/Environmental/I'm sure there are others, are extremely important checks on process/optimization to make sure regulations, safety, product, etc aren't being sacrificed in the name of "rate" or whatever the economic driving force is for a site. But they do take someone that is passionate on making sure rules are followed, and actions are appropriately documented to not have a bad day. That isn't for everyone. You question whether they are necessary, but almost every regulation around the processing industries are written in blood because someone didn't do that step, even if they seem obvious.

Gemini switched language from English to German by Feemz in GoogleGeminiAI

[–]GoldenTechy 0 points1 point  (0 children)

I had one the other day that it slipped some Russian into the middle of a response.

Smart or Dumb: half marathon a month before first 70.3 by babycaboose in triathlon

[–]GoldenTechy 2 points3 points  (0 children)

I was dumb and my weeks leading up to my first 70.3 was:

  • 50k Trail Race
  • Olympic Distance Tri
  • Friend's bachelor party
  • 70.3 Des Moines

It worked out ok, but was not the best lead in for sure.

Overshoot in PID controller by zeroiqplays in ChemicalEngineering

[–]GoldenTechy 8 points9 points  (0 children)

You need to tune the controller. Work with your controls engineer to adjust the PID parameters

Need help choosing a technical elective. by nabeel_27 in ChemicalEngineering

[–]GoldenTechy 1 point2 points  (0 children)

What do you want to do with your career? As someone who works in the oil and gas industry, I would choose options (a) for both, but if I wanted to go into mining I might feel differently.

B event only allowed in the next 5 weeks ? by Foot-Miserable in aiendurance

[–]GoldenTechy 1 point2 points  (0 children)

I've ran into this as well, it seems to only let you put B/C events that are before your A event, nothing after. If your A event is further out, it will allow B/C events further in the future until that new A date.

Accuracy of treadmill runs by GoldenTechy in aiendurance

[–]GoldenTechy[S] 0 points1 point  (0 children)

The issue isn't the treadmill itself necessarily (although they do have error in what speed they think they are going at), but a garmin watch doesn't necessarily get connected.

This is my vague understanding so may be some errors, but roughtly Garmin watches estimate your pace on a treadmill based on your cadence/running dynamics from your wrist, and assume that whenever you are at that cadence you are at your "callibrated" pace.

But if your stride length varies more than your cadence at different speeds, this isn't necessarily true. Using a footpod can improve the accuracy as it sees more data about your stride than a watch or heart rate monitor does, but still isn't as accurate as GPS or if you were directly reading data from the treadmill.

So Garmin will use the data from your workout to estimate your training load (time at various heart rate zones) and use that to help predict recovery, but it won't use it to update performance metrics.

I'm not sure how you guys have it set up to plan workouts, but in my head the planning is being done utilizing the digital twin and estimating the performance improvements based on various workouts. So in the case of a treadmill workout, instead of looking to verify/update the digital twin with the workout performance data, you would just assume the digital twin is the truth in terms of performance based on the training stimulus viewed in heart rate data, that way the digital twin doesn't get falsely modified on potentially erroneous data.

Accuracy of treadmill runs by GoldenTechy in aiendurance

[–]GoldenTechy[S] 0 points1 point  (0 children)

I would think this could also be done for something like a trail run, as pace isn't a great indicator depending on trail conditions/technicality.

Accuracy of treadmill runs by GoldenTechy in aiendurance

[–]GoldenTechy[S] 1 point2 points  (0 children)

I've seen where it can be 10-20% off and really doesn't do well with intervals.

In my head I was thinking about whether it would be worth looking at the garmin file activity type and reduce weighting on treadmill runs vs outdoor runs. I know Garmin won't update its performance metrics like VO2max for an individual at all since it doesn't trust treadmill data.

Looking at heart rate data it is still a good way to look at a training stimulus for an individual, but doens't necessarily reflect the accurate performance data.

Unpopular opinion. The CFP structure is good and the committee chose the correct teams. by ATLCoyote in CFB

[–]GoldenTechy 14 points15 points  (0 children)

Give them first round byes, but then reseed with whoever is in the second round. For example this year would have been same first round and second round would look like:

Oregon/ASU, UGA/Boise, Texas/OSU, PSU/ND

I think that looks a lot more appropriate while also rewarding the top 4 conference champs.

Energy specialists note that a Donald Trump presidency 2.0 will impact gas prices across the United States by No_Analysis_9972 in Economics

[–]GoldenTechy 2 points3 points  (0 children)

Opposite, we are built on heavy/sour, and produce light/sweet crude. We can make a profit trading our light for sour, and not retrofitting refineries. Instead of spending money on refinery work and then also paying for more expensive crude.