Aaryan Agrawal
52 posts

Aaryan Agrawal
@aboutaaryan
helping makers of robots and machines scale field support @far__hand | author & engineer from dartmouth
San Francisco Katılım Mart 2016
71 Takip Edilen55 Takipçiler
Aaryan Agrawal retweetledi

@aboutaaryan I was an integrator / OEM for ~7 years. Now (at least for the next couple days) I'm with an OEM start-up.
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If I could fund a single company that doesn’t exist right now it would be…
Machine Maintenance as a Service
$222B/year in the US is spent on machine maintenance or repair.
Features would include:
- quarterly PMs on machines
- full service history with access to service history of other exact machines
- predictive from sensors or cameras
- instant buy spare parts from online store
- operator training module
- access to AI chat bot (ik cringe) that knows your machine inside out
This would be an incredible bet as robotics scale and maintenance is inevitable.
I’d hire the oldest guys with the most amount of tribal knowledge.
Every single repair or process would be documented with data points and feed into our system correlated to a specific machine.
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Aaryan Agrawal retweetledi

Superset 2.0 is in open beta and it's a big rewrite. Why and what's different about this? I walked through a tour of the changes here:
0:00 - Introductions
1:53 - Why we rewrote Superset
4:00 - New file system
5:00 Automations
5:44 CLI
7:48 Thank you to early users!
tldr:
Superset 2.0 is in Open Beta! It's a full rewrite of the Superset app to enable Cloud and remote workspaces to work like realtime. This is the next step on the journey to enable developers to run 100s and even 1000s of coding agents in parallel.
Work on remote workspaces in real-time as if it was on your local machine. Also, new simplified UI, and a a sick CLI to let agents drive your Superset app. Mobile working internally, and more coming soon!
Kiet@FlyaKiet
@superset_sh 2.0 is now in open beta! For the past few weeks, we've been hitting physical limits on using Superset, my computer begins meltdown when running 20+ worktrees. Many of our users have 50+ (!!!) Since we're 3 ex-CTOs, the logical next step is to rewrite the whole app to enable cloud workspaces. And today that's available to the public 🎉
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@Nicolas_Keller @KyleVedder @Nicolas_Keller we are collecting on-site data at industrial sites. UMI and egocentric. Wanna do a small test where we collect data for a task and train to see quality?
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We are also doing it every day with some vanilla policies for data quality checks, since we want to understand the relationship between data and policy output/outcome as much as possible.
Are you even interested in that type of data, i.e. where the base policy is a vanilla flow-matching type policy instead of your own policy? We can do both.
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@mtamick @snowmaker What's your view on this machine maintenance as a service idea?
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@aboutaaryan @snowmaker Sheet metal fabrication for PACCAR. Lots of Komatsu presses, Amada lasers & brakes, and welders. I ran the maintenance department for a few years and then took over as plant manager at the powder coating sister plant down the road.
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If you want to reindustrialize America, this is an amazing list of ideas to work on.
Zane Hengsperger@zanehengsperger
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@samanfarid @IlirAliu_ how much break/fix maintenance do you need to do?
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@zanehengsperger i will come to detroit to meet with you this week if you give me 30 mins
@far__hand
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@mtamick @snowmaker about 2000 nationwide
robots, automation systems, and computerized machinery. except for very large/complex ones from each of these
what kind of mfg plant did you manage?
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@aboutaaryan @snowmaker How many techs are your running and what industry and/or machines are you focusing on?
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@daniipreneur @ProjectArklight lets talk. i am building an army of ai-enabled service engineers. could synergise
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@zanehengsperger @ProjectArklight - @zanehengsperger , I’m building exactly what you said, AI-enabled trade school. Doing it for two golden boys of reindustrialization ( 🏭+ ✈️ + 🔫)
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@zanehengsperger #1 on your list machine maintenance seems like one of the few applications where AR is additive. 6 shop floor techs supervised by 2 remote engineers. It kind of works this way now but it’s typically the senior tech standing on my loading dock on his cell coaching the others
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@BrennanWoodruff building @far__hand
Machine Maintenance as a Service
I was just at mHUB. would love to talk
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@zanehengsperger Alright, I’ll build an accelerator around this.
Who should we get involved from existing industry players?
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@m0rcutt we are building point 1. @far__hand
2000 service engineers nationwide + internal AI tools that act as a manager + senior technician
could I ask you a couple questions?
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These are great.
On point 1, makes a lot of sense. Ran several marketplaces and can see this working. Add an MCP to the stack and your AI shop manager now can keep track of maintenance and automatically schedule.
On point 6, I recently had a small shop (~10 people) do a $5k welding job for me. I had over 50+ emails/texts back and forth. Most of it was "where are we at on this?" and then confirming each detail as they did the work. I created drawings, docs, and thoroughly outlined this work like it was a software project. The shop owner was a great guy but the experience was terrible.
This extends into any "custom" work. I ordered custom cushions, laminate (from a big vendor), and other things and all were running their businesses like I had to manage them. The big vendors software was at least a few decades old and had no easy way to order online.
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@ayingerbrau88 @zanehengsperger i was a machinist. love that you're building this!
we have install and repair machinery like yours across the US. 2000 service engineers + internal AI tools that help you sell more machines without worrying about field personnel.
lets talk?
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Love this sentiment. We are a startup building Safer abrasive saws for cutting difficult to machine materials that can’t efficiently be cut any other way. We have reduced lead times from 20 weeks during COVID down to 13 weeks and we are working on shorter. Soon we will expand to adjacent machines like grinders and other necessary equipment to supply American aerospace foundries and beyond.
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@AcoineY we are building what zane described. could i ask you a couple questions abt ur experience at Siemens?
trying to democratize PLC
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@dawghater23 we are ex-roboticists working on service for all kinds of robots. chinese, taiwanese and japenese robotic OEMs have shown the most interest in the solution.
are you an integrator deploying new systems?
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I work in the "new business" side of this space. The lifecycle service & support side is much more saturated than you think. Just not popular on here or other social platforms.
I do know of some buddies from the larger "incumbents" in our space that are spinning up smaller companies to take LSS business from customers.
These guys are all multi decade tenured DUDES from top system integrators.
It's out there, but it's a quintessential good ole boy network, and you better know your stuff.
As the market is shifting towards more robotics and flexible automation, the demand for state-side support is also rapidly expanding. I talk to a lot of customers fed up with calling China.
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@pushkar_24 lets talk when you are here. sounds like we might need this
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This only works if you start with operators, not the sensors. Captured 40 yrs of failure intuition from one operator - now queryable on WhatsApp by the next shift. Breakdown prediction sits on top of that layer, not the other way around. Shipped in weeks at a wheel rim plant in India. US May 5–8 (MIT), then Ohio/Detroit/Texas/SF - Looking forward to meeting folks deep in plant ops.
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