[HN Gopher] Revisiting the original Roomba and its simple archit...
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       Revisiting the original Roomba and its simple architecture
        
       Author : ripe
       Score  : 94 points
       Date   : 2026-01-03 04:53 UTC (2 days ago)
        
 (HTM) web link (robotsinplainenglish.com)
 (TXT) w3m dump (robotsinplainenglish.com)
        
       | ZiiS wrote:
       | The modern vSLAM robots with mops and swing brushes for edges may
       | seem ridiculously complex, but they do work well and a much
       | cheaper than the original Roombas. I think this more proved that
       | software is easier than hardware. (i.e. complex vSLAM is cheaper
       | than a bigger battery needed for less optimal routing)
        
         | drpixie wrote:
         | > software is easier than hardware
         | 
         | Software is certainly easier to replicate that hardware, 1M
         | copies cost almost exactly the same as 1 copy :)
        
         | lostlogin wrote:
         | Risking this turning into some sort of 'Wired Top 5', but what
         | is the go-to robot vacuum? My Roomba has become a hatefully
         | little chaos monkey. The house small and has wooden floors, so
         | it shouldn't be too tough.
        
           | JamesSwift wrote:
           | Just check out Vacuum Wars on YouTube to find the best based
           | on your own criteria
        
           | shawabawa3 wrote:
           | I'm a fan of the roborock S8 (now the S10 i guess)
           | 
           | It's a vacuum + mop combo which imo is way better for hard
           | floors
        
             | HPsquared wrote:
             | Does it choose based on the surface, or just let both run
             | all the time? (Mop on carpet doesn't sound ideal)
        
               | baby_souffle wrote:
               | They have an ultrasonic sensor to measure the type of
               | floor and will not pump water when carpet is detected
        
               | imp0cat wrote:
               | https://www.youtube.com/watch?v=Tz6U9QkXn5I Check this
               | for a short overview of the available robovac mop
               | technologies - modern roller mop equipped units have
               | ultrasonic carpet sensors and will actually cover the
               | entire mop to avoid getting carpets wet.
        
           | Nihilartikel wrote:
           | Seconding Roborock - we have a mid range one and it's
           | effective and a huge step up in smartness from my old
           | Samsung. I love being able to dispatch it to one or two
           | different rooms and walk away knowing that it will get the
           | job done.
           | 
           | As a bonus, there are open source drop in replacements for
           | the mfg's cloud service so you can self host your floor maps
           | and stats, if that's your jam. (this isn't roborock exclusive
           | though).
        
             | forbiddenlake wrote:
             | Can you link them?
             | 
             | It's not valetudo is it?
        
           | baby_souffle wrote:
           | Anything valetudo supports is a good choice. Roborock has a
           | semi official API that you can use to get ok levelers of
           | integration with home assistant but valetudo is the gold
           | standard.
        
         | qazxcvbnmlp wrote:
         | I think this was the missing piece from the article. The simple
         | behaviors enabled interest in a market, but at the end of the
         | day, the original Roomba didn't work well. It's cool to
         | romanticize the simple behaviors, but like they miss things.
        
       | fsh wrote:
       | iRobot refused to incorporate LIDAR scanners, instead relying on
       | some janky computer vision approach. Robots from Roborock and
       | friends know their position with cm-accuracy at all times,
       | whereas Roombas only have some vibe about which part of the
       | building they are in. This makes them much less efficient at
       | route planning and less reliable at adhering to exclusion zones.
        
         | ramon156 wrote:
         | Been meaning to try something like https://valetudo.cloud/ on
         | my iRobot but I haven't checked out how hard it is.
        
           | jasondjk wrote:
           | It's not exactly easy but it is do-able if you have a
           | compliant vacuum, order a pcb adapter and can boot a laptop
           | into a recent Debian os to flash the firmware. Be careful
           | what you say on the telegram group (I was banned for trying
           | to buy a pcb instead of solder one).
        
           | zero0529 wrote:
           | I wasn't aware that it was possible on iRobot machines
        
             | cuu508 wrote:
             | There are no iRobot models in the Valetudo supported robots
             | list.
        
           | Semaphor wrote:
           | I wish my Xiaomi X20+ was supported. I knew it wasn't when I
           | bought it, but the price/capability alignment made me go with
           | a dumb "smart" vacuum. There hasn't been an update in
           | supported robots in almost 2 years, so I'm still holding out
           | hope it will eventually be added when Dennis Giese gets bored
           | and starts looking into stuff again ;)
        
         | distances wrote:
         | Another upside of LIDAR is that it isn't a camera. The robot
         | sees a one-pixel 360 scan, which is quite enough for
         | navigation, but doesn't have the privacy implications that come
         | with an IoT camera device. I would not take a camera equipped
         | vacuum even for free, and I think I'm not the only one.
        
           | kolinko wrote:
           | Did you ever own a any robot vacuum?
           | 
           | Robots without cameras have an extremely difficult time
           | distinguishing obstacles like cables etc on the ground.
        
             | distances wrote:
             | Yes, I've had an early random pattern robovac and a newer
             | LIDAR equipped one. Both worked well enough, the LIDAR
             | device obviously much better though.
             | 
             | And yes, I keep the floors free of cables and clutter when
             | it's vacuuming time. That isn't a hassle
        
             | fullstop wrote:
             | I have one, and specifically got one without a camera
             | because I don't want that driving around my house. The
             | first time it went through I made sure to stow cables and
             | such, and I do a quick walk-through to make sure that none
             | of the cats have barfed and that there's no obvious
             | obstacles before I release the hypnodrone.
             | 
             | It still saves me time, which was the reason that I bought
             | it in the first place.
        
           | CorrectHorseBat wrote:
           | Sadly most new models have both camera and lidar. I can see
           | the use of a camera for avoiding things like cables and pet
           | poo, but I don't think it's worth is especially since all the
           | robots are controlled via the cloud
        
           | 1313ed01 wrote:
           | What could possibly go wrong?
           | 
           | https://www.technologyreview.com/2022/12/19/1065306/roomba-i.
           | ..
        
         | hypercube33 wrote:
         | Yeah this is really my perspective. They were king then refused
         | to reprice or innovate when the market changed and I went with
         | a Chinese brand that did mapping and mopping instead for less.
        
           | iamflimflam1 wrote:
           | I would reframe this as unable to rather than refused to.
           | 
           | It's incredibly difficult in a successful business to change
           | direction or even innovate.
           | 
           | There's a bunch of guys in the engine room throwing coal into
           | the furnace.
           | 
           | There might be one or two lookouts shouting - but they are
           | drowned out by the noise of the engines.
           | 
           | If you're lucky there's a guy in the wheelhouse desperately
           | spinning the wheel - but the connection between the wheel and
           | the rudder is broken.
        
         | pavlov wrote:
         | _> "iRobot refused to incorporate LIDAR scanners, instead
         | relying on some janky computer vision approach"_
         | 
         | Reminds me of this one car company that sold me something
         | called "FSD" that never worked. Hopefully they'll be bankrupt
         | soon too.
        
         | tokai wrote:
         | But that was also a feature. No highres 3d scan of your home
         | being phoned back to the producer.
        
           | 05 wrote:
           | > No highres 3d scan of your home being phoned back
           | 
           | You should look at a teardown of one of those sensors. It's a
           | 1D lidar (if you can even call it that, until recently all of
           | those were not ToF but more triangulation/reflection angle)
           | being spun, no high res scans of anything can be achieved
           | using that tech :)
        
         | imp0cat wrote:
         | That's not entirely true. Roombas nowadays do come equipped
         | with LIDAR. iRobot scrapped most of their in-house designs and
         | instead chose to use generic OEM parts to build modern robots
         | in 2025. And they are quite good.
        
           | fullstop wrote:
           | It's a little too late now, no?
           | 
           | I wonder if they fell into a sunk cost fallacy with their
           | camera-based approach.
        
             | imp0cat wrote:
             | Probably yes, but time will tell.
             | 
             | Right now, their chinese OEM bought them and seems to be
             | committed to keeping their robovacs alive.
             | 
             | It is my understanding that US availability of the top
             | models (such as 705 combo) may be limited, so here is a
             | german youtube channel that has a lot of reviews of their
             | newer units and compares them to the old ones (usually the
             | S9 or 980, as those are the best units when it comes to
             | vacuuming): https://www.youtube.com/@frickhelm/videos
        
               | fullstop wrote:
               | I'm guessing that the Chinese OEM bought them partially
               | for the name itself, but mostly for their patents.
        
         | systemtest wrote:
         | That would be a dealbreaker for me. I don't want a mobile
         | camera live-streaming the interior of my home to a Chinese or
         | American cloud service. LIDAR is the only acceptable option for
         | me. I'm OK with having a very rough 2D map of my home stored on
         | a server somewhere.
        
         | tguvot wrote:
         | i have roomba with camera. it has no problem enforcing
         | exclusion zone and does precise navigation decisions when it
         | needs to move around
        
         | jdlshore wrote:
         | I have a Roomba with a camera. It navigates very well,
         | including figuring out where it's at within seconds of being
         | manually moved to a new location on a different floor.
        
           | imp0cat wrote:
           | I too have a Roomba with a camera (the 980) and I am mostly
           | satisfied with it (after ten years I guess I got used to its
           | quirks).
           | 
           | I have also recently set-up the LIDAR-equipped 705 for my
           | parents and let me tell you, there is no comparison.
           | 
           | The navigation speed is greatly improved which means cleaning
           | tasks take a lot less time. Furthermore, it works in complete
           | darkness with no problems! The camera-equipped model just
           | bumps into stuff randomly and then gives up when it's too
           | dark.
        
       | itopaloglu83 wrote:
       | It's not related to the engineering side of things, but the
       | Roomba subreddit would ban people for mentioning anything
       | negative about the product, such a great way to keep your product
       | "successful".
        
         | GardenLetter27 wrote:
         | The entirety of Reddit is like that.
        
           | expedition32 wrote:
           | Daily reminder companies have social media teams.
        
             | RealityVoid wrote:
             | The entire internet is astroturfed and manipulated and full
             | of bots and influence campaigns. Here included. Really not
             | what I hoped it would turn into.
        
               | Forgeties79 wrote:
               | It happens here I'm sure but, and maybe this I naive of
               | me, I do not think we are seeing the organized, funded
               | efforts like they see on Reddit. It's usually someone
               | self promoting here in my experience. I'm sure it's
               | happened but idk, it just doesn't seem like seem as
               | coordinated and large scale. If it is well done y'all,
               | you're hiding well!
               | 
               | My experience with HN is people generally prefer to dog
               | pile onto whatever was mentioned, say it is the worst
               | option, then bicker with each other about all the
               | solutions being proposed. I say bicker, but those threads
               | can be great sources of info.
        
           | dec0dedab0de wrote:
           | i have never seen a subreddit about something that didn't
           | turn into mostly hating that thing.
        
             | itopaloglu83 wrote:
             | It's more like Roomba silenced their customers, disregarded
             | and disrespected their opinions, and now financially
             | bankrupt after said customers didn't buy their products.
        
               | ceejayoz wrote:
               | Both of these things happened.
        
               | HPsquared wrote:
               | Reddit sure is a lovely place.
        
             | psunavy03 wrote:
             | It either turns into hating that thing or a place where
             | mildly criticizing that thing gets you banned. Or a place
             | where telling someone they're full of it as tactfully as
             | you can still gets you banned or your post deleted for
             | "incivility."
             | 
             | Reddit is a weird place that is not real life.
        
             | adolph wrote:
             | i have never seen an HN thread about Reddit that didn't
             | turn into mostly hating Reddit.
             | 
             | Pretty much anywhere you go, people have a negativity bias
             | both in what they say and in what they recall seeing. A
             | great exception is Amazon reviews in which one must flip
             | filters.
        
           | Angostura wrote:
           | I see you haven't been to the Apple subreddits lately. Liquid
           | Glass was not well received
        
             | resumenext wrote:
             | I think by "like that" the person probably meant Reddit is
             | filled with petite tyrants who cannot tolerate other
             | people's viewpoints. It wouldn't surprise me if they call
             | people who like Liquid Glass fascists.
        
               | stronglikedan wrote:
               | that's a lot of words to say "reddit mod"
        
               | resumenext wrote:
               | I don't think it makes sense to blame mods, rather the
               | design and business model. HN has stiff moderation
               | (thanks Dan g), but doesn't suffer the same fate. Reddit
               | rewards hysterical posts and attracts hysterical people
               | and bans carry much more weight. HN isn't designed to
               | attract a huge user base, Reddit is.
        
       | pilingual wrote:
       | Roomba was originally written in Lisp.
       | 
       | In the pandemic I bought the cheapest one, and it worked very
       | well. It had a handle so I could pick it up, responsive buttons,
       | and intuitive tones.
       | 
       | A few years later I bought one that automatically suctioned
       | debris into a home base. That one had no handle, required reset
       | frequently, and had tones that made you guess which Japanese
       | train station it just arrived at.
       | 
       | Something went wrong at that company, and I don't think
       | competition is an excuse.
        
         | driscoll42 wrote:
         | When Roomba thought it was about to be acquired by Amazon, it
         | did lay off 10% of its staff -
         | https://www.therobotreport.com/irobot-laying-off-10-of-
         | staff.... and after the deal was canceled, it was disclosed
         | that they had reduced R&D and focused on margin improvements,
         | and there was some brain drain as people left Roomba as it was
         | in a 18 month limbo - https://www.verdict.co.uk/irobot-to-cut-
         | over-a-third-of-its-.... And of course all this self inflicted
         | pain only hurt them doubly as the Amazon deal fell through. If
         | they had acted as if they weren't going to be acquired they
         | might be fine, but they tried to maximize the shareholder
         | revenue.
        
           | HPsquared wrote:
           | Poor risk management!
        
           | rwmj wrote:
           | I wonder if Amazon did that deliberately.
           | 
           | Back in the day (about 2002) I was working at an education
           | software company which was trying to get itself acquired by
           | Microsoft. MSFT came in and told us our software didn't
           | conform to all these "standards" in the educational software
           | space. Standards which, coincidentally, Microsoft themselves
           | had written. These pseudo-standards did absolutely nothing to
           | help our customers, and were pure bureaucracy and very very
           | complicated to implement.
           | 
           | I'd recently read Charles Ferguson's book about how his
           | company was acquired by MSFT, and recognized this part of
           | their standard operating procedure, along with extreme and
           | invasive due diligence where they spend a lot of time working
           | out if you're stupid/pliable enough to jump through these
           | hoops while buying themselves time to work out if they can
           | clone your product. I tried to warn management (yes, really -
           | even bought them copies of the book) but naturally no one
           | would listen, and reading a book was too much like hard work.
           | At some point MSFT simply ceased returning management's
           | calls, and rolled out a similar product a while later.
           | 
           | The company imploded not long after, not for this reason in
           | particular, but it was part of a general pattern of
           | incompetence and mismanagement.
        
         | steveBK123 wrote:
         | Agreed, putting aside the low cost competition, failed Amazon
         | acquisition, etc.. the core product just literally got worse.
         | 
         | I had over a ~10 year period purchased 3 roombas. Generally I
         | purchased in the upper half of current product range at each
         | purchase time.
         | 
         | The most reliable, problem-free, longest lasting Roomba was the
         | first initially purchased one. Every new one with more
         | sensors/cameras/features worked worse. Cleaned worse, got stuck
         | more often, was less easily fixed when in a bad state, etc.
         | They got so bad I just stopped using them all together about a
         | year ago.
         | 
         | Every time I purchased a newer Dyson cordless by comparison,
         | the product seemed better than the last generation.
        
           | ghaff wrote:
           | I have to believe that cordless broom vacs have put a dent in
           | robovacs generally as well. When I looked at robovacs last, I
           | came to the conclusion that my house wasn't great for them
           | and that a broom vac I could just pull off the wall and run
           | in a couple heavily trafficked locations for a few minutes
           | was really just fine. The issue previously was that it was
           | sort of a pain to pull out my plug in canister vac--so I
           | mostly didn't. (I have a housekeeper every 3 to 4 weeks.)
        
             | horsawlarway wrote:
             | I tend to agree. I have a roomba, I like my roomba. But
             | it's old and I probably won't get another robot vacuum
             | because I have a cordless vac now.
             | 
             | Is it my best vacuum if I'm comparing vacuums on technical
             | specs? Hell no.
             | 
             | Is it my best vacuum if I'm comparing by time used?
             | Absolutely.
        
               | steveBK123 wrote:
               | I think also if you wfh then listening to the roomba go
               | in circles for two hours versus just quickly vacuuming
               | with a stick vacuum in fifteen minutes is a different
               | equation.
        
               | imp0cat wrote:
               | The newer models are much more quiet compared to the
               | older ones. In my case, the 980 vs 705 vac; the 980 can
               | at times sound like a jet plane taking off. :)
        
       | gugagore wrote:
       | https://en.wikipedia.org/wiki/Subsumption_architecture
        
         | cobbzilla wrote:
         | One of the stated disadvantages was "the difficulty of
         | designing adaptable action selection through highly distributed
         | system of inhibition and suppression"
         | 
         | I can't help but wonder how well a token-based AI could
         | iteratively tune (or develop) a subsumption-based AI.
        
       | alnwlsn wrote:
       | I was a young kid when these came out. I remember being in a
       | store that had one running around as a demo, bumping aimlessly
       | around under shelves and off shopper's feet. With amusement, I
       | watched it bump off a table leg, and rotate perfectly into
       | position to drive through the open front door, then slowly drive
       | forwards out of the store, never to be seen again.
       | 
       | Not long after that is when I started reading hardware hacking
       | stuff. The early Roombas were extremely hackable - each one had a
       | serial port connector under a cover and you could connect it to a
       | computer and drive them around. It was the pre-Raspberry Pi days;
       | I remember people attaching a router or the lightest netbook they
       | could find for some sort of wifi remote control.
       | 
       | I was too young to ever get to play with one, but I did get to
       | take a broken one apart once. Some highlights were the planetary
       | gearbox contained inside the wheel hubs, and a cam on the rear
       | caster which would trigger an optical limit switch once per
       | rotation so it could estimate distance traveled.
        
         | WorldMaker wrote:
         | That original half-black/half-white caster for very
         | simple/cheap optical limits was something of a known off-the-
         | shelf approach. You'd often use them in various Lego Robotics
         | environments a decade or two before the Roomba.
         | 
         | It's easy to agree with the article here that the off-the-shelf
         | simplicity of the early Roomba was a virtue. I appreciated that
         | sense that you could look at a lot of the parts and guess what
         | they were for or how the operated from the software side. That
         | caster was one of those for "oh, yeah, that's probably for
         | simple distance estimations".
        
       | quadrature wrote:
       | Slightly offtopic but i feel like someone around here might be
       | able to help. I've been learning how to do SLAM with LIDAR data
       | and I was curious what algorithms robot vacuums use. I'm
       | currently implementing a particle filter and will also try out
       | EKF.
        
         | martythemaniak wrote:
         | I've been playing around with SLAM using a depth camera, so I
         | can't really tell you about LIDAR specifically, but I'd suggest
         | doing some Deep Researches on the topic to get you a good lay
         | of the land. During my searches for example, I came across this
         | great compilation of visual SLAM projects:
         | https://github.com/VSLAM-LAB/VSLAM-LAB
         | 
         | Unless you're a massive operation, you're probably just using
         | an existing academic project, many of which handle a variety of
         | inputs (depth, 2D lidar, 3D lidar etc), ie RTABMAP (what I
         | started with), ORB-SLAM, nVidia Issac ROS SLAM (if you're on
         | Jetson) etc. AMCL is an old-school algorithm for localization
         | with 2D data - I tried it by taking a fake 2D scan from the
         | depth camera and it was pretty terrible, so currently I'm
         | trying to get visual-only SLAM working well enough for me
         | because I don't want to spend $1k on a decent 3D lidar.
        
           | quadrature wrote:
           | > but I'd suggest doing some Deep Researches on the topic to
           | get you a good lay of the land
           | 
           | thanks for the resources !. I've been trying to get a wide
           | view by looking at different algorithms, but I was curious
           | what was actually used in production systems especially for
           | consumer products.
           | 
           | RTABMAP and Cartographer came up in my searches, will
           | definitely give these a closer look to understand how they
           | work.
           | 
           | Right now im starting off with filter based approaches like
           | Particle filter and Kalman filter, but i'd also like to
           | understand how the graph based approaches work.
        
       | lightcrafter wrote:
       | Lead mechanical engineer of the original Roomba here. The article
       | is good on the behavior based algorithmic approach, but equal
       | weight should be given to both the clever sensor design, and the
       | extremely unusual 'passive feedback' cleaning head system the
       | team came up with.
       | 
       | The bump sensor, cliff detection, and wall detection were all
       | implemented with plain IR LED emitter/receiver pairs, and very
       | carefully shaped plastic enclosures so that the sensors provided
       | a binary signal (floor vs. cliff, wall present/absent, etc.) that
       | would hold up for the millions of cycles the machines racked up.
       | This 'filtering in the sensor' simplified the inputs to the 8 bit
       | 8051 microcontroller, and lowered the cost to a couple of cents
       | for each detector.
       | 
       | The cleaning head used the torque of the brush motor to actively
       | control the height of the cleaning head as the machine moved from
       | carpet to hard floors and back. That's the 'core trick' that let
       | the Roomba clean well on multiple surfaces with about 15 watts of
       | brush power. Details in the now-expired patent --
       | https://patents.google.com/patent/US6883201B2/en.
       | 
       | Dave Nugent came up with the original torque lift idea, and then
       | we worked it into the 'floating pulley' approach used in the
       | final design. It seems obvious now, but at the time this was a
       | radically different approach to mobile cleaning. Everyone else
       | (Electrolux, Karcher, etc.) tried to make a miniature vacuum, but
       | that burned too much power for a mobile system.
       | 
       | Joe Jones (project originator and team physicist) wrote a book
       | about the original team and our development process that I
       | recommend: https://dancingwithroomba.com/
       | 
       | Minor tech notes: Phil Mass did the original programming on the
       | first generation Roomba in C on the aforementioned Winbond 8051
       | microcontroller. I think it had 256 bytes (!!!) of RAM and 4K of
       | ROM.
       | 
       | The code was burned into the chip at its creation (no onboard
       | flash!) so it had to be right the first time. For the 2nd
       | generation system they ported the behavior code to the internal
       | LISP dialect in use at iRobot.
       | 
       | It was a wild ride. I'm both proud of what we did, and dismayed
       | (but not surprised) at what happened afterwards.
        
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