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Migrating to the EU

https://rz01.org/eu-migration/
237•exitnode•2h ago•153 comments

POSSE – Publish on your Own Site, Syndicate Elsewhere

https://indieweb.org/POSSE
184•tosh•4h ago•46 comments

Attractive students no longer receive better results as classes moved online

https://www.sciencedirect.com/science/article/pii/S016517652200283X
41•jdthedisciple•1h ago•24 comments

GitHub appears to be struggling with measly three nines availability

https://www.theregister.com/2026/02/10/github_outages/
82•richtr•1h ago•24 comments

PC Gamer recommends RSS readers in a 37mb article that just keeps downloading

https://stuartbreckenridge.net/2026-03-19-pc-gamer-recommends-rss-readers-in-a-37mb-article/
664•JumpCrisscross•18h ago•313 comments

General Motors Is Assisting with the Restoration of a Rare EV1

https://evinfo.net/2026/03/general-motors-is-assisting-with-the-restoration-of-an-1996-ev1/
15•betacollector64•2d ago•2 comments

Walmart: ChatGPT checkout converted 3x worse than website

https://searchengineland.com/walmart-chatgpt-checkout-converted-worse-472071
140•speckx•3d ago•98 comments

Tin Can, a 'landline' for kids

https://www.businessinsider.com/tin-can-landline-kids-cellphone-cell-alternative-how-2025-9
177•tejohnso•2d ago•129 comments

The gold standard of optimization: A look under the hood of RollerCoaster Tycoon

https://larstofus.com/2026/03/22/the-gold-standard-of-optimization-a-look-under-the-hood-of-rolle...
419•mariuz•17h ago•120 comments

Can you get root with only a cigarette lighter? (2024)

https://www.da.vidbuchanan.co.uk/blog/dram-emfi.html
98•HeliumHydride•3d ago•18 comments

The future of version control

https://bramcohen.com/p/manyana
555•c17r•21h ago•307 comments

Reports of code's death are greatly exaggerated

https://stevekrouse.com/precision
436•stevekrouse•1d ago•327 comments

Show HN: The King Wen Permutation: [52, 10, 2]

https://gzw1987-bit.github.io/iching-math/
28•gezhengwen•4h ago•14 comments

Why I love NixOS

https://www.birkey.co/2026-03-22-why-i-love-nixos.html
340•birkey•19h ago•244 comments

The way CTRL-C in Postgres CLI cancels queries is incredibly hack-y

https://neon.com/blog/ctrl-c-in-psql-gives-me-the-heebie-jeebies
83•andrenotgiant•2d ago•16 comments

Jazz CRJ9 at New York on Mar 22nd 2026, collision with fire truck on runway

https://avherald.com/h?article=536bb98e
19•Shank•1h ago•7 comments

Project Nomad – Knowledge That Never Goes Offline

https://www.projectnomad.us
484•jensgk•1d ago•164 comments

Dataframe 1.0.0.0

https://discourse.haskell.org/t/ann-dataframe-1-0-0-0/13834
40•internet_points•3h ago•3 comments

Bombadil: Property-based testing for web UIs by Antithesis

https://github.com/antithesishq/bombadil
3•Klaster_1•4d ago•0 comments

Flash-MoE: Running a 397B Parameter Model on a Laptop

https://github.com/danveloper/flash-moe
364•mft_•1d ago•116 comments

You are not your job

https://jry.io/writing/you-are-not-your-job/
226•jryio•21h ago•258 comments

GoGoGrandparent (YC S16) is hiring Back end Engineers

https://www.ycombinator.com/companies/gogograndparent/jobs/2vbzAw8-backend-engineer
1•davidchl•8h ago

GrapheneOS will remain usable by anyone without requiring personal information

https://grapheneos.social/@GrapheneOS/116261301913660830
451•nothrowaways•15h ago•137 comments

What young workers are doing to AI-proof themselves

https://www.wsj.com/economy/jobs/ai-jobs-young-people-careers-14282284
159•wallflower•18h ago•252 comments

Ordered dithering with arbitrary or irregular colour palettes (2023)

https://matejlou.blog/2023/12/06/ordered-dithering-for-arbitrary-or-irregular-palettes/
54•surprisetalk•5d ago•8 comments

Five years of running a systems reading group at Microsoft

https://armaansood.com/posts/systems-reading-group/
175•Foe•19h ago•51 comments

Building an FPGA 3dfx Voodoo with Modern RTL Tools

https://noquiche.fyi/voodoo
205•fayalalebrun•23h ago•44 comments

MAUI Is Coming to Linux

https://avaloniaui.net/blog/maui-avalonia-preview-1
226•DeathArrow•20h ago•139 comments

More common mistakes to avoid when creating system architecture diagrams

https://www.ilograph.com/blog/posts/more-common-diagram-mistakes/
207•billyp-rva•1d ago•60 comments

LLMs predict my coffee

https://dynomight.net/coffee/
131•surprisetalk•4d ago•53 comments
Open in hackernews

I Built an AI Receptionist for a Luxury Mechanic Shop – Part 1

https://www.itsthatlady.dev/blog/building-an-ai-receptionist-for-my-brother/
31•mooreds•2h ago

Comments

dismalpedigree•1h ago
I admire what you have done, but for a luxury experience, I do not want to talk to an AI that just tells me what is already on the website. If I have gotten to the point where I am calling you, its because I couldn’t find an answer to my question on the website in the first place.
wartywhoa23•1h ago
Even at a barebones mechanic shop, I'd wave goodbye and go search one with humans at the reception.
NiloCK•1h ago
No idea what `luxury` is doing here, but if I get an LLM receptionist, that ain't it.

This isn't to disparage the project - I think this sort of usage will become very common and a decent standard that produces good consumer surplus in terms of reduced costs etc. Especially impressive is that it's a DIY family-first implementation that seems to be working. It's great hacker work.

But be warned it will erode - in general - the luxury previously associated with your brand, and also turn some customers away entirely.

epolanski•1h ago
> No idea what `luxury` is doing here, but if I get an LLM receptionist, that ain't it.

Bingo.

You can't get away with AI slop in a service oriented for wealthy customers.

The day my dealership starts answering me with AI they lose a customer 100%.

This solution screams "built by a tech bro with no idea about economics and marketing" which is the VC playbook into modernizing (and failing) businesses they don't understand.

short_sells_poo•1h ago
You are right, but this also isn't a luxury mechanic shop. A luxury mechanic shop would be a place that services and customizes Bentleys, RRs, vintage Ferraris and similar. And to your point, the clientele there will be extremely unimpressed if they are asked to speak with an AI. A place like that is as much about being pampered by staff as about the workmanship.

OP's brother is by all accounts running a successful boutique workshop, but the various luxury annotations were completely unnecessary and just detract from the actual project. If they do want to lean into the luxury segment, being cheap with AI receptionists is not the way to go. They need to hire actual staff who has experience with HNW individuals.

JasonADrury•1h ago
The blog post was written by AI. "luxury" is one of the adjectives AI likes to use a lot.
keiferski•1h ago
It means luxury car brands, not luxury service. This is right in the post.

I assume the Op, being a programmer and not a car mechanic, just assumed they mean the same thing.

The entire discussion here about how AI undercuts luxury brands has absolutely nothing to do with the actual post.

pschastain•1h ago
In America the normal term is "European", not "luxury".

It would be somewhat odd to specialize in both American and European luxury cars. It'd be significantly less odd to service a RR and a BMW 3er next to each other.

keiferski•1h ago
The actual company’s website says European, not luxury. My guess is that the OP wasn’t familiar with this distinction and just figured luxury means the same thing (the car shop is his brother’s as per the link.)
pschastain•1h ago
I strongly suspect the use of "luxury" here has more to do with the text being written by an AI than OP being confused.
NiloCK•37m ago
Admittedly I missed this distinction, but does the point still stand?

A BMW owner has fussier standards (on average) than a Toyota owner. The 'higher touch' a service you're trying to provide, the less welcome these interventions will be. If there's a distinction between a normal-car garage and a luxury-car garage, this probably comes down to some sort of licensing or certification from those luxury brands. Seems plausible to me that luxury brand X could stipulate things like availability of human contact points.

Re: not being a car mechanic, it's true, but I'll have you know that I replaced my own blower motor a few months ago :)

keiferski•23m ago
This isn’t accurate. Lots of types of people own older used European/luxury cars, it’s not just a rich people thing. Used BMWs especially aren’t that expensive compared to new cars.

This garage is for those older cars and has no connection to the actual manufacturers, so there is no licensing required.

NiloCK•7m ago
Appreciate the distinction. Probably 'the thing' I'm referring to applies more directly to dealership mechanics.
laurentiurad•1h ago
clanker != luxury, quite the opposite
pbmonster•1h ago
Is RAG even necessary here? Minimal information like a couple of price list with job times and opening hours should easily fit into any context window, right? It's not like he's dumping entire service manuals into the vector database here...
simianwords•1h ago
Completely agree. I think the whole thing can fit in context.
yuppiepuppie•1h ago
I understand the other comments in this post, I too would be allergic to this sort of experience - luxury or not.

However, does the regular "joe/jane" feel the same way? I imagine my mom or dad would most likely not notice or care if they did.

sarchertech•1h ago
If it’s anything like talking to ChatGPT via voice they’d definitely notice. And if it has anything like the failure modes it does, the OP’s brother is going to eat into a lot of the cost savings he’d get (vs using a human receptionist or even an outsourced receptionist) dealing with fires like the AI said my car would absolutely be done today.
aricooperdavis•1h ago
"No hallucinations allowed" :')
mamonster•1h ago
>and he’s losing thousands of dollars per month because he misses hundreds of calls per week. He’s under the hood all day. The phone rings, he can’t answer, the customer hangs up and calls someone else. That’s a lost job — sometimes a $450 brake service, sometimes a $2,000 engine repair — just gone because no one picked up.

How much does it cost to have an outsourced receptionist? Even if it is 500 a month if we are really talking about thousands of dollars per month lost your ROI is still crazy.

maccard•1h ago
I have a friend who runs a trade with an outsourced reception - they employ 3 full time people and the reception is about £150/mo for 9-5 manning of calls. He does the scheduling in the evenings.

If we take OP’s post at face value, presumably his brother is already at 100% capacity otherwise he wouldn’t be missing all these calls.

truetraveller•1h ago
£150/mo for each? Do these receptionists actually answer? Has he "tested" them with test calls? Any recommended site to get this?
mamonster•1h ago
Well presumably 150 is what you pay to use the service, and they have like 100+ companies using it.

The model is exactly like Planet Fitness or similar gyms: It doesn't work if everyone visits at once, but you plan on most people using it once a week.

maccard•1h ago
Yeah exactly - I don’t know how many calls he gets but it’s less than an amount to employ a full time person, but more than enough that it’s worth having someone to pick up a phone he can stay on the job.
maccard•1h ago
No - £150/mo for the service. I asked him and he said they take the calls, write up notes and he handles the callbacks/etc himself.

I don’t know if he’s “tested”, but he said he’s happy enough with the service. We don’t always have to AB test every possible option - sometimes good enough is good enough.

tehwebguy•1h ago
Plus if he’s too slammed to answer the phone he’s too slammed to take on the missing work, most likely.
keiferski•1h ago
That’s not true at all, for any service profession. A barber that stops to answer the phone every two minutes isn’t cutting hair very efficiently.
robotswantdata•1h ago
Ignore the expected negativity, many here have not used the latest gen of voice agents in development. Even if used as a router , prefer that to waiting to get through
QuadmasterXLII•1h ago
brutal market for lemons: the last 100 times they heard robovoice on the phone they had a terrible experience, and any money you spend fixing this is wasted because the customer cant tell your robovoice is actually honest and capable of making commitments because they all sound perfectly confident and correct even the ones who know nothing and will promise anything
robotswantdata•1h ago
Sounds like the typical dealer experience minus the ai
netsharc•1h ago
I was agreeing with all the nay-saying comments, but yours made me see the idea as good. I guess the word "luxury" ruined it for OP.

But a speech-to-text and text-to-speech system that I know is "understanding" me would be great rather than waiting music. The shop could even sell it as "As a small shop, most of our employees are busy fixing cars, so we are using AI to help with calls" (Although then people who are anxious about AI stealing jobs might hang up). The robot can ask me what I need, and then say "So for [this service], the price would be..." (to tell the caller what it has understood).

If the AI can even look at gaps in the shop's schedule and set an appointment time, the customer might even be happy that they just spent a minute on the phone instead of 10+...

Eddy_Viscosity2•24m ago
I would rather just be sent to a regular old answering machine. Dealing with an AI is dehumanizing. In almost every single case where I actually need to call a place, its because I need to talk to them about something an automated system like booking an appointment, can't handle.
moritonal•1h ago
Honestly great work, but this is very much something where the results matter more than the product. It ends without a single comment about whether it worked in Production.
xtiansimon•1h ago
Great point.

How are they measuring the success rate? It seems like a project like this is a great time to dive into the problem and define the parameters of success. If only to inform how you design the ai’s presentation of the shop. Ie. how quickly does it get customer’s profile and discover their issue.

Thinking about my experiences with mechanics shops—with the exception of dealerships and larger operations—if you’re talking to a principal, the conversation is brief. It’s possible customers will respond positively if the bot is effective for scheduling and if the price communicated by phone, and the final price are somehow aligned to expectations.

simianwords•1h ago
Why not gpt voice directly instead of elevenlabs for voice and sonnet for intelligence?
pschastain•1h ago
This is an LLM generated slop post.
komali2•1h ago
> Wired up Claude for response generation — The retrieved documents get passed as context to Anthropic Claude (claude-sonnet-4-6) along with a strict system prompt: answer only from the knowledge base, keep responses short and conversational, and if you don’t know — say so and offer to take a message. No hallucinations allowed.

Claude will hallucinate anyway, sometimes.

I don't think there's any way around this other than a cli or MCP that says "press the 'play prerecorded .WAV file button that says the brake repair service info and prices.'"

jorisboris•1h ago
At the moment I'm pretty inclined to hang up if I feel I'm wasting my time with a robot.

But maybe soon we will not even realise we speak to a robot, given the current speed of ai development.

I wonder how that will erode trust in calls. I moved from cold emailing and cold LinkedIn to cold calling because of the massive amounts of ai spam I have to compete with. But maybe cold calling will die soon as well if the robots emerge.

faronel•1h ago
The amount of negative comments here to someone building something is incredible.

I appreciated your post and have some takeaways around text formatting for TTS in my own projects. Thanks!

zdkaster•1h ago
Agreed. Typical HN.
Fizz43•1h ago
I assume people are pissed off because its building something that people already hate and its a fully AI generated post that is jarring to read.

Nothing pisses people off faster than calling up and getting put on the line with a robot. Like if we're thinking about this problem and how to solve it we can look at other examples like a website with a booking form,call the mechanics cell directly, hire a receptionist or worst case outsource the receptionist to a booking agency.

gregoriol•55m ago
The poster has built something that, while technically interesting, is profoundly annoying as a user and deserves to be backlashed to prevent more of this kind of stuff to be built
jbverschoor•1h ago
Everytime I read or hear "the brain", my brain instantly shuts off.
sarchertech•1h ago
I think we can solve this as a society by just making it clear that if you put an AI between you and your customers, you are absolutely bound by anything it offers them.
jofzar•51m ago
Not a single clip/recording of how this sounds?

Like CMON this is the bare minimum here.