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Great write up.

This aligns with what I've experienced using openrouter.

Are there competitors that handle these same issues better?


Location: Toronto, Ontario, Canada

Remote: Yes

Willing to relocate: Yes

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Platform / SRE / Cloud Engineer with 7+ years of experience building, operating, and improving production infrastructure.

I’ve owned production platforms across AWS and GCP, working across Kubernetes/GKE, infrastructure-as-code, CI/CD, observability, networking, security, disaster recovery, migrations, and on-call.

Technologies: AWS, GCP, Kubernetes/GKE, Terraform, Pulumi, Docker, Go, Python, Jenkins, ArgoCD, Helm, Linux, PostgreSQL, and soo many more related tech that goes alongside this.

I’ve worked on problems spanning reliability, infrastructure automation, developer platforms, DevEx, cost optimization, production operations, capacity/scaling, migrations, and incident response. I enjoy the messy problems where there isn’t an obvious solution and where getting the system right requires understanding both the infrastructure and the people using it.

Outside of work, I’m building and operating my own SaaS (RoleReady.me) as a long-term side project. I’m also a heavy user of agentic AI tooling, which I’ve been using to significantly expand how quickly I can build, automate, investigate, and ship.

Looking for a strong Platform / SRE / Cloud / Infrastructure role where I can own systems end-to-end, work close to the engineering organization, and tackle difficult production problems. Open to both IC and high-ownership platform engineering roles, including opportunities outside Toronto.

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Website: manveerbhullar.com

GitHub: github.com/ManveerBhullar

Email: manveersb95@gmail.com

roleready.me


I love the audacity of writing "Hand built" at the bottom of every page of your clearly AI generated website

Thanks for opening my personal website and reading enough to even notice those words in the footer I guess. Im not sure what the call out is. AI bad or that my site looks BAD ? What specifically is the issue? the little squares in the corner of the blog post cards? Thats an AI-ism I guess but the rest of the site is built on my own code and most of the design and aesthetic choices predate coding agents so I guess your beef is with my aesthetic choices?

I could go back to my old design , but no one but me ever liked it.

https://web.archive.org/web/20240715015206/https://www.manve...


Its becoming impossible to track all the acquisitions.


for the non bikers, to help us understand, whats wrong with it?


This is an inherently inefficient design, where that inefficiency means increased 1) battery use and 2) tire wear.

From a cyclist’s perspective, this is fundamentally a stopgap product for “curious” customers dipping their toes into e-bikes. I don’t say that necessarily to criticize it. There’s a place for a product that someone can put on any old bike and see if they want to buy a more expensive long-term solution. But that doesn’t make it a product I’d recommend.

The tire wear problem is significant enough that there are heat resistant tires specifically for this type of drum application (designed for old-style indoor trainers, not for use on the road), because use on a drum will cause premature wear for normal road tires.


it's also likely mildly more dangerous than a standard ebike, as ebikes typically overprovision their brakes. A customer putting this on a standard bike (especially a disc brake bike) might have less stopping power than they want on an ebike.


I wouldn't worry about it in this application, because the added weight and power is so minimal. Also: many of the cheap ebikes ($1000-1500 range) have absolutely terrible, underprovisioned brakes.


only real worry I'd have is a scenario like

1. someone has a cheap disc brake bike for pleasure rides (mostly in the sun)

2. they get something like this for commuting or whatever

3. now they're on their disc brake bike most days (including when it rains), going faster than they're used to

it's not the end of the world, but it also doesn't seem great


The requirement for better brakes is more a myth. Yes an e-bike is heavier but the rider + bike pair is not significantly heavier so e-bikes don't really need better brakes as most of them aren't going significantly faster than regular "muscular bikes", especially the legal ones that have an assistance speed limit. Rider weight makes a much bigger difference yet bike brands don't insist on speccing more powerful brakes on bigger riders.


I think this is basically correct, although ebikes shift the distribution rightward -- the average rider+bike system is marginally heavier, average speeds are marginally higher -- at the margin, someone is going to be unable to brake to prevent a collision they would otherwise be able to. But it's also true that heavier riders on manual bikes should often consider brake upgrades.


As an experienced mountain biker I’d love if the downvoters could engage with the comment. I agree with it. A proper legal e-bike, especially when clamped to 25 km/h or a similar limit, doesn’t really need that much stopping power than a comparable regular bike. Maybe the sum of all the factors (often less experienced riders, slightly more speed in some situations, slightly higher weight) warrants going to a bigger rotor diameter or a different brake pads compound, which is how it’s usually done. But it’s still nothing compared to speccing cargo bike brakes or tandem brakes, there you really have to account for the weight and go all the way to like 200mm rotors and four-pot calipers.


Why “especially a disc brake bike”? They’re the most reliable and resilient system so far, especially compared to rim brakes (V-brakes or cantilevers).


misspoke, meant rim brake bike


Destroys tires, very limited range/power due to poor power delivery from motor to tire. Parasitic drag when coasting or battery is dead.


Limited power delivery, horrible in the rain, prevents using fenders


Rain is an interesting thing, because the number of bikers in Tokyo goes down maybe by 60% or more the second it rains. I kinda avoid as well.


Nothing Tokyo specific about that, biking in the rain is dangerous and generally sucky. I have good all weather gear, but I still end up with wet shoes/socks and muddy spray up my back and legs (yes, I have a mudguard, but it's not 100% effective).


Would you need a fender with it there?


Yes, without a fender my rear wheel throws mud all over my back. This is not the right shape to serve as a mud shield


It’s directly above the wheel. I just use an ass saver and while that’s way inferior to your setup, it reduces the volume thrown up a lot.


They aren’t reliable or efficient.


I have yet to see a these models factor in widespread death, looting, rioting, hunger, etc that will happen long before we hit 100% unemploymenet


> I have yet to see a these models factor in widespread death, looting, rioting, hunger, etc that will happen long before we hit 100% unemploymenet

The industry has been using the wrong metrics. Progress towards AGI should be measured in bodies.


The little tool it outputted is nice, but click around the stages and the text is not high quality at all. The snippy titles, abbrievated explanations, I wish a few more iterations and thought was put into the actual main textual content. Especially for 'complex' stuff


Its been almost 15 years since George Lucas last owned Star Wars


I know. What I meant by owning was about the creator aspect of it, and I just cannot accept Disney as the creator.

Back when I was a kid, there were two toy stores near my grandma's house and they had such a competition. And people were always buying and there was sort of a hype between the two, you could either believe in this or that. And then once my mom asked one of them about something and they told us both stores were owned by one person...

And now you can think you are with or against the corporate Java and in the end you are under Oracle no matter what.


I swear ive read this exact same thread with the exact same truepsec cable mention with the exact same amazon link for recommendations.


Congrats to Can! I am using Herdr and i think its a great tool. A modern solo dev success story , very inspirational.

I see some negative comments here that I could understand why funding scares them when it comes to their open source tool but like.. atleast congratulate the guy.


Yeah I was using cmux but it was Mac only and now I run herdr on my wsl and tunnel in from Mac and it’s awesome that it just mirrors everything. I like it and congrats to the founder


This is the biggest case of AI psychosis I've ever seen tbh.

https://www.stellarium.ddns-ip.net/The.Stellarium.Book.pdf


What's the psychosis part?


Did you read any of it?

I did. The guy claims to be a divinely anointed ruler. It says that before age fourteen a voice told him he was chosen, and it calls him “God’s chosen prince of the Universe.” His 17 commandments on page 57 randomly name drop people stealing hundreds of thousands from him and commiting terrorism.

Look at the stellarium website https://www.stellarium.ddns-ip.net/library or at any of his other github repos. Read the manifesto or skim his book. Or his recent post about kidnapping and killing people you think are gangstalking you. https://substack.com/home/post/p-209942965

AI has made him 10x more productive at outputting this stuff.


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