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minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
2•tosh•3m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•8m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•12m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•14m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•15m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
3•okaywriting•21m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•24m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•25m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•25m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•26m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•27m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•27m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
3•pseudolus•27m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•32m ago•0 comments

SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

https://twitter.com/AlecStapp/status/2019932764515234159
2•bkls•32m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•33m ago•0 comments

I Built a Movie Recommendation Agent to Solve Movie Nights with My Wife

https://rokn.io/posts/building-movie-recommendation-agent
4•roknovosel•33m ago•0 comments

What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
2•beardyw•41m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•42m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
1•surprisetalk•44m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•44m ago•0 comments

Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
2•surprisetalk•44m ago•0 comments

Lawyer sets new standard for abuse of AI; judge tosses case

https://arstechnica.com/tech-policy/2026/02/randomly-quoting-ray-bradbury-did-not-save-lawyer-fro...
5•pseudolus•45m ago•0 comments

AI anxiety batters software execs, costing them combined $62B: report

https://nypost.com/2026/02/04/business/ai-anxiety-batters-software-execs-costing-them-62b-report/
1•1vuio0pswjnm7•45m ago•0 comments

Bogus Pipeline

https://en.wikipedia.org/wiki/Bogus_pipeline
1•doener•46m ago•0 comments

Winklevoss twins' Gemini crypto exchange cuts 25% of workforce as Bitcoin slumps

https://nypost.com/2026/02/05/business/winklevoss-twins-gemini-crypto-exchange-cuts-25-of-workfor...
2•1vuio0pswjnm7•46m ago•0 comments

How AI Is Reshaping Human Reasoning and the Rise of Cognitive Surrender

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646
3•obscurette•47m ago•0 comments

Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
2•jackhalford•48m ago•0 comments

Ask HN: What breaks in cross-border healthcare coordination?

1•abhay1633•48m ago•0 comments

Show HN: Simple – a bytecode VM and language stack I built with AI

https://github.com/JJLDonley/Simple
2•tangjiehao•51m ago•0 comments
Open in hackernews

I Let Claude Build My Home Network: Two ISPs Bonded, $312/Year Saved

https://jonathanclark.com/posts/bonded-internet-connection-ai.html
15•jclarkcom•2mo ago

Comments

jclarkcom•2mo ago
Bonding two ISPs was previously too complex for most home use until agentic AI. Claude can automate the entire WireGuard/OpenWRT/VPN setup, testing, and security hardening via SSH as an afternoon project. Total cost: $305 over 3 years vs $1,241 for commercial solutions. Downgrade your current ISP and add a second cheap one to get faster more reliable internet at home.
nickphx•2mo ago
yeaaaaaah .. something the llm didn't explain is how asymmetric bandwidth or latency between the connections will degrade performance... or how many services like streaming, banking, gaming will restrict, block, or otherwise treat the connection differently because the traffic now exits via a datacenter or VPN IP/ASN..
jfernandezr•2mo ago
Also the DigitalOcean deoplet includes 500GB per month, which for me is absolutely limited. Last month I consumed about 10TB.
jclarkcom•2mo ago
That's a very good point. I included a "Cost Comparison by Bandwidth Usage" section that shows the cost for Digital Ocean compared to a commercial bonded solution. At 10TB the monthly DO cost goes up to $84/month which is significant, but if you compare that with a commercial solution that gives you a bonded connection (Speedify) they would charge $120/m for 10TB.

If you used Oracle cloud, I think 10TB is still in their free tier so you'd be looking at ~$15/month.

jclarkcom•2mo ago
> or how many services like streaming, banking, gaming will restrict, block, or otherwise treat the connection differently because the traffic now exits via a datacenter or VPN IP/ASN.

I did run into this and claude implemented a work-around (see step 8) to route some traffic through the normal exit IP for those special use cases. So far I've only run into this problem with 3 services (Ring, Blink, and Paychex). Surprisingly none of the streaming services seem to care (Netflix, Amazon, Apple TV).

sema4hacker•2mo ago
To save money, I would have just switched to ATT fiber like you did, drop Xfinity completely, and try that for awhile. It's worked for me for years, and my only downtime has been a few times during winter storms when the power goes out completely.
jclarkcom•2mo ago
nice. I wish fiber was available for me. I only had access to AT&T's copper service (DSL) but they do 2-pair bonding so speed is not far from Xfinity.
dfajgljsldkjag•2mo ago
Your AI slop said you have fiber, so maybe you should try to actually read it instead of having us catch your lies.

> 1. Downgraded Xfinity from $90/mo to a basic $50/mo plan (still usable speeds, just lower tier)

> 2. Added AT&T Fiber as a second line at $55/mo (different infrastructure = different failure modes)

> 3. Bonded both connections using WireGuard VPN and OpenWRT routing

Edit:

Another lie detected: ATT isn't accepting new customers on DSL, and is in fact yanking service for existing customers in many areas. So there's zero chance that OP signed up for ATT copper internet within the last year or so.

https://www.att.com/internet/dsl/

jclarkcom•2mo ago
Thanks for your response, I'm acknowledging it and taking to heart.
nickphx•2mo ago
oh boy, how amazing... an llm managed to generate some iptables rules and sysctl settings that have been well documented for years..
ctoth•2mo ago
And Dropbox is an afternoon project for any Linux user, right? Right?
nickphx•2mo ago
If you believe the two are similar in complexity and effort, you have much to learn.
ctoth•2mo ago
I believe your comment pattern matches to the classic comment 9224, was the point I was making. Yes, this might be easy for you.

> an llm managed to generate some iptables rules and sysctl settings that have been well documented for years..

> you can already build such a system yourself quite trivially by getting an FTP account, mounting it locally with curlftpfs, and then using SVN or CVS on the mounted filesystem.

But the whole point of the blog post is that a person who didn't know how to do it did the thing. If the thing is the goal, they succeeded. They now have a thing they didn't have before, after not knowing how to do that thing. A new capability was unlocked by the LLM.

Please generalize this.

mattbee•2mo ago
And a really dreary blog describing something simple at great length :/
shermantanktop•2mo ago
If you are starting from relative ignorance about the topic, then yes, it is amazing.

But it does mean that the user can build a solution that they don’t understand well enough to maintain.

nickphx•2mo ago
indeed.
jclarkcom•2mo ago
I've experimented with using LLM to setup and/or maintain some servers for me for various different use cases (this being one). What I like is an agentic LLM can either document it's initial build process or "explore" your server to better understand how it works, what configuration files are used, software versions installed, etc. When you have that documentation/context provided to a frontier LLM it can take care of most maintenance work you'd like do by hand for "simple" servers. A good prompt to get an llm to explore an existing server to make sure it fully understands it is to ask it to make a working backup.
shermantanktop•2mo ago
I’ve done the same, and in the process learned some things. Which is amazing! But it’s easy and tempting to do minimal learning and accept the working shell script or whatever. The better the AI gets, the more tempting that is.
jclarkcom•2mo ago
Maybe I didn't make it clear from the post, the llm (cursor+claude 4.5 sonet) was actually driving the whole process from provisioning a server, installing wireguard, setting up certificates, configuring network, installing packages, and updating security - with some testing at each step. I never ran any commands manually, I just told it what to do.
damieng•2mo ago
I also went with an Xfinity cable and Frontier fibre combo in about 2018 I think.

I just bought a Synology RT2600 router at the time and plugged each provider in then set it to load balanced.

Reliability and speeds were great. Possibly not as optimised as this perf wise but a lot easier to setup.

EgregiousCube•2mo ago
AI clearly wrote the blog post too - it's a neat project but the "ai style of writing" really doesn't work well for a long form article. It's like a collection of listicles.

I think it'd be a better presentation to use more prose and fewer bullet points - I'm more interested in the human experience than the machine experience here!

q3k•2mo ago
It's a lot of words that basically say nothing. There's no substance there - eg. no info on how the setup works (how, if at all, do they integrate MPTCP?). Just endless bullet points repeating themselves.
EgregiousCube•2mo ago
Absolutely. The reason I clicked in the first place was to see if there was an elegant MPTCP implementation.
phillipseamore•2mo ago
Looks like this proposed a solution that costs about the same as the mentioned Speedify (more expensive at the moment because of blackfriday deals) but lacks all the features and is more likely to break.
satertek•2mo ago
My first concern would be using a digital ocean droplet as a VPN. Last time I tried that, datacenter IP ranges often made things slower or unusable.
woleium•2mo ago
this. the cameras are not the only thing that won’t work

you could use an azure VDI machine as a cloud endpoint, i believe those ips are flagged correctly. It’s not this cheap though.

kemotep•2mo ago
It would be cool if the output that that the LLM made (commands it ran to harden, the iptables, MPTCP config, etc.) was included in the post.

It seems incredulous that this didn’t take dozens of back and forth prompts and fixes. It was able to one-shot deploying a digital ocean droplet and configure wireguard?

jclarkcom•2mo ago
Here are some of the commands it used (censored & auto-generated) with a few specific examples at the end: https://jonathanclark.com/posts/bonded-internet-connection-c...

> It was able to one-shot deploying a digital ocean droplet and configure wireguard?

Yes, that part was pretty easy - but the whole thing wasn't one shot. The parts I struggled with were: - getting automated SSH installed on the $130 router, once you have that the LLM can drive things - during security hardening, I got fully locked out and had to recreate a new VM. But it was able to automatically recreate everything in a few minutes.

kemotep•2mo ago
Thanks for sharing. Just looking over this it seems to spend some time creating ufw rules and then deletes them all and disables ufw. Is that accurate or is this just the output and you had to copy and paste in?

I am assuming all the missing steps is just the information you censored.

kundi•2mo ago
You completely neglected the egress cost for DO, and also the time / maintenance needed, which makes this a poorly engineered fantasy
jclarkcom•2mo ago
Harsh, but a good point on egress cost that I overlooked, I'm adding a section on this - if you use Oracle cloud it looks like you get 10TB included at no additional cost where DO would be around $84 at the same bandwidth levels