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HTTP API?

It’s interesting what optimizations this might spawn.

They may not be tweaking the responses for a specific advertisement just yet, but what if they steer the model towards mire “ad friendly” responses?


It’s called “pay or okay” and condemned by noyb: https://noyb.eu/en/noybs-pay-or-okay-report-how-companies-ma...

But actual enforcement of GDPR has always been shoddy. First the “legitimate use” loophole, now this.

It’s a bit ironic that heise does this, since they probably have one of the most sensitive readerships to this.


The EU Data Protection Board, which unlike noyb is an official part of the EU, albeit not from the judicial branch, has also come out against pay-or-consent.

What an insane song and dance to run software.

This is cool. I’ve been waiting for something like this!

My team has already been keeping significant context in tickets (sessions are just too ephemeral). I‘ve been envisioning this as the next step.

This might just make me take another look at Codex, though I’m sure it’ll be adaptable to other harnesses.

Has anyone tried implementing this spec for themselves?


Interesting. Questionable from a web standards POV, but interesting.

Who‘s gonna make it call tools?


Looks very interesting, but i’m a bit surprised the most important feature isn’t mentioned: How well does clipboard sharing work?

Im not a big fan of Windows but copy pasting a file across 3 nested RDP sessions feels magical every time

It actually doesn't it feels horrible. you can't paste files from a samba share or large ones take so long to copy that they ultimately fail.

To be honest, three nested RDPs sound like a terrible hack. In an ideal world, this would be two port forwardings and one RDP (thinking about ssh, which is still underrepresented in windows world). In an even more ideal world, this would be an IPv6 direct access ;-)

There are legit reasons, at least for two nested sessions. A production network that’s airgapped except for a bastion host that acts as a gateway. It’s better than port forwarding because you have to auth to the bastion host before the RDP chaining, and it often takes separate credentials for the second RDP session.

It’s a semi-common setup for higher security environments, and when you have a network of stuff that has known vulnerabilities you can’t patch for whatever reason. Traffic in and out is super carefully firewalled. It’s not great, but it’s better than a 25 year old MySQL with a direct public IP.


> airgapped except for a bastion host that acts as a gateway

First time I've heard of an airgapped system you could access remotely. Doesn't that kind of defeat the label "airgapped"? I think I'd just call that "isolated" at that point instead.


This concept is related to PAM. You often have to do ops on infra and need some DMZ to do the ops. In regulated industry you have to record every operations done by the person and have to follow principle of least privilege. This what should happen in an ideal world.

> You often have to do ops on infra and need some DMZ to do the ops.

This makes sense, "bastion" hosts and similar things is fairly common too. What's not common is calling those "airgapped", because they're clearly not.


I agree. They’re network enclaves. Which isn’t the same thing as an air gapped network.

You can have a network enclave in an air gapped network.

Of course you can. But you cannot connect to an air gapped network from outside of it via a bastion.

Which is what we are specifically discussing.


What your discussing is a tautology so it is not clear.

Airgapped is a different concept altogether.

I'm glad we agree :)


AWS likes to redefine things.

Air gapped means... there is nothing except air in the gap between systems.

A physical tether would defeat it.

Now, I pedant could start talking about wifi, but air-gapping is a concept older than the internet. (It stems from plumbing where there's air that prevents back leakage of contamination).

https://en.wikipedia.org/wiki/Air_gap_(networking)


The moat!

It's probably there not as a way to connect networks, but as a way to keep them separate, only allowing RDP between specific computers on different networks.

I am not sure if you have tried broadcasting feature in terminals, thats magical too.

We have a custom RDP client [1]. So i have some experience building something like this. We do some an implementation similar to this.

Clipboard sharing, uploading and downloading via shared drive is a freerdp feature that should be readily available.

We also have sessions recording which is non-negotiable in PAM.

[1] https://adaptive.live


And desktop scaling. And multi-monitor support. And file transfers. And drive redirection. And peripheral redirection. And...

...A test suite, And security audits, And most importantly benchmarks.

What it does have is a license which it is GPLv3. So if anyone adds all those changes, they have to make the source code available with the same software license.


In this era tho, licenses (I don't agree with this, but this is what it is) are a matter of "tokens", I speak for a fact knowing multiple relatively-big companies just gobbling GPLv3 projects and rewriting them entirely, some do publish them as well.

Has anyone made a comprehensive overview of these? A lot of memory solutions keep springing up but I’m not even entirely sure what to evaluate them by (without hands on experience).

I'm biased since I built this, but the things I'd look at: how memories are stored (flat text vs typed), what happens when info conflicts (does it detect contradictions or just store both), and whether it runs locally or cloud only.

My take is that pure memory is just one piece. What I'm really trying to build is a cognitive engine. Typed memories, contradiction detection, pain signals when you're about to repeat a mistake, decay and reinforcement. Less "store and retrieve" and more how memory actually works.

There's an interactive demo at https://demo.mentedb.com if you want to see it in action.


At home I currently use MiniMax via OpenRouter - it’s pretty good and very cheap. They have a subscription plan, but I’m not ready to commit to it yet.

Another way to keep the ability to try out new models is to buy a reseller subscription like Cursor’s.


I tried OpenRouter but I feel the money flies even with these models, it is not comparable to a subscription but yes, it's very good for trying. Maybe I should test other models alongside GPT 5.5 to see which one fits me.

I'm also unemployed. So far the models that I've used the most are Kimi and GLM. I haven't done that much agentic coding though, I've mostly used them for studying math and general conversations and I'm generally happy with their performance.

New prompt idea: “Make sure to produce 1000x as many lines as you would otherwise need”

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