Elevated errors for multiple models – Resolved

Whatever openrouter puts me on, running in pi (though I do all comms over my xmpp wrapper).

So everyone has their preferred way of doing it.

1. I go direct to source, i.e. DS platform, I find it cheaper than paying the openrouter tax -- I also switch it up a bit

2. I built a local LLM router, that I update with new profiles that have my preferred provider of the week (lowest token costs/speed) with fallbacks, like mimo --> DS4 etc.. if there is overloading,

3. I use 3 diff harnesses, CC/Codex + Opencode -- they all talk to each other through a custom rig system that routes messages between llms using a Rust backed structured JSON system

Not saying this is the best, it's just what I like and works for me^.

I can flow quite naturally between Opus/Astra/K3/GLM/MiMo/DS/etc.. this way and often do...more so these days with subs no longer great as they used to be.

Deepseek harness is great!

I'm using DeepSeek's own API with opencode. The pricing is absurdly good.

I recently had Astra review a fairly detailed design doc I have for an audio VST fork, that I originally wrote with Opus and/or Fable a few months ago. The doc reaches deep into signal flow and module topology while lifting most of the DSP code from other open-source projects. I had it review for feasibility and architectural soundness.

Astra found a number of flaws that would have come up during implementation and we worked through them. But then I had Fable 5.1 review that document and it found a number of issues with Astra's changes, the least of which had was that Astra duplicated a lot of technical notions that it added rather than using references to an authoritative section. It also flagged some of Astra's designs as technically impossible, pointing out why and I'm actually in the process of digesting its feedback and updating the design spec. (I hand-review each point and we work through a solution together -- I don't trust either model to come up with something that follows my vision on their own)

I'm not promoting one or the other, I just found it interesting how this sort of adversarial review found pretty significant flaws in the other model's work. I am curious as to whether this process will eventually converge on a document that both agree on or if the models are going to perpetually nitpick each other.

I haven't actually started implementation yet, so maybe one or the other is full of shit. Just trying to come up with an architecturally sound design for something I want to write, when I lack the DSP knowledge to be able to write it myself. But the intent is to pass an agent the design doc and list of milestones and let it handle implementation.

I added a skill to OpenCode that tells it how to read old session logs when asked to. Seems like this would be pretty easy to add to most any harness.

Hey I bought a ‘cyrix pr166’ so i’m not too sure about that.

You could literally count the number of extra colors you would get onscreen with each new computer!

The Mac M series is more impressive imo. But maybe that's just because it's more recent to me.

Not really. Although with how soul-crushing working has become lately, maybe I ought to.

I'd argue that it's not even corporations anymore of which we should try to hold accountable. It's very clear who is making these calls as the players involved (Musk, Zuckerberg, Altman, Amodei, Thiel, Karp, Luckey, Langley, Nadella, Bezos, Pichai, Tann, etc) want nothing more than to be in the limelight and "preach" to the masses that they know best. They're more brazen year over year as they gain confidence in their unchecked power and continued accrual of wealth. The more money the more disconnected from reality and the stronger assumptions they build. And they have zero compassion. All of these people are dangerous to humanity individually, but when you start to realize how many have emerged and have no filter or checked powers publicly that becomes a truly terrifying thing.

I've recently started reading "End Times Fascism" [0] and it truly encompasses where we are at, how we got here and the bleak future we may be in for if we don't get in front of this now. But this book definitely highlights a lot of what some of the tech community has been seeing and hand waving about for years. The worn out trope that we should hold corporations accountable doesn't work. We should hold the people at the top accountable like other nations do because if they want the limelight then they should bear the responsibility that comes with abuses. The US is becoming a caste system by design. National surveillance, erosion of access to resources for personal compute, bought and paid for politicians and laws that don't apply to the wealthy.

[0] https://us.macmillan.com/books/9780374621384/endtimesfascism...