Ax/agent substrate is focused on enterprise inference. This is squarely targeting the training and reinforcement learning patterns (it's not to say these technologies don't overlap, but perhaps closer to kube with knative & kata container support (and some level of session persistence across all 3). Or nomad... Or any orchestrator that supports multiple underlying isolation techniques.

I can't work out from the paper if the session can cross all 3 types of isolation (between persistence) but I'm assuming it can if it needs to evolve tool calling and security requirements.

In any case it feels like they're just composing and mangling technologies into a platform and not bringing much to the table (from what I've read so far; ie still using well established isolation tech and not something unexpected like a microkernel) but the outcomes are impressive

Yeah, this all reminds me of facebooks "enter your email password so we can invite your friends" play which seemed so wrong at the time... But every non technical person at the time seemed to do it and by doing so grew the network and valuation to a surreal point to where it still sits today. I still cant rationalize it. (Except the wave allowed meta to consume Instagram and WhatsApp)

Wow this really getting traction in the media here. No details unfortunately and given its a federal system it's likely managed by complacency to the lowest bidder I'm not surprised they don't have a clear details yet (altho I'd imagine they'll have event logs when that one guy who knows splunk come in). Most fed level projects are mandated to use a seam and follow persistence guidelines but nobody seems to actually verify/check this so we will see)

You know you're too old when you see the company name and think! Oh I wonder what Martin Odeskey , Jonas Bonér and co are up to. Wait, didn't they become lightbend... Altho this comment takes away from what these guys are doing which legitimately sounds interesting.

I have an old colleague who I've been leaning on for ai things (they're more on the pulse than I) who uses cue (cuelang.org) for distributing and formalizing a set of skills/prompts.

It's the best thing I've come across (that I don't need to mange myself) https://github.com/p3bot/start

The tool itself does more than just manage skills/prompts but I found that part of it particularly good (well new to me; not familiar with cue but the idea seems like a good fit)

Besides the actual topic. The portfolio is fantastic! I particularly liked the yin and yang of world hunger. https://www.davidrevoy.com/article43/yin-and-yang-of-world-h.... I mean not something I want to look at on a wall for too long but it draws on my enjoyment of dark comic book illustrations while also pointing to something topical

I found the person made of dynamite sticks who was trying to light a match in the rain to generate a mental tickle.

Thanks, I want to add https://www.arraycast.com/2025/01/04/Decker.html which introduced me to it. I wish more people had exposure to q/k/apl and think this is a great way to do it.

I think this is the first time I've seen this hit #1 which is nice

Thanks for that audio link. We've added it to the header of this thread, though you'd be welcome to submit it as its own post, perhaps in a few months (to allow time for it to feel fresh again once this thread has vacated the community's memory cache).