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

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)

I do like that they've thought primarily about implementing an entire IoC in a runtime environment (which seems like an obvious necessity if you have agents changing code underneath you.

Anyways this looks promising for the scenarios its designed for but wholy moley (https://deepseek-harness.github.io/deepseek-harness/en/refer...); I guess spring's boot (+collection of starters) might look the same to the uninitiated or even those who remember the good ol' HKEY_CLASSES_ROOT\CLSID

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

I personally like the idea even as a p.o.c (inline with bellards work). I'd like to see how nostr & cloudflare workers providing out of band ops on what is effectively a container per tab.

I really do love what kdb is doing but I think maybe they lost too much momentum (and confidence) when back flipping on previous agreements for the community editions. (Which I don't think they will again with the kdb-x releases as they have a good balance this time) It would have been nice to see torqx just work (tm)

Also I noticed that Plan 9's IL protocol (avoids head of line because the type of messaging it's used for) another point pointed out in the x comments.

I wonder if he's focusing on consumer distributed AI inference (due to quic being browser supported) or maybe just a comment on the protocol in general.

Also have enjoyed playing with https://huggingface.co/HuggingFaceTB/nanowhale-100m-base (but early days for me understanding this space)

Thanks for your work will definitely check it out again once I get over renewed love for cpp (26)

Edit how did glojure go under my radar also a great project from the looks

I hope this becomes a thing, typing in lua might make it easier to scale for teams (which I think is always an issue with dynamic language)

I really should check up on what Mr Caswell is up to. He was quite inspiring with both his diy home improvements as well as activity in the development space.

Anyways I don't have the knowledge as to how to audit this (claud pro) to confirm what feels like an onboard at any cost business behavior.

Is anyone currently auditing through openrouter/litellm and seeing any poor correlation to the session/weekly limit?

It seems like a real problem for me. Probably because I'm not overly inspired to pay for a Claude x5 subscription and really hate the session restrictions (esp when weekly expend at the end of the week can't be utilized due to session restrictions) on a standard pro model. Most of my tasks are basically using superpowers and I find I get about 30-90m of usage per session before I run out of tokens (resets about every 4 hours after which I generally don't get back to until the next day (my weekly usage is about 50% so lots of wastage due to bad scheduling). A tool like this could add better afk like agent interoperability through batching etc as a one tool fits all like scenario.

If this gets its foot in the door/market-share there is plenty of runway here for adding more optimized agent utilization and adding value for users.