Maybe similar to Instructor [1] which was a cool tool for json and structured output enforcement combining pydandic with ai retry loops very handy for when models don't have that covered
They had a reddit with GPT2 back and forth I have to say I got suckered into a conversation before I figured it out -- it was definitely the OG Moltbook of non sequiturs
As Agents become the true Internet of Things they are going to resurface crypto DAO ideas about code-as-law and sprinklings of blockchains onto LLM-as-Judge in this case for real!
Except Qwen already release their own fully baked interpretability SAE toolkit tuned on their models so deserve credit here and activation telescopes should be a standard part of every major release
Not to downplay the positive steps that are being taken but we are conveniently skipping over the denominator here at least in the case of Ethiopia and DRC who both have a grid that is only serving their full population at a fraction of the level needed to make this story one about geographical lotteries and abundance instead of one about poverty preventing them from access to the traditional carbon power generating routes to server the rest of the population.
These 3 way gates also seem to be part of the recent algorithmic advances in Quantum Computing that have put useful applications in reach sooner than previously expected and it kind of reminds me how AI made a lot of the real gains with math optimizations like dropping to NVFP4 etc it all seems like we have been feeling our way in the dark but just starting to touch things
There a lot of methods in IR/RAG that maintain structure as metadata used in a hybrid fusion to augment search. Graph databases is an extreme form but some RAG pipelines pull out and embed the metadata with the chunk together. In the specific case of code, other layered approaches like ColGrep (late interaction) show promise.... the point is most search most of the time will benefit from a combination approach not a silver bullet
I have seen engineering shops where the conversation about fixing some small but simple thing before a deadline gets filed into "better to give the consultants reviewing this some low hanging fruit for the snag list."
Before there was OpenClaw (nee ClawdBot) the Beads project was multi-agent harness hotness and the agent-mail was part of its success and still getting some work to fix zookeeper type coordination problems with agent messaging sync/async workloads here is some of the new direction if you run into any of the same issues :
Nice turn key solution I like that it comes with it's own email and you don't need to add anything .... I was a fan of this VPS setup service for a beads agent system up from end to end but you need to BYO everything still it's free as in open source so got to thank Sir Dicklesworthstone for putting it together --
Yes. I have to admit I was expecting something a little more visual and leaning into the idea that sound is a 3d object changing shape through time. Thanks for the better link in that respect.
there was also this last year not updated in a while but the view handling is better than native verbose :
"claude-trace"
Record all your interactions with Claude Code as you develop your projects. See everything Claude hides: system prompts, tool outputs, and raw API data in an intuitive web interface.
I didn't try Handy but been using Whisper-Key its super simple get out of your way all local single file executable (portable so zero install too) -- thats for Windows idk about the Mac version
I predict it will be Pydantic next to get picked up by someone for logfire and agent framework.... fine as long as all these open source projects stay open source then good for them
I like it but my only problem with markdown apps like Obsidian or GitHub et al is you cant handle prompt templates with byo <xml tags> unless you ``` code box ``` them or the rendering thinks you have bad html and mess up the remaining markdown display. Properly separating text section for LLMs makes a big difference in prompt performance and </xml tags> are more expressive at doing this than ### markdown headers. Other than that I have almost completely shifted to calling markdown files into context.
There are quite a few African "Cape-to-Cairo" variations of travel by land tours they have been a thing for a long time and still going by the look of things ... if you have 23-weeks!
Replit is $25 a month but the best mobile allinone coding I have tried so far easy to push to host etc and you can kick off a stage then just pickup building where you left off anytime the termius/tmux/tailscale is fine but lot more effort even after you reach the command line. Horses for courses.
Totally agree even though it is apparently one of the better rings I can't understand why they don't have a mail-back-to-factory plan for battery service just on principal. It's stories like this that almost make the case for regulation if that wasn't such a slippery slope.