This discussion, being so timely and important, inspired me to draft an article that explains a possible third way that might not have been fully considered. I would be humbled and honored to receive any feedback:
That seems like a good idea. The question is how the JWT is generated. A standard one would be more akin to a traditional crypto keypair. That is a "signal" key insomuch as it tells us who controls an account. It can't tell us the owner is the controller and that is the current weakness of crypto right now. To know the owner, we need another type of keypair to go alongside the traditional kind. That would be a "tone key" and is generated by a refreshing seed derived from the entropy of long-running, unfakeable conversations. The same way a friend might recognize us as being ourselves.
Using Agile methodology with agents actually works pretty well in my experience. We do sprints and then code reviews, testing and revision, optimization. During code review, I inspect everything the agents created and make corrections and then roll the corrected patterns into the training documentation for the agents so they learn and don't make the same mistakes.
I have not found that to be true on a personal level, but in fairness it does seem to be a widely reported problem. At its core, I think it is an issue of alignment. That is something different than skill.
"What looks like effortless writing is often the result of years of thought and revision. New tools change how prose is produced, but not where ideas come from. In the end, the real question isn’t who polished the sentence—it’s whether the signal made it through."
The above summary was generated by ChatGPT after assisting me with drafting the article. I couldn't have said it better myself. The point isn't to show off my writing skills, but to get a message across. I outline some of the reasons why I go with AI writing style, instead of using my own writing voice.
In this essay, I explore the nature of "gifts" and self-knowledge... specifically whether we can fully know ourselves without deep and meaningful relationships? Thoughts most welcome. Enjoy!
Local journalism, weather, breaking news, community forums and events, our preserved print newspaper archive, and a full-featured regional marketplace — built for our four counties in the Catskills. If the experiment works in our area, maybe other regions could also find value in it?
Maybe there's something to be learned from focusing on the gap between a symbol and its meaning? If so, it might be worth an exploration into how this gap emerges in the first place, using some examples from our shared history...
This thread inspired me to write an article because from my perspective, the debate over AI and jobs is missing a crucial question: not whether employment will exist, but what holds communities together as systems erode?
A short article on using context engineering to orient local coding agents on how to work with an existing codebase and honoring its existing design patterns and avoiding tech debt in the process.
This is a short read and a bit of an unconventional take that emerged from a year's worth of my research. I'm hoping this perspective may be of value to other researchers and I've got other supporting research on my website for anyone who is interested. All information is shared freely and openly. I'm always happy to answer any questions. Thank you kindly.
I am new to posting, so thank you for the valuable feedback. I will refrain from adding generated summaries to any future posts.
I am working with AI for style purposes, but the ideas and research behind my articles is entirely my own and I'm always happy to engage in good faith conversations about anything I've posted.
The word comes from southern Africa. But the truth it carries is older and wider than any single language. It appears in the Rumi's poetry and the Sikh Gurus' lives. In the Kabbalists' repair work and the Taoists' effortless action. In Buddhist restraint and Thomistic participation. In the Sufi's submission and the Animist's listening. Different traditions. Different centuries. Different metaphors for the same shape: the self cannot cohere alone. The "we" is not optional. Coherence is relational all the way down. Ubuntu is not new wisdom. We are always rediscovering it because we keep forgetting it. And each time we remember, it feels like discovery—when really, we've just stopped pretending we don't already know.
What happens when the cloud is no longer the default source of truth, but a guest in a federated village of local systems? By organizing around shared intent and shared language, infrastructure can remain calm under failure, deliberate under recovery, and trustworthy even when the unthinkable happens.
Nice implementation, very slick. Very easy to get an overview without having to jump around, like you said. I did something similar for our local news and community site, but it is limited to nearby weather stations.
https://www.robpanico.com/articles/display/presence-derived-...
(posting link because it would be too much for a comment)