If you ask a bare LLM to do stuff you'll get a mess. I run Claude code with a multipart harness that compels the model to treat the code as the mathematical thing it is, not human prose. LSP Enforcement Kit keeps low capability tools like grep out of the mix, Abstract Syntax Tree things handle the code as its meant to be understood, so that's CodeSight, OptiVault, Serena. About a year ago I gave Antigravity the boot after their awful 2.0 release and went back to JetBrains IDEs, which now offer code structure wise MCP services. Code review with the Ponytail skill chases away LLM excesses, and there's a smattering of other stuff like that in the mix. And then you hunt for whatever additional guardrails you can get the LLM to apply systemically.

I've evolved my own higher level project methods and they're comparable in a lot of ways to what Matt Pocock offers, but his stuff is more structured, more carefully considered, and I have to work with others now, after a long time solo. I'm taking his stuff, implementing a Kanban/wiki system, Gitlab CE, and NanoClaw for anyone who wants agents. I expect quite the slog between now and New Years, but in 2027 we're gonna stop trudging and start gliding over the landscape.

The *WHIPLASH* of these two statements:

'Improvements to LinkedIn's detection systems have resulted in a 40% decline in views of content classified as AI slop, the platform said last month. That's not to say LinkedIn is entirely opposed to AI, Roth said, adding that "not everyone is a born communicator."'

YET -

'Roth said. "A lot of times now today, they'll run it through Claude or Gemini or wherever, they'll post it on LinkedIn and it will perform poorly. And then they come to the team and they're like, 'Why did this do badly?'" Roth said. "And the best thing you can do is give it back to them and be like, 'Did you enjoy reading this? Do you see yourself in this?"'

Essentialism is lame; people are born as a human. So participate. Learn to speak. Learn to read. Don't be illiterate. Don't be inmumerate. Rise above. Master yourself, and in so doing, emancipate yourself.

Use your self-awareness to improve and add to the palette of skills and abilities through your life.

It's not that hard. And I'm a programmer, so you *KNOW* I am the ultra-laziest in terms of applying time and space to problems (aka optimization!).

I get that different people have different priorities, but -- in the way that a radio transceiver is useful IF you know things like frequency, signalling mechanics, signalling protocol -- humans learn languages and use that to reason. To not develop your mind, is to throw away your greatest strength.

That resentment has now been nurtured with immense amount of blood and will last as blistering hate for generations.

They are positioning AI as the nuclear weapons of the 21st century, angling for a nationalization as a strategic weapon when the bottom drops out of it.

The AI bubble bursting will wreck the economy far harder than the Dotcom bubble did. And the dynamic is OBVIOUS. This is not an "if" problem, it's a "when" problem.

If AI produces a maximal result along the lines of what the frontier labs suggest, it'll eat fifty million jobs, which will wreck the economy far harder, and for far longer.

The constant chatter about AI breakout is half legitimate concern and half positioning to nationalize it, shielding the circular dealing crew from consequences.

This will not be Skynet; as a society we are far too primed to envision events that can be told in a single two hour action adventure with a clear, satisfying ending. When the historians get to this they will note the breakout happened 2025 - 2027 -- because that will be the time where human network threats enhanced by AI will starting further enhancing AI.

There are no "sides" to this, it'll be like the African savanna - lions, leopards, hyenas, cheetahs, wild dogs, servals & caracals, clear down to my personal favorite, the black backed jackal. A network of carnivores of various sizes pursue networks of herbivores. Nation states, corporations, non-state actors, activist groups, talented individuals; all are making use of AI in conflicts already.

The genie can not be put back in the bottle, the open models are only a little behind the frontier, and things are going to keep happening no matter what bellicose policy pronouncements come from an increasingly irrelevant Washington, D.C.

I'll be riding the Claude subsidy until it ends, then hopefully have acquired a potent professional GPU or unified memory setup of my own. Won't be nearly as quick, but it'll keep me moving.

Now scale that thinking up by whatever percentage of eight billion people have technical capabilities. That's the future.

The AI industry has blown a spectacular bubble via circular dealing - Nvidia, OpenAI, Oracle, Microsoft, CoreWeave, etc are all doing monopoly money deals. Nvidia "sells" some GPUs, then "invests" the proceeds back into OpenAI, nothing got done, no money changed hands, but their stock values zoom. This looks exactly like the Dotcom bubble in the late 1990s and such things always implode - the market doesn't just correct, it panics, it liquidates, nobody can tell what's real, so everything is for sale at pennies on the dollar.

The industry's strategy to not go to prison for this stunt is to make AI equivalent to nuclear weapons. When the bubble begins to burst, the Trump administration will "make a deal", what you see is the beginning of that process. This will work about as well as the attempt to shake down Iran for their oil, but cause and effect are not the Trump administration's strong suit.

Person, the reason the https://en.wikipedia.org/wiki/... -- has the NULL HYPOTHESIS as "no correlation", is because OF THAT. Your senses LIE!!!!

Fucking take your left and right hand, and 3 buckets if water of different temperatures. Let's say ONE is HOT, ONE is COLD, and the final is LUKEWARM/GOLDILOCKS.

Put your left hand and right hand into C and H, respectively. Wait. Minute.

Put both in the lukewarm.

Do your hands agree on temperature?

No. Fucking pay attention to your mental biases. That's why science is a DISCIPLINE OF MIND.

FFS.

"This ALPR mass surveillance â" the indiscriminate, continuous collection and retention of location data on every driver, regardless of suspicion â" should not exist. But because it does..."

Because of all those who predate upon those with lack of critical thinking skills.

"Wake up to reality" is the double-think that they say is dumb when they pejoratively call people "woke."

"Woke" is just a word for "slave that doesn't know its place."

A Yes, I recall that I had on of those I-131 travel documents fior a while. Glad I don't have to deal with this BS anymore and handed in my Green Card many years ago.

Your faith in the corrupt Roberts supreme court may be misplaced. Time will tell.

Yeah.

They completely ignore panserpmia.

They just quote Isaac Asimov's writing from almost half a century ago (Europa). Ignores Enceladus, Titan, Venus, Mars; all of which have *BIOSIGNATURES* of a probability curve not too dissimilar to Europa.

They are likely a dilettante. Those folks do not do "prior art" research because they believe in the Auteur Myth.

  "An auteur is a filmmaker whose personal style and thematic focus are so distinctive that they are considered the 'author' of their films, a concept known as the auteur myth."

Real science isn't that. Real science is a rational discipline. The null hypothesis -- know what that means. Prior art -- know what that means. Mental biases -- know those, too; you'll see what you want to see, hear what you want to hear. Science is the discipline of mind that ensures you're not just spewing random nonsense. You verify what you think; that's the discipline.

As Isaac Newton said ( https://en.wikipedia.org/wiki/... ), "nani gigantum humeris insidentes."

Ignore them.

Everything seems obvious once it is explained.

Why do 12-14 steps of algebra, when calculus works in 2?

Obvious. People should know calculus.

Yet they don't.

Define Green's Theorem: https://en.wikipedia.org/wiki/... -- is obvious.

Everything is obvious *IN HINDSIGHT*.

Back in the teens we found a couple of instances where political actors were encouraging people to install screen savers or cryptocurrency wallets that turned their phones into reverse proxies. This was thought to be specifically for the sake of giving hostile foreign operations (read: Russia) access to U.S. domestic politics.

The fact that smart TVs are facilitating this is just ... we're going to need home networks that treat IoT stuff as different than our actual systems.

Oh, wait, TP-Link had well over half the U.S. router market, but they're getting banned over national security concerns?

Maybe there's a market for a router with traffic accounting as a service so one can see what's happening?

This is why the only device in my house with internet is a Roku. I simply will not tolerate the rest of that invasive junk.

The call centers are going to be decimated ... but so will the AI replacements meant to talk to humans.

I have a number of issues this morning that require calls. First, deal with PG&E about changing the billing for my new house. The I need to talk to my bank about banning Google from ever billing me again. I absolutely HATE changing doctors, but had to do it, because getting to Antioch, then into the city, is just ridiculous from here, so it's time for first appointment.

I would love to be able to just give Claude a list of administrivia like that and let it plow through the work. I see progress on agent related billing, I see Cloudflare doing stuff for an internet dominated by agents ... everyone in the industrialized world is going to have an AI adjutant to handle this stuff. I really hope the old military term "dog robber" gets revived as a way to describe them.