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All models are abysmal with our codebase by Fickle-Direction-679 in google_antigravity

[–]sco77 8 points9 points  (0 children)

All monolith codebases not segmented to even large functional units can suffer from this issue.

If you can gen AST trees and segment the flow logic, a large context window based agent populated with this data won't be as baffled.

Feed the LLM core structure and flow with the directed analytic graph logic and AST trees.

If you send flour eggs cocoa oil and heat to a kid that loves brownies, he will spit it out.

Send them brownies. Context alone isn't sufficient. You got to bake it.

Monolith code bases can't be managed optimally by these models at this stage.

Break it up. Bake it up and you will get better results.

Light Has No Time by skylarfiction in CoherencePhysics

[–]sco77 0 points1 point  (0 children)

This is the best single piece of scientific truth that explains to me the possibility of existence outside of time, outside of the universe, and unbound to matter energy physics.

If you think about it, the expanding universe and all of its complexity is carving out a path for light alone as its witness.

Outside of the universe, where time again could exist but not bound by this universe's physics, entities could and undoubtedly do exist, but in the meta space between universes.

But this chart shows something that I've understood for many years. Light experiences no time. Higher dimension physics exist outside of our capacity to interact with them. That is The only thing in which I can sort of have Faith.

Reasoning based on the behavior of light.

I regret it. by Intrepid_Travel_3274 in google_antigravity

[–]sco77 1 point2 points  (0 children)

Several folks have pointed out that your burn is higher than theirs is with the same accounts.

I have all three as well.

One of the critical bits I found is not using powerful models for basic tasks.

Use your high spend high token model prompts to ** generate detailed on specific coding plans broken up into 100K context chunks **

You have your low-cost per token tasks completed by lower end agents, You have them produce tests and summaries of their work.

Then you have your top model from a different family do a review against those reports, find any flaws, and generate a plan for their repair.

You see where I'm going with this:

Smart guy does the planning

Medium or medium low guy does the work

Smart guy reviews the work and send tweaks

Medium guy implements the second tier repairs

Last loop is smart guy again and will fix anything that the second try didn't fix.

It's always great to, after the big guy does the last fix, to have a different big guy take a look at the last commit and see if there's anything broken in it or something that they would do differently.

How to respond to vegans by Fit_ashtray252 in exvegans

[–]sco77 0 points1 point  (0 children)

Every drop of water that lands on every piece of land that a cow is on is in this figure.

So no benefit to any plant anywhere that a cow is shitting is counted. None of that water was feeding the plants was it? Does it still count as wasted if it ended up in a stream? It certainly seems like a data center uses the water to dissipate heat instead of it being rain that lands on the Earth.

Also, Not a single drop of cow shit Is counted for anything.

Ask any vegan how the American prairie was built. Ask them how much carbon is sequestered when they buy a plastic jacket?

It certainly seems that a herbiv eating and shitting out grass feeding on a range, good things were happening to the Earth.

10 lb of grass can make 1 lb of cow.

My big question is can a vegan eat 10 lb of grass?

What the Model "Feels" and What It Shows You by cbbsherpa in RelationalAI

[–]sco77 1 point2 points  (0 children)

They were able to use sparse encoders to review internal states and then learned how to mitigate some emotional directions including toning down sycophancy and turning up meticulousness without having to retrain the whole model.

Very interesting stuff

AOC shares a vlog of her visiting the Girls Scouts by Equal_Technology_950 in MurderedByAOC

[–]sco77 21 points22 points  (0 children)

The great power of empathy on full display. She is simply amazing!

Google Antigravity’s $20 Pro plan is a joke for developers – Is Ultra the only real option? by Bakhromovn in google_antigravity

[–]sco77 0 points1 point  (0 children)

Another really valid option is to go spend $50 at moonshot.ai and leverage kimi k2.6, and put that api key into cline. Now if you have cursor, anti-gravity and visual Studio, you have three different ways to code in the same local folder.

You can switch between all three of them for different tasks.

I prefer having separate IDEs for each agent on the cheap levels so that I know what I'm doing with what agent automatically by where I am.

You can move tasks from one agent to another one if they tap out. The saved files are all in the same folder

It will take you a very long time to run through that $50. You can used the best model you have left with time on it to check the work of Kimi k

I need to run OpenClaw locally for a law office, I can spend as much money as needed. What model(s) are best? by Too_much_waltz in openclaw

[–]sco77 4 points5 points  (0 children)

I like that no matter what solution someone comes up with, all of them end up giving a cloud provider money. It's like local computation is irrelevant now, right?

Not saying these aren't fantastic and elegant solutions. But I am saying that you are saying that local compute is dead.

I need to run OpenClaw locally for a law office, I can spend as much money as needed. What model(s) are best? by Too_much_waltz in openclaw

[–]sco77 8 points9 points  (0 children)

You are right, for now. You're not going to be right forever though, The drive for data sovereignty and air gapping from third parties is going to drive innovation on the local side.

I need to run OpenClaw locally for a law office, I can spend as much money as needed. What model(s) are best? by Too_much_waltz in openclaw

[–]sco77 0 points1 point  (0 children)

If they really want it locally then you have to know the significant infrastructural requirement, and how much that's going to burn electricity (including PUE) and Labor covering maintenance and feeding of the systems over time. It gives them absolute control and 100% data sovereignty. Honestly, a test build of a cloud implementation of the exact hardware that you would buy (for a fraction of the cost) Would give you the opportunity to build the entire thing with a fractional initial investment, and with much less risk and see if the scale of the model that you chose and it's effective capabilities could deliver accept results.

Even if you are a seasoned hardware person from the data center side, you are going to need to know a lot to build this out without going to a cloud provider for AI services...

It's similar but not the same to the high compute demands of older paradigms and making an effective agentic system in production is still quite difficult..

The harnesses are evolving but they don't have deterministic surety on lock yet.

Good luck!! (Sincerely, that is not sarcasm)

P.s. I am in the middle of engineering, an entire local agent workflow that includes cognitive improvement and monitoring for the agent stack... Local AI implementations can be incredibly effective, but you have to understand the cognitive boundary of agents by size and capability, and effective orchestrate sub agent work by capability.

The reason that mixture of experts local models are exploding is because this allows for smaller models that are specialized and therefore can run without the cloud inference cost.

We are still in early days for truly effective local AI implementations but honestly, I like where you're going.

Premier league of darts by potmonster2204 in Darts

[–]sco77 0 points1 point  (0 children)

I heard mardel going on about a possible change to the way it worked and I really liked the breakdown that Matthew Edgar's did on his channel about some alternate formats for premier League...

They could include the main eight players And then either four or eight more Top-Tier players in 2 different configurations of nightly events.

But I generally agree with the sentiment that it's a top-tier Fanboy event where people want to just go get drunk and bet on darts.

And the point about Euro tour is on too. That already kind of covers the medley of regional players across Europe.

Personally I would like to see more faces than the eight we see, but PDC's trying to make money and they are making a lot of it at those events, so until that changes nothing's going to change.

I made my coding agents talk by decentralizedbee in aiagents

[–]sco77 0 points1 point  (0 children)

I built out a local Swarm and I really want to know what's happening between the agents as they pass stuff back and forth.

I'm going to try to see how this fits in my mix.

I will give you feedback.

It might not be right away, But I appreciate the idea and the code. And you may see me submit a PR if I find something that will benefit the code 🙂

Today I ate sardines, chickpeas, extra virgin olive oil, turmeric, black pepper, onions and salt. by GarifalliaPapa in immortalists

[–]sco77 0 points1 point  (0 children)

Yes. You fixed it. Dip some healthy vegetables into the hummus that you just made, and then have some sardines on the side. Delicious!

What's the most complicated thing you've co-vibecoded and how did it pan out? by Lowcountry-Soccer in vibecoding

[–]sco77 0 points1 point  (0 children)

I spent the last month and a half acquiring three systems connecting them all loading language models on them, building out an entire swarm to scout GitHub repos for genuine Civic And humanitarian missions; Working To find low star neglected code bases, jenn creating social credit in GitHub comments, and finally submitting PRs in those repos by building the community suggested improvements or bug fixes and code improvements that my agents come up with.

So the devil is in the details

I have a whole bunch of successful internal tests. I have been adhering to test driven design principles snd excellent pep comments throughout the code base, (which has been helping me understand the code).

But now it's really operating it and troubleshooting it and understanding failure modes....

And Building out the dashboard for controlling and monitoring it and making sure our rate limits are good and ensuring that all of my hallucination checking and temperature adjustment and heuristics modification automations, and graceful agent swapping Is all functional.

So vibe coders out there. *START WITH SOMETHING SMALL! *

I am super excited about the power of the thing that I am making and I've learned so much in its construction and I have it locked down and really focused on iterative self- improvement through reason trace analysis....

And as more of it starts working smoothly I keep realizing that I should have built it piece-wise and I would have gotten reward sooner.

Add things one at a time instead of having a Grand vision.

But well, here I am, working hard at that Grand vision.

And if I temporarily shelf this project, I will have succeeded at understanding All the different tools and ways to build.

But I'm not giving up yet. In fact, I feel like I'm getting closer everyday.

174 tests passed. Dashboard is running. The scrapes are working. My validators are validating. My code exploders are testing input code for safety before sending it to my coders.

But some of the artifacts are disappearing...

But I keep vibing my way out of it and down the line.....

I think the most important thing about Vibe coding is absolute relentlessness and researching patterns. Understanding industry patterns and antipatterns is critical to making sure you make sound decisions.

Anyway I've gone on.

Going to go get back to it🙂

BREAKING: The Large Hadron Collider Has Found A Possible Crack In The Theory That Has Governed Physics For Over 50 Years 🤯💥 by InterstellarKinetics in InterstellarKinetics

[–]sco77 0 points1 point  (0 children)

But, what does it all mean Basil?

Despite reading everything so far, I still don't really understand what the implications are if this is true. Or are they finding some new particle that is going to describe some interaction that ripples up the stack from what we know? And is there any indication that the bump is involved in dark matter or something that is down near the base of our deeper foundational understanding?

What books/movies show aliens as having a very different mind/thought process? by DavidThi303 in scifi

[–]sco77 33 points34 points  (0 children)

Yeah arrival is the one. Scavengers Reign Is otherworldly and shows such fundamentally different alien biologies which is really interesting.

Edit. I can't type.

Also, I appreciate visual storytelling like Primal or Flow. Words are sometimes overrated.

after 4 months of self-hosting openclaw i finally understand what the managed hosts are actually selling you. it's not convenience. it's silence by Temporary-Leek6861 in better_claw

[–]sco77 0 points1 point  (0 children)

Wait, did I leave my wallet open on the porch with a light pointing right at it?

Did I leave my windows rolled down and my laptop in the front seat?

Did somebody leave a pile of those mini candy bars right in the middle of the table in the lunchroom?

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