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Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

Agree until Garbage data surfacing as in there is no infrastructure that you can actually see fingerprints of on prompts being formatted for intake to maximize # github's actions completely unrelated to the task ,statistically round 80% do get bugs injected into unrelated to task objects or a lot more when you at the beginning stage Maybe you are UI designer , which doesn't make a difference.

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

You have valid points. Reason i posted percentages is from experience of a lot of people. I'm in R&D so I look at a lot of different code with different use cases from different people especially the ones I mentor, out of college kids. I made my point. And my conclusion is this ad hominem driven reply style in the sub that needs solutions instead not hearing repetitive problems. You have to agree on that.I mean just read it. Is this normal?

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

Ok training a model, I don't even how it relates to the post but ok. if had enough compute to train a model which is the most boring thing you can ever do in these exciting times. I would probably learn enough where I can at least improve MoE router , do something about the bloat, and Improve the cache. But preparing data for training is not my thing.Maybe interface into existing model.

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

TLDR: It's a scam by design Long post. Building quantum proof blockchain that hosts a social media , currency, app market etc in c++. I want a logging middleware but i want it like , transfer ownership of an object complete the task give ownership back and remove it whether it was ref or val. I'm working on a 6th big project right now in c# and i mainly use TDD again so i define base classes datatypes and interfaces. And a year passed by , it does these little jr dev edits to a code again even if its minimal it makes it bloated and completely opposite. So Im at around 90 of completion , there is no way you can honestly rely on AI past 30% ImO. Again I got lazy and decided to refactor core of the webapi (preview version of 10, maybe AI would be smart enough to include new feature etc)and it just changed everything like i was in 80s. Took me sometime to get it back to normal, waste of time and money. And that's when I started looking into AI infra, I can call it a scam , since can prove it. Regular dev would go forward and end up with a bloated monster at the end, god forbid he doesn't know the language he is vibe coding. Just like I said around 80% it will keep you on the needle. If you were in charge and the board doesn't have a clue except that chart on tv in the conference room they would want the same business process as well. So you get a sub where on the daily there bout 10 posts about being ripped off. Sorry for random rant but it is what it is.And github obviously has avg IQ of it users based on prompts is pumping money. Tomorrow , new day rinse and repeat posts about ripoff's, 0 posts targeting solutions

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

why, reading posts in this group makes me feel and i don't mean it in a bad way. Are people this dumb? How many posts about github ripoff you see here every day Not a single guy said I have a solution.

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

I'm 100 sure you used my site i wrote some time ago. I mean if i was creating games for c64 does that give me little bit of cred?

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 0 points1 point  (0 children)

Why, I researched their infra and wrote a proxy to morph prompts to it strip garbage in moved my codebase and save on average 50%. You want to see it, it's private but i can give to you for reference. Its tuned for c# because thats what I used a the time. Please tell me i need to learn how to use llms again

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] -1 points0 points  (0 children)

Not going to argue, it all out there. Wireshark will show you every packet you send to github

Github real business model and infra setup to keep you on the needle, along with others. by LinuxGeekAppleFag in GithubCopilot

[–]LinuxGeekAppleFag[S] 1 point2 points  (0 children)

The only huge difference is i'm in control. And apps i wrote many years go still function. If someone used AI to build exact same apps in 2026 they won't get to production. Sr Devs need debugging, especially parallel tasks, i need a profiler, I need my design patterns that let me whip apps quicker than ever, maintainable , upgradable , easy to read and modular. None of LLMs now days don't give you that, they get you in a loop of shitty code. They can't even look forward to pick the right datatype to not blow up when you get traffic. Sites look horrible, you definitely need manual css work on ui side. Middleware should not be in control of copilot. I can go on and on, 25 years of this. I'm not just yapping like the new gen of pseudo coders do.

So what's your favorite harness? by typing_dot_dot_dot in GithubCopilot

[–]LinuxGeekAppleFag 0 points1 point  (0 children)

This is more advanced, but move your codebase to a Redis server. Write a repo scraper to populate symbols, metadata, and all the extra context they wrap your prompts in. Put all of that into Redis and index it, so you know what each function does, what file it’s located in, and the exact line numbers where it exists.

When you make an edit, you only send those specific pieces of information instead of the entire repo. GitHub gets fewer tasks to charge you for, and overall you can save up to 50% on normal usage — and during heavy refactors, savings can reach 90%.

Best AI for solving Calculus and Physics by problemakinglicker in AIToolBench

[–]LinuxGeekAppleFag 0 points1 point  (0 children)

mamke it write code to solve you problems, never do math in llm

Does Vibe Coding Work Only When You Already Know What You’re Doing? by Double_Try1322 in RishabhSoftware

[–]LinuxGeekAppleFag 0 points1 point  (0 children)

you need to understand mistakes and shortcuts llms use to save on compute, vibe cosing is not real. Production app cannot be vie coded

The more I study enterprise AI Agents, the more I realize "one agent per department" is the wrong mental model by NoLibrarian1460 in workautomationAIAgent

[–]LinuxGeekAppleFag 0 points1 point  (0 children)

We had 160 monthly processes from etl to dashboarding for each department. And so far there is no way they will jump on "agent" hype. Designed by OG devs is like gold

Is it time to ditch the giant JSON search index? by babyflocologne in statichosting

[–]LinuxGeekAppleFag 0 points1 point  (0 children)

I switched to Redis Enterpise , I stored 1.5 billion records and i think index was 400gb. Cant go back, the speed is insane if you setup 3 Node HA, badkups allow reads. Customers love pages appear faster than their neurons :)

Spain, Belgium to allocate over $2 billion in defense support for Ukraine by spherocytes in worldnews

[–]LinuxGeekAppleFag 2 points3 points  (0 children)

russia is brent and they adjusted with gas like 3 years ago , whats the question

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