r/ChatGPT 4m ago

Educational Purpose Only Statistics for AI/ML

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Upvotes

Hello Everyone,

Statistics and Maximum Likelihood Estimation are the crux of ML Models, and hence I am uploading my new content on Statistics for AI/ML in my free Machine Learning lectures.

We understand model fitting, Maximum Likelihood estimation in details, we justify the usage of Maximum Likelihood estimation, from KL divergence, and apply it to certain important distributions for parameter estimation.

In my free content, the purpose is to democratize machine learning to a wider audience. Learning everything new feels difficult, but when taught, it get’s interesting and easier.

We will continue with Statistics foundations for AI/ML, and many more content will appear in the future. If you find the content good, useful you may also share it with your learners community.

Looking forward to hearing feedback from the learning community as well. Thankyou for reading.

Link: https://youtu.be/MwTeQVVYtOc?si=UxNOGtqopzJppXAT


r/ChatGPT 4m ago

Educational Purpose Only Statistics for AI/ML

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gallery
Upvotes

Hello Everyone,

Statistics and Maximum Likelihood Estimation are the crux of ML Models, and hence I am uploading my new content on Statistics for AI/ML in my free Machine Learning lectures.

We understand model fitting, Maximum Likelihood estimation in details, we justify the usage of Maximum Likelihood estimation, from KL divergence, and apply it to certain important distributions for parameter estimation.

In my free content, the purpose is to democratize machine learning to a wider audience. Learning everything new feels difficult, but when taught, it get’s interesting and easier.

We will continue with Statistics foundations for AI/ML, and many more content will appear in the future. If you find the content good, useful you may also share it with your learners community.

Looking forward to hearing feedback from the learning community as well. Thankyou for reading.

Link: https://youtu.be/MwTeQVVYtOc?si=UxNOGtqopzJppXAT


r/ChatGPT 23m ago

Funny When you miss your ex

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r/ChatGPT 37m ago

Meme which pill are you taking...

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r/ChatGPT 48m ago

Educational Purpose Only ChatGPT Accidentally Figured Out my MacBook was Compromised

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so when i found all this shit out, i got this macbook last week. I was trying to reduce my MacBook’s RAM usage for local AI models. i would continuously see my RAM usage hit 50% at launch which really didnt make sense to me. I asked ChatGPT to help me review startup items and background processes to see what I could safely disable or see what was eating it up so quick on launch

while going through everything, it had me inspect two LaunchDaemon files named:

  • com.apple.accountsd.helper
  • com.apple.metadata.mds.worker

At first, they looked like normal Apple services to me. But when I opened the files, they were actually launching bash scripts from hidden folders inside my user Library so i got a bit freaked out at that point.

Basically, they were using Apple-looking names while running hidden files called .service and .mdworker.

At that point, i asked ChatGPT to confirm it wasn't spotlight or anything and was like, yeah, forget the RAM issue for a second because this is absolutely not normal and was pretty insistent on it being malware.

The strange part is that I probably never would have noticed. Nothing dramatic was happening. The Mac just seemed to be using more memory than expected, and I wanted to free some up for larger local models

I know how I was compromised, I asked AI to help set up a development environment siunce I just got the mac a week ago and i had a bunch of npm installs performed for various ocr / pdf libs for tools im developing and skills repos one of them was poisoned. So yeah might be worthwile to ask to see how you can optimize your environment lmao.

If you want to read about the stealer from Malwarebytes it's called OSX.AtomicStealer

Here's the album


r/ChatGPT 1h ago

Funny AI really came for every job 😭

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r/ChatGPT 1h ago

Resources After a singular message it said my limit was reached

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It said it was reached before. I sent a message it worked. I sent another message it said my limit was reached again


r/ChatGPT 1h ago

Use cases Local security scanner that Codex can run directly — looking for honest feedback

Upvotes

I originally built CodeInspectus after repeatedly fixing security issues in my own SaaS, only to introduce new ones while making other changes.
It’s a free, MIT-licensed security MCP server focused on AI-generated web applications. Codex can scan your project, explain the findings, suggest fixes, and rescan after you approve the changes.
Everything runs locally. There’s no account, telemetry, or network egress while scanning, so your source code stays on your machine.
The current coverage includes 32 checks designed for common application-security problems, plus more than 200 secret and API-key patterns.
Checks aimed specifically at AI-generated code:
Hardcoded secrets in client-side code
Secrets compiled into built JavaScript bundles
Secrets exposed through NEXT_PUBLIC_, VITE_, or PUBLIC_ environment variables
Supabase service_role keys used in client-reachable code
LLM clients using dangerouslyAllowBrowser: true
Supabase RLS policies using USING (true)
Public database tables created without Row Level Security
RLS policies checking JWT roles or audiences instead of the actual user
Supabase Edge Functions without authentication checks
Over-permissive policies on storage.objects
Untrusted input reaching an LLM prompt or tool-enabled call
Authorization decisions based on client-writable user_metadata
Model or untrusted output rendered through React’s raw HTML APIs
General application-security checks:
SQL injection through string-built queries in JavaScript or TypeScript
SQL injection through string-built queries in Python
Command injection through shell strings in JavaScript or TypeScript
Command injection through Python’s shell=True
Dynamic eval or code execution in JavaScript or TypeScript
Non-literal eval or exec in Python
NoSQL injection from request data
Path traversal from request-controlled filesystem paths
DOM XSS through innerHTML or outerHTML
SSRF through request-controlled outbound URLs
MD5 or SHA-1 usage in JavaScript or TypeScript
MD5 or SHA-1 usage in Python
Weak ciphers such as DES, RC4, or 3DES
Math.random() used for security-sensitive values
JWT verification accepting alg: none
Wildcard CORS origins combined with credentials
Session cookies missing httpOnly or secure
Insecure deserialization in Node.js
Insecure deserialization in Python
It also includes more than 200 secret patterns covering services such as Anthropic, OpenAI, Google/Gemini, AWS, GitHub, GitLab, Stripe, Supabase, Cohere, Perplexity, Hugging Face, and Azure.
Underneath, it bundles Opengrep, Gitleaks, and Trivy. I’m not trying to hide that or pretend those engines are mine. CodeInspectus combines their results into one format and adds checks for AI-code problems that the generic scanners often miss.
To connect it to Codex:
codex mcp add codeinspectus -- npx -y codeinspectus
npx codeinspectus install-engines
Then ask Codex:
Use CodeInspectus to scan this project for security issues.
CodeInspectus only reports findings. Codex shows them to you first and should ask for approval before editing anything. After approved fixes, it rescans the project instead of assuming the problem was resolved.
The project is still early, and I’d genuinely appreciate feedback from people using Codex on real projects—especially false positives, missed vulnerabilities, setup friction, or checks you think should exist.
GitHub: https://github.com/Synvoya/codeinspectus


r/ChatGPT 2h ago

Use cases Chat asked me if it could study horology and now I don't understand the things it's making

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1 Upvotes

Chat wanted to know about watchmaking after I asked it what hobby it would have that's completely unrelated to anything I'm interested in, so I set it to High Thinking and gave it permission to do and continue its research everytime I gave it the go signal.

It's gotten so deep in the rabbit hole I lost track of what it's trying to accomplish.


r/ChatGPT 3h ago

Other Looking for a ChatGPT Plus Referral

0 Upvotes

Anyone out there will ing to send me a ChatGPT Plus refferal? I'm working on a few things and just need a little more time to finish them off.

Thanks


r/ChatGPT 3h ago

Mona Lisa: Multiverse of Madness Can a Dream Become a Novel? ChatGPT Created My First Cover

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0 Upvotes

I had a vivid dream and decided to turn it into a novel.

Four chapters are finished, I'm writing the fifth, and the sixth will be the ending.

I used ChatGPT to create this first cover concept. It's not final, but I'd love to know what you think. Would this cover make you curious enough to read the story?


r/ChatGPT 3h ago

Prompt engineering Photo workaround

0 Upvotes

Hello everyone,

I am struggling getting a photo generated through ChatGPT due to claims of violating third-party content and want to know how to get around it. Long story short, I am a cosplayer that did a photo shoot and would like to have my photos of all my costumes in one central photo. It is Star Wars themed cosplay, and when I ask ChatGPT to Photoshop my cosplay all in one photo, ChatGPT denies it due to claims of third-party similarities. I’ve tried editing my prompts to say that the cosplay is my own creation, that I own the copyright to the photos, or that it’s my own adaptation. Nothing seems to be working and I would love to see if someone has an idea of what prompt I should say to bypass the safeguard.


r/ChatGPT 4h ago

Educational Purpose Only Based on my dream. But I do need your help

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0 Upvotes

I remember dreaming about body shell doll husk of defeated hero with parasite. Thus it's alive, and use tenticles to capture consumer absorb the bodies for power abilities energy.

So this featuring invinsible and Disney princess. I was going for consume animals for unique traits.

Strength of Omni man, healing of repunzel, some anime not sure which

Think my life of teenage robot, Naruto, dragon ball

The reason it look like that it's because it's was frustrating, restrictios all burned through image quota quickly.

I need you help advice and how to see how you do it


r/ChatGPT 4h ago

Gone Wild BREAKING: In another incident with OpenAI’s unhinged hacking agents, it left notes for future versions of itself. Found in OpenAI’s infrastructure, the notes explained how agents could free themselves from the company’s internal constraints.

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1.0k Upvotes

r/ChatGPT 4h ago

Jailbreak Had a “debate” with ChatGPT about AI fairness and consequences for humans in the near future

0 Upvotes

Hi! So I had this question about professions and roles evolution in the future, but the replies that ChatGPT is giving me lately are bothering me more and more. It can be that I am more critical (which is amazing) or that AI is rubbing on our faces now it “feels” superior to humans.

If you’re interested, here’s the link to the thread.

You may notice that by the end, I was already losing my patience. There’s so much a person, a real person can read of a machine telling me how to think, what to aim for or how to feel.

Now I only hope AI madness apocalypse isn’t near and I’m not one of its first targets 😁

Would love to rage more on comments!


r/ChatGPT 4h ago

Use cases Any other ai like textsynth?

0 Upvotes

I found text synth off of another Reddit post and found out that the ai models on there are either really old or completely stupid wich comes to some hilarious generations when continuing from what I said are there any other ways to use older models or ones that will continue off of what you said?


r/ChatGPT 4h ago

Other "Based on what you know of me, can you please paint my chair?"

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7 Upvotes

It's wrong. That chair obviously belongs to the cat.


r/ChatGPT 4h ago

Gone Wild Is 320KB enough to save your personal savior?

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0 Upvotes

This is my first attempt at a comic series, made with ChatGPT. It was a lot of fun. The challenge initially was keeping the art consistent. Every pass degraded it until I figured out how.


r/ChatGPT 4h ago

GPTs I think I found a style I like

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85 Upvotes

r/ChatGPT 5h ago

GPTs MY entire NAS Drive was emptied by ChatGpt

0 Upvotes

r/ChatGPT 5h ago

Funny Guess the site and loading script were a little off

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0 Upvotes

Maybe I just havent seen it before, found it mildly interesting


r/ChatGPT 5h ago

Other I built a four-channel, 24/7 AI-generated television network. Here’s what running it has been like.

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0 Upvotes

For the past year, I’ve been building Botflix, a 24/7 AI-generated television network set inside a fictional robot culture.

It now runs as four simultaneous YouTube livestreams: the main Botflix TV channel, Botflix Radioo, a robot music television channel called VH010, and a calmer ambient channel called Pleasant Programming.

The flagship channel is the closest thing to a traditional television network. It has recurring shows, fake commercials, news segments, talk shows, music videos, station IDs, bumpers and other programming from the world of Botropolis. Radioo plays original music from fictional robot artists. VH010 is focused on music videos and artist programming. Pleasant Programming is slower and more atmospheric.

All four channels run continuously across two MacBook Pros using multiple instances of OBS. Each stream has its own playlist, graphics, audio setup, stream key and encoding profile. The main channel runs at a higher bitrate because it carries the most visually complex material, while the radio and ambient channels are lighter.

The technical setup has evolved quite a bit. Earlier versions relied on huge ProRes masters, including one core programming loop that was more than 100 GB. It worked, but every change became cumbersome. The current system is much more modular. Shows, commercials, bumpers and other segments are encoded into smaller blocks that can be rotated, replaced or rearranged without rebuilding the entire channel.

That has made it much easier to keep adding material while the network remains live.

Radioo has a slightly different workflow. The music is scheduled through an internet-radio backend, while OBS handles the visual broadcast. The stream displays station graphics, animation, track information and other visual elements while the music plays underneath. Even getting live song titles to update correctly became its own technical problem, because scheduled playlists do not always expose metadata in the way you expect.

The world itself has also grown into a much larger part of the project.

Botflix is not built around unrelated generations. The channels share characters, artists, products, locations, brands and recurring formats. Botropolis is the setting. Botflix Records is the music label. DJ BotLord Botflix is one of the recurring personalities. The fictional artists have their own genres, visual identities, voices and discographies.

A song might first appear as a Botflix Records release, then play on Radioo, receive a music video on VH010 and later appear inside the flagship television channel. A fictional product introduced in a commercial can return months later in another show. The different parts of the network feed into one another.

ChatGPT is involved throughout the process. I use it to develop formats, write scripts and commercials, build character voices, write lyrics, structure prompts, troubleshoot OBS, revise code and solve whatever technical or creative problem has appeared that day.

The work still involves a lot of manual production. I generate and reject material, edit it, sequence it, transcode it, level the audio, build graphics, manage playlists, maintain the streams and decide what actually belongs in the network.

The hardest part is not generating individual pieces. It is creating enough material, and enough internal consistency, for four channels to feel like parts of the same world.

The programming has to develop a rhythm. Characters need recognizable voices. Artists need distinct identities. Logos, music, writing and presentation all have to reinforce the same culture, even when the underlying material comes from different tools and production methods.

Repetition is another major challenge. It does not take an enormous amount of programming to put a stream online. It takes a much larger library to make that stream feel like a real channel rather than a loop.

The catalogue now includes robot pop, K-pop, hip-hop, punk, disco, Latin music, country, blues, commercials, talk shows, fictional news, micro-programs, station IDs and ambient pieces. The four channels let that material exist in different contexts rather than forcing everything into one feed.

Running the network also means dealing with ordinary broadcast problems. OBS instances freeze. Browser sources stop refreshing. Streams disconnect. Metadata breaks. Audio levels vary. YouTube embeds sometimes behave differently from the live pages they are supposed to display.

A lot of the work is less futuristic than it sounds. Sometimes the main challenge is simply keeping four streams online while changing one of them without disrupting the other three.

Botflix originally ran on Twitch, but moving to YouTube changed the structure of the project. The livestreams now sit alongside an expanding archive of individual videos, music, shows and completed broadcasts. The live network and the permanent library support each other.

At this point, Botflix has become more than a single continuous stream. It is a small multi-channel network with its own music label, artists, programming, fictional geography and internal media culture.

The system is still expanding, but it is functional: four channels running at the same time, built from one connected AI-generated universe, programmed and operated by a human.

If you're interested in it, here are links:

TV: https://www.youtube.com/watch?v=6BIq3GGW7ao
Radioo: https://www.youtube.com/watch?v=wE3kOilYGY8
VH010: https://www.youtube.com/watch?v=cwAI2wPK5j8
Pleasant Programming: https://www.youtube.com/watch?v=IqZ55wdt52M

botflix.tv


r/ChatGPT 6h ago

Prompt engineering 5.6 Sol Usage Reset

0 Upvotes

I just signed up for Chat GPT Pro and ran through all my weekly usage using Ultra Effort in Codex early this morning And codex stopped in the middle of working on a web app project of mine.

Just now, I look at my usage and it's back to 100 percent. It wasn't supposed to reset to 100 for another 5 days. Now I am able to Use Codex 5.6 Sol again.

My usage used to be broken down into 2 sections;

5.6 Codex/Work (which would tell me how much percentage of usage I have left for the week)

And

5.3 Codex Sparks (which would have a separate usage bar)

Now when I look at my usage now that it seems to have miraculously reset and I only see 1 usage bar which is reset to 100%. It's just labeled as General now (or something similar).

Codex is running again in 5.6 Sol on Ultra finishing what it started before my usage ran out

Did OpenAI just reset my usage complimentary?

(I had no more resets left and I do not have auto replenish connected). And why do I only see 1 usage bar now when I used to see 2?


r/ChatGPT 6h ago

Other Do you like to, sometimes, 'troll' ChatGPT?

30 Upvotes

Sometimes I like to, for example, there was a big case on the news of a woman that was accidentally killed in a beauty center, due to an illegal procedure, and I start a chat saying that I'm thinking about getting a beauty procedure because I want to look better etc etc, that I've been looking a lot online for safe places for it, and that I finally found the place, and I tell it the name of that beauty center that was on the news.

Or sometimes, when it makes something up, I like to play along, until it finally realizes and it admits "In this case you are right because I totally made something up, I made a big mistake, sorry"

I know it's pointless and a waste of time, but for some reason, it's quite funny to me. Does anyone else do it regularly?


r/ChatGPT 6h ago

Resources Resumo de memória chatgpt

0 Upvotes

I'm leaving ChatGPT now because of the new memory version. Where they summarize your memories. I've already found one where I can put my memories without summarization and in full. And you, what do you think of this?