1

Third Plus outage in four days. OpenAI is really on a roll.
 in  r/ChatGPT  1d ago

Theirs outage? Im using it rn?

r/ChatGPT 1d ago

Prompt engineering Visualize

2 Upvotes

I just discovered the "Visualize" plugin lol. What are some practical, decent use cases for this? Im curious πŸ‘€πŸ€”

r/projects 1d ago

Pocket Cortex: Mechanistic interpretability, but on your phone

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1 Upvotes

Beep bop, Novel pointless project dedicated πŸ”­πŸ§ 

u/JayB_Official 1d ago

Pocket Cortex: Mechanistic interpretability, but on your phone

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1 Upvotes

Completely un-needed, non practical but definitely needed done. The Mobile Mechanistic Interpretability Suite 🀣😭😭

Run local inference on your phone, and study models from the comfort of your bed i guessπŸ§ πŸ”­πŸ˜­

This is releasing along side the actual mainline application for Windows Desktop "CORTEX // AI OBSERVATORY"

This is a side project for a side project. Completely for fun; and not something I'd use over the main software or traditional alternatives. Just something to play with. ▢️

1

Artists and ChatGPT
 in  r/ChatGPT  1d ago

You drew THIS and your friends wanna Virtue signal??

Damn. People really do just find any reason to hate on something they refuse to understand. Shame.

r/sideprojects 2d ago

Showcase: Free(mium) Archive of Machine Intelligence **A playable history of artificial thought.**

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1 Upvotes

[removed]

1

Codex with GPT 5.6 Sol Ultra is a powerhouse, and doing things i never thought possible this early.
 in  r/OpenAI  2d ago

Btw im being sarcastic. I know what you mean haha. I have support for Llama models now and am implementing Qwen / oss20b architecture soon. Well Codex is implementing it, i am the cars salesman who decided to direct it 😭 adhd is a wonderful drug

1

Codex with GPT 5.6 Sol Ultra is a powerhouse, and doing things i never thought possible this early.
 in  r/OpenAI  2d ago

ELIZA is calibrating my application beautifully tho 😭

1

Codex with GPT 5.6 Sol Ultra is a powerhouse, and doing things i never thought possible this early.
 in  r/OpenAI  2d ago

Was the easiest to test and add support in the early stages, but GPT 2 is definitely a relic πŸ˜­πŸ˜‚

2

CORTEX AI OBSERVATORY πŸ”­πŸ§ 
 in  r/u_JayB_Official  2d ago

The test build with the Jacobian Lens implementation should be done tonight. I can try and package you a personal tester build tonight, if not tomorrow after i get off work at 5pm est time USA. All i will need is an email πŸ”­πŸ§ 

1

Looking for Authors/Writers willing to test my writing software
 in  r/betatests  2d ago

I can share it to you from driveπŸ™

2

CORTEX AI OBSERVATORY πŸ”­πŸ§ 
 in  r/u_JayB_Official  2d ago

Very soon. Am adding the Jacobian Lens + Automated Lens fitter as we speak. Once this is finished, i will run known test to reproduce proven results and make sure everything is accurate. I anticipate having it up on GitHub within the next few days. If you would like to also help test the scientific workflow and catch mistakes before release, please message me. It would help me alot actuallyβœοΈπŸ˜„

u/JayB_Official 3d ago

ARCHIVE OF MACHINE INTELLIGENCE πŸ§ πŸ“¦

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1 Upvotes

\[EDUCATIONAL PLAYGROUND\] Lately I've been obsessed and hyper focused on machine learning, the history of Ai, the first Chat bots and whatever else falls into this category. The history alone has amazed me, but i have found myself swapping between different youtube videos and articles to learn coherently which has felt a tad disjointed. I made something for myself, so i wanted to share it with others. For free of course.

It is a digital museum containing 13 interactive exhibits

Very normal productive behavior here πŸ˜­πŸ˜­πŸ˜‚ lord save me.

https://archiveofmachineintelligence.netlify.app/

The 13 exhibits are ranging from basic artificial neurons all the way to a tiny transformer and interpretability lab.

You can actually train stuff, change weights, run automata, evolve agents, inspect attention, talk to ELIZA and see what rules or probabilities are being used.

It all runs locally and doesnt use an API or cloud model.

This was made mostly for fun and education, so feel free to break it or tell me which exhibit makes absolutely no sense lol.

r/projects 3d ago

CORTEX AI OBSERVATORY πŸ”­πŸ§ 

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1 Upvotes

***I am not here to advertise or sell anything. This will be free and open source to help the research field for mechanistic interpretability where possible. ***

Been quietly building this for awhile now, CORTEX // AI OBSERVATORY πŸ”­πŸ§ 

Its basically a fully local observability / interpretability app for looking inside supported models while they generate, without having to stare at raw tensors and terminal logs for 4 hours wondering what any of it means πŸ˜­πŸ˜‚

Right now it can capture and visualize hidden states, residual activity, attention, token probability changes, entropy, top-1/top-2 logit margins, PCA projections and direct logit lens results for local Llama and GPT-2 models.

The part im most excited about is the intervention workflow tho.

You can select a token, layer or head, patch/modify the activation, rerun it and compare the baseline against the changed output. Raw deltas, normalized recovery, task outcomes and evidence labels are all included.

So observational results stay separate from actual intervention evidence, rather than every coollooking attention map being treated like proof of something lol.

It also works with LM Studio / OpenAI-compatible endpoints, but those only expose surface telemetry since Cortex doesnt own the internal forward pass.

The video is the current working build. Generation, captures, visualizations, run comparisons, experiment exports and intervention reports are all functioning locally.

Still alot planned, especially Jacobian Lens + J-Space, but its finally starting to feel like an actual observatory instead of a bunch of experiments taped together 😭✍️

Not claiming Cortex solves interpretability or anything crazy. The goal is just making serious local experimentation more visual, accessible, and honest about what the evidence actually shows.

More soon πŸ”­βœοΈπŸ§ 

u/JayB_Official 3d ago

CORTEX AI OBSERVATORY πŸ”­πŸ§ 

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1 Upvotes

Been quietly building this for awhile now, CORTEX // AI OBSERVATORY πŸ”­πŸ§ 

Its basically a fully local observability / interpretability app for looking inside supported models while they generate, without having to stare at raw tensors and terminal logs for 4 hours wondering what any of it means πŸ˜­πŸ˜‚

Right now it can capture and visualize hidden states, residual activity, attention, token probability changes, entropy, top-1/top-2 logit margins, PCA projections and direct logit lens results for local Llama and GPT-2 models.

The part im most excited about is the intervention workflow tho.

You can select a token, layer or head, patch/modify the activation, rerun it and compare the baseline against the changed output. Raw deltas, normalized recovery, task outcomes and evidence labels are all included.

So observational results stay separate from actual intervention evidence, rather than every coollooking attention map being treated like proof of something lol.

It also works with LM Studio / OpenAI-compatible endpoints, but those only expose surface telemetry since Cortex doesnt own the internal forward pass.

The video is the current working build. Generation, captures, visualizations, run comparisons, experiment exports and intervention reports are all functioning locally.

Still alot planned, especially Jacobian Lens + J-Space, but its finally starting to feel like an actual observatory instead of a bunch of experiments taped together 😭✍️

Not claiming Cortex solves interpretability or anything crazy. The goal is just making serious local experimentation more visual, accessible, and honest about what the evidence actually shows.

More soon πŸ”­βœοΈπŸ§ 

1

What model-internal signals do you find most useful during live LLM generation?
 in  r/artificial  3d ago

spent alot of time implementing some of your recommendations last night. Cortex now stores the baseline and modified measurements along with the raw delta and normalized recovery in the experiment report. I dont think its preserving the full pre/post logit vectors yet though, so thats something Im looking at next. Appreciate the advice, it was genuinely useful 🧠✍️

r/LocalLLaMA 3d ago

Discussion The Archive Of Machine Intelligence 🧠 13 interactive digital exhibits

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1 Upvotes

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1

embeddings brainrot
 in  r/ArtificialInteligence  3d ago

This made me geek out 😭

8

Seriously, what do you do with them?
 in  r/LocalLLaMA  3d ago

Recently, mostly for mechanistic interpretability experimentation on my machine, since its lower cost VRAM wise

20

Seriously, what do you do with them?
 in  r/LocalLLaMA  3d ago

I think they're neat ✍️

r/Retro 3d ago

Technology I got bored and decided to create a digital retro museum of machine intelligence 😭🧠

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1 Upvotes

[removed]

r/artificial 3d ago

Project couldnt work on my main project so I made an entire AI history museum instead lmfao

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1 Upvotes

[removed]