Viewing profile — ankit219

llms are good at greedy depth first search[1]. so prompt / human needs to tell the model the breadth parts to take. and human writing the prompt here did a lot more than that. aski…

they are also working on activations (w4a8, w4a16 from what i know). if they deliver (and a big if), it means that given their market reach, they can dictate the way sub 100b param…

at a gross margin level, mostly no. if you include the cost of training a model as full R&D then possibly yes. Batch size is what you should look at. If a cluster is running and pr…

An interesting question to wonder is why these optimizations were pushed so aggressively in the first place. Especially given this is the time they were running a 2x promotion, by …

this is good. problem is google's security concerns. when people connect gmail to openclaw, google flags the activity as weird and suspend the account because of unusual activity. …

not much to do with self improvement as such. openai has increased its pace, others are pretty much consistent. Google last year had three versions of gemini-2.5-pro each within a …

> Batching multiple users up thus increases overall throughput at the cost of making users wait for the batch to be full. writer has not heard of continuous batching. this is no lo…

People are misunderstanding Anthropic's fast mode because they chose to name it that way. The hints all point to a specific thing they did. The setup is costlier, its also smarter …

Agreed. Gemini 3 Pro for me has always felt like it has had a pretraining alpha if you will. And many data points continue to support that. Even as flash, which was post trained wi…

GitHub: https://github.com/ClioAI/kw-sdk Most AI agent frameworks target code. Write code, run tests, fix errors, repeat. That works because code has a natural verification signal.…

(author here) great paper to cite. What i think you are referring to is hidden state as in internal representations. I refer to hidden state in game theoretic terms like a private …

Bounded domains require scaling reasoning/compute. Two separate scenarios - one where you have hidden information, other where you have high number of combinations. Reasoning works…

(Author here) I address that in part right there itself. Programming has parts like chess (ie bounded) which is what people assume to be actual work. Understanding future requiremn…

> And they would have won the AI race not by building the best model, but by being the only company that could ship an AI you’d actually trust with root access to your computer. an…

you are comparing post hoc narratives in the training data to real time learning from causal dynamics. The objectives are different. They may look the same in scenarios where its h…

think this particular complaint is about claude ai - the website - and not claude code. I see your point though.

Its a combination. All caps is used in prompts for extra insistence, and has been common in cases of prompt hijacking. OP was doing it in combination with attempting to direct clau…

from what i know, it used to be that if you want to assertively instruct, you used all caps. I don't know if it succeeds today. I still see prompts where certain words are capitali…

My rudimentary guess is this. When you write in all caps, it triggers sort of a alert at Anthropic, especially as an attempt to hijack system prompt. When one claude was writing to…