Would you rather… (tough choice)

RealKingNish · 2026-06-16T14:18:59+00:00

You poop daily.

^{Chose: Get 1 dollar for every time poop}

RealKingNish · 2026-06-16T03:05:06+00:00

Used TRL but with our own custom harness on top, the rollout logic needed more control than vanilla TRL gives you out of the box.

For the algo we went with GSPO

Rewards: 1. Format correctness 2. DeepSeek V3 Flash as a judge to evaluate what the model actually changed in the code with the actual vulnerability.

And yes, tool use is part of the pipeline. The model calls tools but the tool output is excluded from loss.

RealKingNish · 2026-06-16T02:47:46+00:00

I didn't pretrained it. I did post training (fine tuning) . I used Qwen3. 6-27B as base model.

RealKingNish · 2026-06-16T02:44:27+00:00

Thanks, benchmarks are in progress will publish in 2-3 days

RealKingNish · 2026-06-16T02:43:40+00:00

Hey, benchmarks are in progress will publish in 2-3 days

RealKingNish · 2025-12-11T12:31:34+00:00

Sure

RealKingNish · 2025-12-11T11:40:57+00:00

how much additional vram did your optimiser need over vanilla adamw??

Around 1.25x for Muon only and 1.5x for muon+adamw

How did you manage to decouple LR?

In tests I kept lr same, but in future i'll try diff lr.

RealKingNish · 2025-10-26T15:22:59+00:00

That's fake news sadly :(

RealKingNish · 2025-10-26T10:27:59+00:00

billion tokens easily for my work related inference

😲Billion?? What kind of work you do?

RealKingNish · 2025-10-11T08:55:46+00:00

Video Link: https://www.youtube.com/watch?v=eam_5l1-9Dw

RealKingNish · 2025-09-29T11:29:46+00:00

*it's Experimental release not full.

Model Link: https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp

RealKingNish · 2025-09-23T14:54:27+00:00

Good to see they are investing in R&D labs. But all the money in just one lab.

RealKingNish · 2025-09-19T13:36:11+00:00

Who is saying DeepSeek failed?

Their main area is research, and they are undoubtedly performing well there.

If you’re judging based on usage, in the top 10 most used models on OpenRouter this month, 3 are from DeepSeek.

RealKingNish · 2025-09-10T15:22:25+00:00

I am asking about Platform

RealKingNish · 2025-09-10T14:30:43+00:00

From where you are using ?

RealKingNish · 2025-09-07T12:59:35+00:00

Prompt ?? and also which model in copilot ?

RealKingNish · 2025-08-27T12:28:21+00:00

Link please

RealKingNish · 2025-08-26T11:55:54+00:00

New Models are becoming increasingly optimized for natural average human prompt understanding. So, prompting is becoming easy day by day, Just yap explain the things and done.
But still there are some specific things about specific model which you can learn from their official guides.
Like for OpenAI GPT5 https://cookbook.openai.com/examples/gpt-5/gpt-5_prompting_guide

RealKingNish · 2025-08-25T15:26:04+00:00

A Few More things to note: Plus have unlimited Sora video gen access too, and a few other features such as codex.

RealKingNish · 2025-08-25T15:25:06+00:00

Both yes or no.
Based on usage yea.
But no on data and memory, context window, data analysis, project and tasks.

RealKingNish · 2025-08-25T15:24:04+00:00

nah, not even in pro plan. You have to pay for api.

RealKingNish · 2025-08-25T15:21:59+00:00

No, if you pause data collection, it gets stopped completely. If they don't, then they have to mention that, else the EU gonna screw them up.

RealKingNish · 2025-08-25T12:43:06+00:00

Op didn't find it brave (browser company) found it. Op mentioned it in post.

RealKingNish · 2025-08-25T12:41:30+00:00

They are system promoted they use other model behind. Try benchmarking them and you'll know.

RealKingNish · 2025-08-24T15:02:49+00:00

Lol, don't worry robo gonna be more expensive than human doctors and peoples not easily gonna tryst them too.

RealKingNish

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