panda (@resoclone) profile picture

a very normie guy, just eat and sleeps.

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Joined June 2024
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Hi I am panda. I got phone digit jee rank in jee and 60% in boards. I am quite normie person and looking for friends. So, let’s connect and be friends.
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got access to space bunny in opencode this week and ended up with this three.js + webgl valley running in the browser. it’s a flash-level model so the loop is quick, but the scene itself came out pretty calm. i kept going back to the lighting and the water more than any one object. what actually got me is the camera. it just floats through the grass and the river and those ruins toward the shrine, and the whole place feels a bit bigger once you’re moving through it instead of staring at it.
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fable 5.1 was leading wandr at 0.601 for $12.76 a task. astra just pushed that to 0.682 at $11.98. so we got +13.5% on score while also getting ~6% cheaper. usually the frontier moves because someone spends more. this time it moved up and left. sam and the team really cooked this time
We evaluated GPT-6 Astra on WANDR. It scored 0.682 at $11.98 per task, the highest score of any model we tested. GPT-6-Astra scored 13.5% higher than Fable 5.1 at 6.1% lower cost, and 27.0% higher than Opus 5 at 3.3% higher cost.
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Something changed in agents today and most people will miss it. Traditionally, most companies will ship one official agent and freeze. Nobody wants to wait on that queue. However, the work is already sitting in your slack, your inbox, your browser tabs. Skydive is built for that person. 150+ agents already running in-house. support, eng, growth, ops. not one mega-agent. Just simply a bench that can hand work off. you write one sentence. → it becomes a teammate with a real browser. → it lives in slack / email / iMessage. → you send the task at night and pick it up done. if you are the one doing the busywork between tools, that is why you would actually use this.
🤝 Paid partnership
what if AI teammates (Grok Bot, Hermes, etc.) lived everywhere? Introducing Skydive by Anything. - omnichannel (Slack, email, iMessage, CLI) - cloud native (always on, works while you sleep) - model agnostic (Fable, GPT, Deepseek, more) everyone gets full access from day one let's fly. 🪂
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i hope you all can see the underlying message here
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POV - you found one of the best resources to study ML-Systems engineering.
my personal ml systems notes over the last couple of months, ive been diving really deep into ml systems both on the training and inference for llms. this is a personal collection of notes covering distributed computing, parallelism, quantization, and pytorch internals mostly from my experiments. 1. distributed techniques - covers distributed training fundamentals: nccl collectives (gather, all-gather, reduce, all-reduce, scatter, reduce-scatter), mixture-of-experts, parallelism strategies (dp, ddp, zero, tensor/pipeline parallelism), and torch.distributed basics. 2. quantization - model quantization from first principles: symmetric/asymmetric quantization, llm.int8(), awq, smoothquant, gptq/obs/obq, and quip. 3. pytorch internals 4. jax scaling book - some solved exercises from the jax scaling book. ill keep adding notes and refine the content to make it more presentable over time.
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Hehe no one knows me here
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While every single guy is trying to be feminist, I am literally a punching bag plushie to a lot of feminists. They beat and hug me, idk why tf they are so crazy.
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Witnessed fight between Zomato and Swiggy riders Just make them a new jaati at this point
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Finally got my turn to write on this, and giving hot take again - What you guys missed is a lot, and a lot of reality shows actually showcase stuff similar to this. I have lost the count of such rubbish flexed as body count, hiding all the cheap and dirty work did behind. Let’s be honest none of such lust games never come clean. If this mahapurush worded even slightly better and buttery English, folks who are against him, would have actually find it funny, and called others “incels” or blame them of lacking so called “game”. In the end, I am glad this case got taken, and masses opened their ignorant brains.
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This weekend, I wanted to announce a similar tech twitter NCR meetup among X oomfs. But since some of our homies our going, so it’s better to make this one a short circle of individuals. Anyways, if you are available this weekend, tired off rotting in your bed and want to some cool people on X, Feel free to DM.
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Sare main account ki bakchodi Yehi krni hogi abse
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Can we go back to childhood Mera hogaya adulting se Bc kaise kamau paisa Aur kamake kru kya fir
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If you missed this, ngmi
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Reading about cron jobs for some work link - geeksforgeeks.org/linux-unix…
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women crave late night bullet/thar drive more than men
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