Rajneesh Tiwari

DS | Kaggle Competitions Master

[Rajneesh Tiwari @Tiwarihere]

Looking back at 2022 achievements: A 🧵

𝐊𝐚𝐠𝐠𝐥𝐞: Fulfilled target of more than 200 hours effort.

1. KaggleDays competition 'Nowcasting' - 3rd
2. KaggleDays competition 'Gaps in Gaps' - 4rd
3. KaggleDays competition 'Code...bug' - 3rd

[Rajneesh Tiwari @Tiwarihere]

@pandaym Some random math games.

[Rajneesh Tiwari @Tiwarihere]

You cant create even simple games for 3yrs old with Fable before running out of session limits.

[Rajneesh Tiwari @Tiwarihere]

@pandaym Lol. 🤣

[Rajneesh Tiwari @Tiwarihere]

WTAH.

Does shit like this really exist? I mean I get the caricature of wolf in sheep's clothing, and the correlation with societal disruption; but man why make it so apparent with your logo.

So fucking weird.

[Restore The Empire @empire_res66190]

The Fabian Society's coat of arms is literally a wolf wearing a sheep skin. (A wolf in sheeps clothing) as the saying goes. This is what Starmer was a member of. And im pretty sure so is Andy Burnham.

[Rajneesh Tiwari @Tiwarihere]

@pandaym Congratulations @pandaym

[Rajneesh Tiwari @Tiwarihere]

@amitmalviya IT cell lead implying BJP is following in footsteps of Congress. Wah!

[Rajneesh Tiwari @Tiwarihere]

@brahma_4u He is not wrong. Game is largely over for India. We can only catchup, like most of the world.

Bright spot is that we have a huge unease about lagging behind, so maybe we can do something, but I am not sure.

[Rajneesh Tiwari @Tiwarihere]

Hey...wtf. Dont fuck the plebs man. We need access to Fable 5.

[Pliny the Liberator 🐉󠅫󠄼󠄿󠅆󠄵󠄐󠅀󠄼󠄹󠄾󠅉󠅭 @elder_plinius]

👁️👄👁️

[Rajneesh Tiwari @Tiwarihere]

4500 PRs a day? What are they doing? Building rockets.

[ClaudeDevs @ClaudeDevs]

Boris sat down with Spotify VP of Engineering Niklas Gustavsson.

Spotify ships 4,500 production deploys a day, and 73% of PRs are now AI-assisted.

[Rajneesh Tiwari @Tiwarihere]

Plebs get access?

[Greg Brockman @gdb]

GPT-5.6 Sol preview — it's a good model:

[Rajneesh Tiwari @Tiwarihere]

@viditchess I got a 4090 back in 2022 at 2L INR from HK. India prices were atleast 1.5x at that point.

[Rajneesh Tiwari @Tiwarihere]

Seems like Gemini is doomed.

[John Jumper @JohnJumperSci]

A bit of news: After nearly 9 years, I have decided to leave Google DeepMind and join Anthropic (after taking some time to recharge). I am incredibly grateful for my time at GDM. @demishassabis took a real chance letting me lead the AlphaFold team just six months after finishing my PhD, and the entire GDM team taught me so much about how to do great science. GDM is a special place, and I’ll still be excited to hear about what amazing things they discover next.

[Rajneesh Tiwari @Tiwarihere]

Ensembles are so back !!

[huihui.ai @support_huihui]

Rio-3.5-Open-397B ≈ 0.6 x Nex-N2_pro + 0.4 x Qwen #4

It looks like it would be better for us to directly ablate nex-agi/Nex-N2-Pro.

https://t.co/I1jBHZtPFj

[Rajneesh Tiwari @Tiwarihere]

What software stuff do Indian MSMEs need desperately. I recall @prakdadlani posting something at some point, but would be good to see whats needed.

[Rajneesh Tiwari @Tiwarihere]

@AdityaRajKaul Not quite true.

[Rajneesh Tiwari @Tiwarihere]

No, infact its the opposite, China leads in open sourcing its models.

Oftentimes, going above and beyond in open sourcing infrastructure optimization receipts etc as well.

[Aditya Raj Kaul @AdityaRajKaul]

US adopts China Model.

US Govt, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees.

[Rajneesh Tiwari @Tiwarihere]

I pray that the Chinese were almost done distilling Fable atleast.

[Anthropic @AnthropicAI]

The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees.

The net effect of this order is that we must abruptly disable Fable 5 and Mythos 5 for all our customers to ensure compliance.

Access to all other Claude models is not affected.

We apologize for this disruption to our customers. We believe this is a misunderstanding and are working to restore access as soon as possible.

Read our full statement: https://t.co/bwn0sximKZ

[Rajneesh Tiwari @Tiwarihere]

@__paleologo Yep. For most practical purposes opus 4.7/4.8 is good enough given its price.

[Rajneesh Tiwari @Tiwarihere]

Umn...yeah codex cannot read x Mn rows of data but it can invoke pandas or polars etc to do so. It can also look at patterns and do analysis via tool calls to the frameworks.

Autoresearch solves for most of what the author says it cannot do.

[Karan🧋 @kmeanskaran]

Answer for ML Engineers:

Codex can't read 650M rows of data.
Codex can suggest feature engineering techniques and code but can't perform observation and analysis.
Codex can write PyTorch code but can't execute it to check local minima convergence.
Codex can do offline evaluation but not online evaluations.
Conceptual drift and data drift can't be fixed with AI yet.
Codex can't provide business metric improvements.
Codex can write scripts but can't run MLOps pipelines.
Codex can't run A/B tests in production.

Codex can only write code, but ML jobs require experiments and observations.

If you use Codex for this then be ready to exhaust 4x times more with loop of errors