Garv ∇

Reading papers. Building models. Occasionally understanding them.

[Jacky Kwok @jackyk02]

Introducing Contrastive Language Model (CLM): an ultra-fast System One Model trained with a contrastive learning objective that connects states and actions.

CLM-8B is pre-trained on internet-scale data and delivers up to 9× faster inference than Jev ⚡ while achieving comparable performance across computer-use, gaming, and tool-calling tasks.

With lightweight fine-tuning, CLM-8B sets a new SOTA on challenging agentic coding benchmarks, such as DeepSWE (81.6%) and Terminal-Bench 2.1 (87.6%). In contrast, Jev fails to serve as an effective verifier for these long-horizon tasks.

We also build an efficient training and serving infra for CLMs by disaggregating states and actions, allowing their embeddings to be cached and reused independently. This substantially reduces inference latency in settings where the state evolves continuously while the action set remains fixed.

Finally, we establish scaling laws for CLMs and show that the test contrastive loss decreases predictably as a power law in training compute, model size, and dataset size.

📄 Blog: https://t.co/zwi9JOHKGx
💻 Code: https://t.co/rsHRYCGR8I
🗣️ Discord: https://t.co/Uqtdefvo3J
🤗 Data & Models: https://t.co/wdSWGGO3hu

More details on CLM’s architecture, data recipe, and scaling laws in the thread below 🧵

[Garv ∇ @imgarv18]

i opened the Kimi K3 technical report and suddenly every paper i’ve ever read felt like a blog post.

[Garv ∇ @imgarv18]

ADIPURUSH

Ravan wearing Adidas t shirt with spikes wala hairstyle
Ravan sleeping between snakes idk why
Ravan shown without tripund
Ravan wearing facemask idk why
Ravan playing veena like guitar
Ravan living in dark black Lanka
Ravan is more looking like khilji
#AdipurushReview

[Garv ∇ @imgarv18]

If we learn from it then failure is success...💜

[Garv ∇ @imgarv18]

Patience is not about the ability to wait but it is about the ability to keep attitude of waiting....

[अमन राजपूत 👑 @1Silent_speaker]

“You shit girls inside campus at 7: PM saying they are not safe outside. Now they are not even safe within campus,” a Girl student told Chandigarh University authorities.
⁦@narendramodi⁩ ⁦⁩ ⁦@aajtak⁩ ⁦@SonuSood⁩ ⁦@raftaarmusic⁩ #chandigarhuniversity

[Shanu @shanu00001]

This girl viral the 60 girls mms in Chandigarh university kindly take strict action on this girl
@INCChandigarh @narendramodi @ChandigarhUT
#chandigarhuniversity #justiceforcugirls

[Garv ∇ @imgarv18]

#NewProfilePic

[Garv ∇ @imgarv18]

#JEEMains2022
Scam
My friend got 41 percentile in 1st attempt and 91 in second how can it be possible 🙃 saari gaand ka zor lgale toh b kse bhai

[Garv ∇ @imgarv18]

@SonuKum99930251 Bhai Mera 1st attempt m 58 marks m 84 percentile aai

[Garv ∇ @imgarv18]

#JEEMains2022
29 July s2
June-58 marks-83.99
July-95 marks-85.99
Wtf is happening here?

[Garv ∇ @imgarv18]

#NewProfilePic

[DEEWAN. @Spoof_Junkey]

Kya Se Kya Ho Gaye Dekhte-Dekhte. [Spoof]

[Garv ∇ @imgarv18]

#DroupadiMurmu
Congratulations #DroupadiMurmuji on becoming 1st tribal president of India🇮🇳
Thank you @narendramodi

[Garv ∇ @imgarv18]

@slayyinamaan Mine on 29 shift 2

[Garv ∇ @imgarv18]

#PrimeTimeKaChaudhary
New channel but old technique
@sudhirchaudhary

[Gaurav Pandey @gaurav5pandey]

आखिर मिल ही गए शिक्षा मंत्री..

#NEETUG2022 के छात्रों से जुड़े हमारे सावल पर @dpradhanbjp दे खिए क्या जावब दे रहे हैं.. #DainikBhaskar

प्रधान जी आंखें चुराने लगे #CBSE परीक्षा का हवाला देने लगे। गोल गोल जवाब देने लगे। कुल मिलाकर भागने लगे।

#NEETUG22 #dharmendrapradhanhelpus