When GPT2 was released, it seemed like the best possible scenario. Similar is the case with today's LLMs/LRMs.
They suck at complex problems and give plausible answers. And we have to live with them.
Post transformer era will change that in 2026. Happy to be a part of it.
Today we are sharing a new result from BDH: 97.4% accuracy on Extreme Sudoku puzzles while maintaining language fluency.
No chain-of-thought
Current LLMs → nearly 0% accuracy.
If a model can write beautifully but still cannot reason through a hard constraint space, that is not a side issue.
That is the issue.
Interesting work by amazing engineers from @IITBHU_Varanasi.
– Domain: Multi agent RAG / Realtime RAG
– Niche: Leveraging Interleaved Reasoning & Retrieval, along with Caching and other known approaches.
Article link (with repo, architecture, demo): https://t.co/DAJftfnDSg
Do subscribe (only if you find it valuable + want to read more of these).
Hiring #devrel interns @pathway_com.
– Competitive stipend based on location ($1k if in India).
– Inclusive culture.
– The team: Exp from Google Brain, ETH Zurich, co-founded Spoj and NK Pl (Poland's first social media, 13.5m+ users), and more.
Apply @ https://t.co/QmGM9OWxGB
Latest SHP showing doubling of shareholders (likely retail) over past 2-3 qtrs; OFS should be just around the corner, stock up 4x in a year; all signs to be cognizant if not cautious, even as an investor.
#IRFC
Latest SHP showing doubling of shareholders (likely retail) over past 2-3 qtrs; OFS should be just around the corner, stock up 4x in a year; all signs to be cognizant if not cautious, even as an investor.
#IRFC
@pragati_verma18 Really good!
The translation was actually great, summarising texts without losing the essence, Bibek Debroy and team did a fantastic job there :)
Disturbing reality in Kedarnath! Animal cruelty is rampant as horses and donkeys are subjected to unimaginable abuse during treks. These innocent souls suffer from hunger, thirst, and exhaustion, enduring long hours of mistreatment. It's imperative for the Uttarakhand administration to take immediate action and enforce stringent laws against such atrocities. We must unite to protect these helpless beings and advocate for their rights. Together, we can bring about a compassionate change! 🙏🏼 #EndAnimalCruelty #RaiseYourVoice #UttarakhandNeedsChange
#KedarNath
#AnimalAbuse