Joseph Pollack #ร ๐๏ธ
3.8K posts

Joseph Pollack #ร ๐๏ธ
@josephpollack
๐คAIโค๏ธData enjoyer , building robots to helps folks learn things quicker.



The US delegation is now meeting with the dictator of Belarus, a country with a GDP smaller than the US state of Vermont. Putin needs the US to take sanctions off Belarus to use it as a conduit for western technology for the Russian war machine. The US gains absolutely nothing, but surely the Trump family will make billions from the coming arrangement.


Write-up: davisrbrown.com/blog/openconjeโฆ Dataset: huggingface.co/datasets/davisโฆ Code: github.com/davisrbr/conjeโฆ

Introducing Lindy Assistant, the ultimate AI assistant. It talks with you through iMessage, connects to 100s of apps, helps you with your meetings and emails, and proactively finds ways to save you time all day. Check out some examples of ways Lindy assistant helps below.

Introducing ๐จ๐๐๐๐๐๐๐๐ ๐น๐๐๐๐ ๐๐๐๐: Rethinking depth-wise aggregation. Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers. ๐น Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth. ๐น Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale. ๐น Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead. ๐น Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains. ๐Full report: github.com/MoonshotAI/Attโฆ









honestly, fuck it, going to open source everything.



โ๏ธRussia told the United States it is not sharing intelligence with Iran about US facilities, US envoy Steve Witkoff says, adding Russian officials repeated the claim in talks with Washington. #Russia










