Long-context retrieval improves, context rot nearly solved

Perplexity published research on its serving infrastructure for pplx-embed, combining Ivy, Tulip, and ROSE to lower latency and improve throughput across online and batch workloads. The stack reduces cost compared to off-the-shelf solutions.

A Reddit user on r/OpenAI advises Plus subscribers to use ASTRA for planning and architecture, then switch to Sol for coding, warning that ASTRA can consume the 5-hour limit in as little as one prompt and 10 minutes.

A Reddit user asks if anyone has achieved decent NSFW content with Minimax comparable to Wan2.2, noting they've tried various LoRAs and a newer checkpoint without success.

OpenAI co-founder Greg Brockman posted two tweets highlighting Astra's use in checking scientific papers and in medical applications. No further details were provided.

CUA-Lite unifies sandboxes, data, evaluation, and reinforcement learning for computer-use agents. The platform is open-source and designed to address the infrastructural challenges of training and benchmarking CUAs.

A Reddit post highlights Astra's performance on SpatialBench, a new visual-spatial intelligence benchmark, with examples of question types. The post links to tweets and the benchmark site.

A Reddit prompt asks ChatGPT to act as a boss and give one reason for firing the user, based on chat history. The thread has 30 upvotes and 33 comments.