Jev is a recently released ‘system one’ model, evaluating it on ‘informed decision’ tasks.
reading
Research papers, with notes on each.
Agentic Context Management
September 2026
These days AI Agents fail in their performance less often because of reasoning, it’s scarce knowledge but more often because of its non-optimal context management system.
From Protocol to Analysis Plan: SAPAI
September 2026
Manual writing of Statistical Analysis Plan for clinical trial study
SciKnowEval
July 2026
Scientific benchmark dataset
Finetuning using native SFT on static dataset leads to knowledge forgetting on which a model previously excels at. This is due to changing models weights while fine-tuning with static demonstration of data.
It's a benchmarking dataset for models to challenge not just its coding a single functionality of or a single module, instead it tests models on creating a whole project codebase on its own without HITL.