long context reasoning

While we are all excited by the concept of larger context windows, it's important to evaluate the QUALITY of those context windows" — Article adds important nuance to long-context discussion by emphas

RLMs are specifically designed for long-context problems (evidence selection across many papers). This demonstrates a working pattern for long-context handling.

advanced context engineering demonstrates remarkable proficiency in understanding complex contexts" — Survey directly asserts context engineering enables complex context understanding

Evaluates on long-context and reasoning benchmarks, suggesting context engineering directly impacts reasoning capability

symbolic search as its core, not curve-fitting" — Article explicitly positions symbolic search as essential alternative to curve-fitting approaches in next-generation AI

Article challenges the assumption that longer context windows automatically enable better long-horizon reasoning—context rot shows the opposite relationship.

[inferred] "skim really fast, lock on to key words, make connections about what they assume is being said due to pre existing assumptions" — The article describes a failure mode where rapid scanning a