New agentic memory framework uses 118K tokens per query. LangMem burns through 3.26M.

NUS researchers' MRAgent framework reduces LLM agent memory retrieval to 118K tokens per query — vs. 3.26M for LangMem — ...

The Web Is Growing A Second Layer – Almost A Third Head

Google shipped two new specs weeks apart. Here's what OKF and ARD actually do, how they differ from LLMs.txt and MCP, and ...
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GPT-5.6 Sol Review: Faster Coding, Half Fable 5 Cost, and a Benchmark Problem

OpenAI's GPT-5.6 Sol advanced another step toward general availability on July 6 when an OpenAI Codex engineer publicly confirmed that Sol Ultra — the model's highest-compute tier — would ship inside ...
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GPT-5.6 introduces a smarter AI tier system that users may notice

GPT-5.6 introduces a tiered AI system that assigns different models to different tasks based on complexity. By balancing ...