“File reads cast spells. Tool calls fire projectiles. Errors spawn enemies that hit Clawd (he recovers! don't worry!), subagents spawn mini clawds.”

“Instead of preloading every single tool definition at session start, it searches on-demand.”

“In recent years, major LLM providers have been competing to expand the 'context window'.”

“The author's comment, "MCP was like providing tools for AI to use, but Skills is like giving AI the knowledge to use tools well," provides a helpful analogy.”

“Youtu-LLM sets a new state-of-the-art for sub-2B LLMs...demonstrating that lightweight models can possess strong intrinsic agentic capabilities.”

“RLMs successfully handle inputs up to two orders of magnitude beyond model context windows and, even for shorter prompts, dramatically outperform the quality of base LLMs and common long-context scaffolds.”

“Conversations still seem to break down once you get into the hundreds of thousands of tokens.”

“The article addresses issues like: "Claude's responses becoming strange after long work," "Sessions being cut off," and "Getting lost in complex tasks."”

“The research focuses on the removal of positional embeddings.”

“”

“The article likely tests Claude and Gemini on their ability to handle 1 million tokens of context.”

“"Increasing input tokens can paradoxically decrease LLM performance."”

“Claude's system prompt is over 24k tokens with tools.”

“OpenAI and Microsoft Azure to deprecate GPT-4 32K”

“Gradient AI Releases 1M Context Llama 3 8B”

“Alibaba releases 72B LLM with 32k context length”

“N/A - No direct quotes in the provided summary.”

“Llama 32K Context Released by Together AI”