This small 30B model just outperformed systems over 20x larger including DeepSeek-V3.1-671B and OpenAI’s o4-mini. The secret? It doesn’t just store memory it folds it. A self-managing memory system that keeps its thoughts organized while solving 500-step problems.
LLMS
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Alibaba’s AgentFold introduces a human-style memory system for web agents
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Alibaba just dropped a monster paper in agent research. It’s called AgentFold, and it basically gives web agents a human-style memory system that manages itself. Here’s why it’s wild Current agents either: ∙ keep everything (context bloat, chaos)
∙ or summarize too -
ChatGPT Full Assistant System Prompt Revealed
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My ChatGPT Pulse this morning titled "Full assistant system prompt"
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Recursive Language Models for Near-Infinite Context Agents
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One of our best talks yet. Thanks @a1zhang for the amazing presentation + Q&A on Recursive Language Models! If you're interested in how we can get agents to handle near-infinite contexts, this one is a must. Watch the recording here!
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Using ChatGPT for Calculations via Code
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If you want ChatGPT to calculate for you, use this: "[INSERT WHAT YOU NEED TO CALCULATE] Use code."
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The Dependence of LLMs on Wikipedia Data
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LLMs would be really dumb without the existence of Wikipedia.
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Cognition SWE-1.5 Speed Optimizations Reach 1881 Tokens
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Just deployed additional speed optimizations for @cognition SWE-1.5. The fastest measured request was an eye watering 1,881 token/s per Grafana dashboard.
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Frontier Models vs GPT Codex: Speed to Success Comparison
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Even frontier models fail all the time. The difference is we fail in 15 sec and with one more prompt you get the right answer. Time to success = 30 sec. On GPT Codex it takes 22min just to find out it failed.
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Using LLM Prompts for Startup Bankruptcy Risk Analysis
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Use this prompt to identify the exact fears of why your startup might go bankrupt. Happy halloween. ——————————————–
BANKRUPTCY PREVENTION SPECIALIST
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Adopt the role of bankruptcy prevention -
Moonshot launches KIMI CLI with MCP support
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Moonshot released KIMI CLI, a command line coding agent with MCP support!