Important nuance: “long-horizon” ≠ “complex task.” It’s about planning under uncertainty across many steps. Some evals test long histories, not long futures. Our bandit toy shows frontier models still go greedy. Great clarifier, @chris_m_glaze
LLMS
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Why ChatGPT lies and how to protect yourself from AI hallucinations
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I explain everything and how to protect yourself from AI hallucinations right here → https://youtu.be/symATEZ-bjY #ChatGPT #ChatGPT5 #GPT5 #ChatGPTdown
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Why LLMs Struggle to Follow Chess Rules Consistently
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@hyhieu226 Why can't an LLM write down the rules of chess and then follow them? A limited kind of world model.
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Edge SLMs: Privacy, Speed, and Cost – An Underrated Advantage
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Running SLMs at the edge is such an underrated move…..privacy, speed, and cost all in one.
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Claude’s interactive intelligence outperforms static research from Forrester and Gartner
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Forrester and Gartner are still selling access to static research. Claude gives you interactive intelligence: – Ask follow-up questions
– Customize outputs
– Update on the fly
– Translate into strategy That’s something no PDF can do. -
Prompt Claude for strategic market analysis
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Prompt we use in Claude:
— God of Prompt (@godofprompt) 5 septembre 2025
(Copy/paste)
<task>
You are a senior industry analyst with access to up-to-date market research, expert commentary, and global trend data. Act as an AI research analyst for a company exploring [market_or_sector]. Generate a full strategic market… pic.twitter.com/ZwrpStxkeWPrompt we use in Claude: (Copy/paste) You are a senior industry analyst with access to up-to-date market research, expert commentary, and global trend data. Act as an AI research analyst for a company exploring [market_or_sector]. Generate a full strategic market
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Claude offers real-time market research in 2 minutes
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Forrester makes you: – Fill out forms
– Book discovery calls
– Wait weeks for a 90-page PDF Claude gives you real-time, tailored market research in under 2 minutes.
Here’s what I asked it: -

Replace expensive consultants with Claude’s free mega prompt
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Forrester report: $40,000
Gartner analysis: $50,000
Claude: Free Same quality research. 99.95% cost reduction. Here's how I replaced expensive consultants this mega prompt in Claude (Steal it): -
Switching to Grok 4: Night and day difference in coding assistance
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Just switched from ChatGPT to Grok 4 and the difference in coding assistance is honestly night and day.
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Beginner’s praise for comprehensive and well-structured MCP roadmap
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As someone who just started learning MCP, this roadmap is incredibly comprehensive and well structured for beginners.