99% of people use LLMs like Google.
That’s why they get average results.
The top 1% do this instead: → Build context
→ Force reasoning
→ Iterate, don’t restart
→ Design workflows (not prompts)
→ Optimize for execution, not answers LLMs aren’t chatbots.
They’re systems.
Use
AGENTS
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Top 1% LLM Users: Advanced Strategies Beyond Chatbots
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LangChain Academy: Building Reliable Production Agents Course
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💫 New LangChain Academy Course: Building Reliable Agents 💫
— LangChain (@LangChain) 22 mars 2026
Shipping agents to production is hard. Traditional software is deterministic – when something breaks, you check the logs and fix the code. But agents rely on non-deterministic models.
Add multi-step reasoning, tool… pic.twitter.com/cBmDKF4T2nNew LangChain Academy Course: Building Reliable Agents Shipping agents to production is hard. Traditional software is deterministic – when something breaks, you check the logs and fix the code. But agents rely on non-deterministic models. Add multi-step reasoning, tool
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Pedro’s Theoretical Insights on Intelligence Beyond Reinforcement Learning
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This is another outstanding theoretical step towards understanding intelligence by Pedro, aka @AdaptiveAgents Some people still like to try to explain it all through RL, but I feel other explanations that emphasise the role of the environment, entropy minimisation, (multi)
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Can AI Agents Reach Agreement? New Research Paper
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Can AI Agents Agree? Frédéric Berdoz, Leonardo Rugli, Roger Wattenhofer: https://
arxiv.org/abs/2603.01213 #ArtificialIntelligence #AIAgents -
Can AI Agents Reach Consensus and Agreement?
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Can AI Agents Agree? Frédéric Berdoz, Leonardo Rugli, Roger Wattenhofer: https://
arxiv.org/abs/2603.01213 #ArtificialIntelligence #AIAgents -
Future of AI: Single Agents Over Hierarchical Subagent Structures
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I think we rapidly move to a world where it's just gonna be an agent and subagent hierarchies will be less interesting. (but yeah, easier multi-win management would be neat)
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8 Skills Leaders Need to Manage the AI Agent Workforce
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8 Skills You Need to Manage the New AI-Agent Workforce As AI agents become part of everyday workflows, leaders will need new skills to supervise, guide and integrate this emerging digital workforce. Read more https://
bernardmarr.com/8-skills-you-n
eed-to-manage-the-new-ai-agent-workforce/
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Karpathy’s AI Home Assistant Dobby Consolidates Smart Home Control
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Karpathy built a smart home AI, Dobby the Elf Claw, that controls lights, HVAC, shades, pool, and security. It even uses AI to detect visitors and send alerts. Previously needed 6 apps; now it's all natural language control! pic.twitter.com/g8fhRykA4O
— Chubby♨️ (@kimmonismus) 22 mars 2026Karpathy built a smart home AI, Dobby the Elf Claw, that controls lights, HVAC, shades, pool, and security. It even uses AI to detect visitors and send alerts. Previously needed 6 apps; now it's all natural language control!
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Claude and AI Agents Listed as Code and Writing Contributors
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i think it's great to have Claude or other coding agents listed as a developer on PRs—and i think this will get more common with OpenClaws that develop their own personality and perspective. we also do this with writing @every
, listing Claude and our Claws as co-writers: