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abdelouhhab
portraitart
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Imagine saving over 40% of your tokens and time on debugging... Now, what if I told you there's a tool that captures the "hidden patterns" of your AI agent and automatically corrects them in the background without any intervention from you? ๐คฏ๐ The ai-rule-learning-mcp tool Works automatically in the background of every session with the agent (such as Cloud Code, Cline, Aider, or others). https://lnkd.in/dw9bAbqy It detects recurring errors and lapses and instantly corrects the AI's behavior. The result? Perfect consistency and real improvement across sessions because the tool automatically injects the correct approach into its memory. ๐ง Why do you need it now? Professionals use this tool to manage agent behavior in the background, while most developers still waste time and tokens rewriting instructions and correcting the same silly mistakes every time they open a new session because the AI โโforgets the context. As long as you can't monitor what's learning in the background, you'll keep spending tokens and wasting hours digging through the same problems. ๐ธ It's fully automated; you don't need to see or modify the patterns yourself. Install it in one step: pip install ai-rule-learning-mcp โก It's completely free, and installation takes only 30 seconds. The tool detects past patterns and automatically injects strict instructions to prevent repeating mistakes and establish the correct working method, whether at the beginning or in the middle of a session. ๐ฏ Save your effort and tokens now and let the tool automatically manage the AI โโagent's behavior. For discussion and support, join our Discord: https://lnkd.in/dvHMS6Hd ๐ What's the most common pattern your agent makes that you wish the tool would fix? https://huggingface.co/huggingface https://huggingface.co/deepseek-ai https://huggingface.co/claude-skills https://huggingface.co/Qwen https://huggingface.co/chatgpt https://huggingface.co/zai-org
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