i find muse spark is very good at data analysis—both finding relevant open-source data and analyzing it. for example, here's my results for analyzing global share of GDP over past century: https://
meta.ai/share/cw54skLB
Sqy
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OPEN SOURCE
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Muse Spark Excels at Data Analysis and Open Source Research
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GitHub Repository: Andrej Karpathy Skills Learning Resource
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GitHub repo: github.com/forrestchang/andr…
→ View original post on X — @akshay_pachaar, 2026-04-12 17:02 UTC
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Claude.md File Reaches 15K Stars with AI Coding Guidelines
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A single 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱 file just hit 15K GitHub stars. (derived from Karpathy's coding rules) Andrej Karpathy observed that LLMs make the same predictable mistakes when writing code: over-engineering, ignoring existing patterns, and adding dependencies you never asked for. If you've used AI coding assistants, you've hit all of these. But here's the thing: If the mistakes are predictable, you can prevent them with the right instructions. That's exactly what this 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱 does. You drop one markdown file into your repo, and it gives Claude Code a structured set of behavioral guidelines for your entire project. This is a big deal. – Built entirely around prompt engineering for AI coding assistants – No framework, no complex tooling, just one .md file that shapes behavior Developers are moving past "use AI to write code" and into "engineer the AI's behavior so the code is actually good." The Claude Code ecosystem is growing fast, and the best tools in it aren't always software. Sometimes they're just well-crafted instructions. 100% open-source. I've shared a link to the GitHub repo in the next tweet!
→ View original post on X — @akshay_pachaar, 2026-04-12 17:02 UTC
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Openclaw Agent Implementation for Specific Use Case
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Openclaw agent that he is using for his use case
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People Building Cool Projects with OpenClaw
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Yep, people are building to do really cool stuff with OpenClaw.
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Deepagents: LangChain Framework for Autonomous AI Agents
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Deepagents https://
github.com/langchain-ai/d
eepagents
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Open Memory Standards for AI Agents and Best Practices
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Directionally correct Open memory standards will need to emerge But it’s so early right now. We’re still just figuring out what best practices are. And so a lot is at the mercy of harnesses Agents.md and skills are great start though
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Open Memory Standards for AI Agents Emerging
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Directionally correct Open memory standards will need to emerge But it’s so early right now. We’re still just figuring out what best practices are. And so a lot is at the mercy of harnesses Agents.md and skills are great start though
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Open Standards Needed for AI Development Progress
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Agree. It’s still early but at some point need open standards