You don't need to learn about machine learning in depth to become an AI engineer.
I know this goes against a lot of advice online, even some of my own. But ML engineers and AI engineers are two different roles now. An ML engineer works inside the model. Training pipelines, loss
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Distinguishing between ML Engineers and AI Engineers
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Standardizing Skills for Portable AI Coding Agent Workflows
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If you're building AI workflows for yourself or clients, the practical takeaway is simple: Write your Skills in the SKILL .md format. You're not locked to one vendor. Your thinking systems become portable across every major coding agent. One Skill, 30+ compatible tools. That's
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Comparative analysis of AI agent capabilities in Claude and Perplexity
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Here's what "Skills" actually means on each platform: Claude: Full code execution in a sandbox. Works across Claude. ai, Claude Code, the API, and the Agent SDK. Ships scripts. Persists across sessions. The deepest implementation. Perplexity: Same SKILL. md format running
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Industry-wide adoption of the SKILL.md format for AI agents
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Within months, the adoption list grew: → Perplexity adopted the format for Computer Skills (March 2026)
→ OpenAI adopted it for Codex CLI
→ Cursor adopted it
→ Windsurf adopted it
→ GitHub Copilot adopted it 30+ agents now support the same SKILL. md format. Anthropic -
RAG with LLM: Creating an AI-Powered File Reader
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RAG with LLM: Creating an AI-Powered File Reader! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding
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Anthropic Introduces Agent View for Claude Code CLI
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Anthropic: Claude Code just dropped Agent View
One CLI dashboard for ALL your coding sessions See what's running, what needs your input, what's done – at a glance Reply to agents inline without switching tabs Launch background sessions with claude –bg [task] -
Using AI for workplace context retrieval and task automation
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so much joy in asking codex for random questions at work (such as finding some specific spreadsheet i'd been looking at a while ago), much more fun than searching around for context by hand
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Seeking elegant primitives for implementing stateful AI agents
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stateful agents, decision traces, context graphs… talked about a lot, but has anyone seen an elegant primitive around how to actually implement?
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Using Claude for Zero-Code Front-End Animation
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I don't know if I made this explicit so I'll make this explicit: zero point zero knowledge required of HTML or JS animation techniques to make this work. I'm not even looking at the textual output here. That's Claude's problem; nothing matters except how it displays in Chrome.
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Using AI agents and headless browsers for automated animation debugging
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Presumably if I were more sophisticated at prompting I could ask it to use a headless browser to render every 1s of the animation to a screenshot then fix all the bugs identified w/o me needing to flag them individually. Tokens are abundant, after all.