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Hi everyone 👋 I am an AI and full-stack engineer working on LLM systems, AI agents, automation, and multimodal AI (text, voice, and vision). Most of my work focuses on building AI systems that run in real production environments, not just demos. I usually connect LLMs with APIs, databases, tools, and business logic so they can operate reliably inside real workflows. *AI / ML Systems* • LLM orchestration pipelines • tool use (ReAct-style) and reasoning loops • safety guardrails and grounded generation • evaluation and reliability pipelines • multi-agent workflows and memory systems • RAG systems (vector databases, hybrid search, custom retrievers) • document intelligence (PDF extraction, OCR, structured data pipelines) • multimodal AI (text, voice, vision, audio pipelines) *Full-Stack & Infrastructure* • React / Next.js frontends • FastAPI / NestJS backend systems • secure APIs and RBAC design • automation pipelines (n8n, Zapier, Make, webhooks) • API integrations and workflow orchestration • cloud deployment and scalable backend systems • monitoring, observability, and production reliability Recently I have also been exploring AI systems in the music industry, including music understanding, audio analysis, recommendation systems, and AI-assisted production workflows. I have worked on systems in areas like healthcare AI, document intelligence, and automation platforms. For this good community, Let's build perfect a lot ! 💪

what gets measured, gets managed This pixel system, which is devoted to tracking AI bots across entity graphs, is a gold mine of insights. It's not just a silly dashboard-- two AI models review mine for insights, independently, 3x daily looking for trends, deltas, opportunity gaps. There's no substitute for having your own independent ground truth data system at this moment. So build one. Can be run for free, or $5/month for nearly unlimited data (thanks CF) If you need the cookbook, it's in the Hidden State Drift Mastermind. (hiddenstatedrift[.]com) if you need one built for you, hit me up and we can talk about it.

Our mission is to create a true learning community where an exploration of AI, tools, agents and use cases can merge with thoughtful conversations about implications and fundamental ideas. To get a deeper overview of this Skool, click on the Classroom tab above, and enter the Welcome Classroom If you are joining, please consider engaging, not just lurking.Tell us about yourself and where you are in life journey and how tech and AI intersect it. for updates on research, models, and use cases, click on the Classrooms tab and then find the Bleeding Edge Classroom

There's an App for it. 2012 There's an API for it. 2026 scan the list; see what you can integrate for automation or workflow integration need a roadmap? hiddenstatedrift.com