I’m based in Tokyo, Japan and work mainly across AI, full-stack development, SaaS, automation, mobile apps, and product development. I also have access to active development teams and individual engineers here in Japan. So depending on the project, can support either a specific technical area or a full development process. First, big thanks to the ADMIN for building this community. Really appreciate the work behind it. Happy to be here, and happy to contribute where I can. Most of my work is with global clients, usually founders or companies building something with a real vision behind it. Not really looking for one-off tasks only. I prefer working with people who want to build, improve, launch, and keep growing a product over time. - Main areas I work in: • AI agents and multi-agent systems • LLM apps, RAG, AI search, knowledge systems • Business automation and internal AI tools • SaaS platforms • Web applications • Mobile apps • CRM and booking systems • Marketplace and matching platforms • Logistics and dispatch systems • GIS and location-based apps • AI customer support systems • Data processing and analytics • Recommendation systems • API integrations • Cloud infrastructure and scaling - Typical tech stack: Frontend: React, Next.js, TypeScript, JavaScript, Tailwind Backend: Python, FastAPI, Node.js, Express, Golang, REST, GraphQL, gRPC AI / ML: PyTorch, TensorFlow, Hugging Face, LLMs, RAG, vector databases, AI agents, NLP, computer vision Mobile: React Native, Flutter, Swift, Kotlin Database: PostgreSQL, MySQL, MongoDB, Redis, Pinecone, FAISS, Elasticsearch Cloud / DevOps: AWS, GCP, Azure, Docker, Kubernetes, CI/CD, GPU systems - Have worked across quite a few industries too. Healthcare, logistics, hospitality, education, finance, e-commerce, media, marketplaces, SaaS, customer support, field services, and more. - I can also help with: • Product planning • Technical architecture • MVP development • Production development • AI product strategy • Workflow design

You’re early — and that’s intentional. This community is being built in real time around real instrumentation work. Over the next few days, I’ll be rolling out the first free modules covering: - How instrumentation actually works in plants - Signals, loops, and troubleshooting fundamentals - How experienced techs think under pressure If you’re here now, you’ll have a direct voice in shaping this. 👉 Drop a comment below with: - Your role - Industry - What you want to get better at Let’s build this right.

Hey everyone, I’m JC, the creator of AutoCal Tech.I started this community because when I was first trying to get into instrumentation, there was no clear roadmap, no mentor, and no simple place to learn hands-on skills that plants actually value. This community fixes that. Here, you’re going to learn the fundamentals of instrumentation, the hands-on skills that matter, and the career strategies that get you hired into refineries, chemical plants, and industrial facilities. My goal is simple: Help you become a confident, job-ready Instrumentation Technician — even if you have zero experience right now. ✅ What You Should Do First 1. Introduce yourself in the commentsTell us your name, where you're from, and what your goals are. 2. Go to the “Classroom” tab. Start with: Module 1 — Intro to Instrumentation & Your Career Path (coming soon) 3. Join the weekly live callsI’ll be doing hands-on demonstrations, Q&A, and real-world troubleshooting. 4. Ask questions anytime. There are no dumb questions here. Everyone starts somewhere. 🔧 What You’ll Get Inside This Community - Step-by-step instrumentation training - Hands-on demonstrations using real equipment - Troubleshooting walkthroughs - Career guidance and interview prep - Resume templates - A certification path - A community of techs and motivated learners We’re building something special here — a place where people who want a better career can learn real, practical skills without wasting years. 🔥 Your Turn Drop a comment below: - Your name - Your background - Why you want to get into instrumentation - What you’re hoping to learn here Welcome to AutoCal Tech — let’s get to work.