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Heads up on rebrand to coming.
My company name back when I was the world leading software implementor of Daylite was MacAngel. I started ClawSight when OpenClaw was all the rage but since then I have added Hermes, Google and Claude Managed agents and OpenAI agents are on the way as well, so it is time to expand. ClawSight Capture will be rebranded MacAngel Wings, as in, "give your cursor wings." I just wanted to give you a heads up so you know what is happening as the rebrand occurs. I am also working on MacAngel Halo. Halo is like having a multi-user Obsidian. It uses your Google Drive to house all of your .md files and it integrates with MacAngel Wings. If you need a multi-user system like this, I'd love to hear from you. Feel free to request an AI strategy review here: https://www.everyexpert.com/marnimelrose/ask/ama-agents
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Welcome! Introduce Yourself + Share What you are working on 👋
Let’s get to know each other. Drop a comment with: 1. Where you are based 🗺️ 2. Why you decided to start using AI 🤖 3. What you are working on with your AI 👨‍💼👩‍💼 Bonus: What Agent harness are you using? OpenClaw, Hermes, Claude, Something else? Can’t wait to meet everyone. 😊
A engineer from Tokyo is currently writing this message.🙆‍♂️
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
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Looking for a partner
I am AI and software engineer based in Japan. I am working as freelancer now. I am going to work in US or EU for more income. But my main language is Japanese. Because of that, it is very difficult to communication with client. So I am looking for a partner who has good communication skill
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Do you use Google Drive to run your business?
Most companies say they are using AI. Usually, that means individual employees are using ChatGPT or Copilot to write faster, summarize meetings or automate a few tasks. That can make a person more productive, but the company itself still runs the same way it always has. The information is still scattered. Decisions still disappear. Processes still live in people's heads. Every AI tool starts each conversation missing most of the context that makes the business work. That is the difference between a company that uses AI and a company that is actually becoming AI-native. Smart founders are building two companies There is the company your people work inside: the clients, products, meetings, decisions, history and daily operations. Then there is the machine-legible version of that company: the knowledge, systems and working context that your AI agents need before they can do useful work across the organization. Most businesses have built the first company. Very few have built the second. Brian Halligan, the co-founder of HubSpot, describes the coming shift as moving AI from an individual productivity tool to an organizational operating model. Instead of giving every employee an isolated assistant, the company's systems become legible enough for AI agents to understand context, participate in workflows and help the organization improve as a whole. Humans still provide the judgment, taste, relationships and lived history. But the agents no longer begin every job half-blind. Google Drive already holds the raw material If your company runs on Google Drive, much of your organizational intelligence is already there: - Client and project history - Proposals and agreements - Meeting notes and decisions - Processes and operating procedures - Research and product thinking - The documents your team uses to get work done But storage is not memory. A folder full of documents does not automatically become a company brain. Your people and your AI still need to find the right information, understand how it connects, know which version matters and carry corrections forward.
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