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3 contributions to Brendan's AI Community
From AI Ideas to Working Products
Hey everyone — glad to be here. I’m Toma, based in Japan, and I work as a freelance AI engineer. Lately, I’ve been focused on building AI agents, RAG systems, LLM apps, internal AI tools, and workflow automations for real-world use cases. I really enjoy helping turn early ideas into working products that people can actually use. A lot of AI projects sound exciting in theory, but the hard part is making them reliable inside real workflows. That’s the part I like most — connecting models, tools, data, and product logic into something practical. I’m always happy to connect with founders, operators, developers, and anyone building useful things in AI. Also, I’m currently open to freelance projects, collaborations, and new roles in the AI space. DM here or message me Telegram: @win_0100
Looking for a killer AI Builder: Implementations and Systems
Location: Preferably BIG 5 Countries / Remote Looking for someone who can build end-to-end AI systems for real business use. I need someone who can take ideas and strategise themselves, be able to understand how to make systems without me holding their hand. We predominantly handle SMB's doing around $2-10 million in revenue and so I need some one proficient and intuitive to join the team. You must be experienced with Claude, n8n, MCP, API, and agentic workflows to ensure that the system works seamlessly without me having to intervene. Contract/project-based. Remote is fine. Ongoing work likely for the right person. Please send through your portfolios and workload capabilities.
0 likes • 2h
Hey, I’m an AI engineer focused on building end-to-end automation systems, agentic workflows, and custom integrations for real business operations. I’ve worked with LLM workflows, API-driven automations, MCP-style integrations, CRM and internal process systems, and backend logic that can run reliably without constant hand-holding. I’m comfortable taking a business idea, translating it into a practical system design, and building the implementation from end to end. Your focus on SMB use cases and ongoing delivery work is especially interesting to me. I’d be glad to connect, share relevant work, and discuss current workload and how I could support your team.
Building AI Systems That Actually Solve Real Problems
Hey everyone — I’m Toma, an AI engineer based in Japan 👋 I work on building practical AI systems for real business use cases, especially around AI agents, RAG pipelines, LLM apps, and workflow automation. Most of my projects are focused on turning messy manual processes into something faster, smarter, and more scalable. That includes things like connecting LLMs with APIs, business tools, internal knowledge, and automated workflows. My background is in both software engineering and applied AI, so I enjoy working across the full stack — from backend systems and orchestration to model integration and user-facing products. Right now, I’m especially interested in connecting with founders, teams, and operators who want to build AI products that go beyond simple demos and actually create value. I’m also open to freelance projects, collaborations, and new opportunities, so feel free to reach out. Let’s connect on Telegram: @win_0100
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Kawaguchi Toma
1
4points to level up
@kawaguchi-toma-8732
Applied AI Engineer

Active 1h ago
Joined Apr 1, 2026
Osaka / Japan
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