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Ryota

AI System & Backend Engineer
nog geen reviews Amsterdam

Over deze freelancer

🚀 AI Systems & Backend Engineer | Production Ready LLM Solutions

I help companies build AI systems that actually work in production — not just demos.

Most AI projects fail after deployment due to unreliable outputs, scaling issues, or rising costs. My focus is solving exactly that: building robust, scalable, and cost-efficient AI systems that perform reliably in real-world environments.

What I Do

✔ Design and build production-grade LLM systems (OpenAI, Anthropic, RAG pipelines)✔ Develop AI agents and workflows with retries, idempotency, and auditability✔ Improve AI reliability using schema validation, tool contracts, and fallback logic ✔ Optimize performance with hybrid search, caching, and smart chunking ✔ Build scalable backend systems and APIs (FastAPI, Node.js, distributed systems)✔ Ensure data consistency and fault tolerance in high-concurrency environments

What Makes Me Different

Most developers can connect to an AI API. Few can make it reliable.

I specialize in:

  • Preventing duplicate executions, race conditions, and partial failures

  • Designing systems that gracefully handle errors instead of breaking

  • Reducing API costs and rate-limit issues through smart architecture

  • Turning unstable AI outputs into predictable, production-ready systems

Proven Experience

  • Built and operated LLM systems used in customer support, sales, and internal tools

  • Eliminated backend inconsistencies in high-scale systems handling real users

  • Delivered MVPs that successfully scaled into production environments

  • Integrated AI into existing systems without costly rewrites

Example Projects

🔹 AI Customer Support SystemStructured LLM pipelines with real integrations (CRM, ticketing systems)

🔹 AI Booking AgentReliable transaction handling with retries, rollback strategies, and rate-limit control

Tech Stack

Python, Rust, TypeScriptFastAPI, Node.js, NestJSPostgreSQL, Redis, ElasticsearchLangChain, LlamaIndex, OpenAI, AnthropicDocker, CI/CD, Cloud Deployment

Let's Work Together

If you're looking for:

  • A system that won't break among real users

  • AI that produces consistent, usable results

  • A backend that scales without surprises

Send me a message with your project details — I'll help you build it the right way from the start.


Opleiding


Werk & Ervaring

A
10-01-2024 — 17-12-2025
AI Engineer
Exa

- Built and operated production LLM systems used in customer support, sales, and internal workflows - Stabilized non-deterministic model behavior using schema validation, tool contracts, and fallback logic - Designed stateful agent workflows with retries, idempotency, and audit logging to prevent duplicate and partial executions - Improved retrieval performance by implementing hybrid search, optimized chunking, and caching strategies - Reduced system instability caused by rate limits and cost spikes through adaptive model selection and request deduplication - Implemented graceful degradation patterns to maintain service under failure conditions

B
20-11-2019 — 13-12-2023
Backend Engineer
ChatPlus Co. Ltd

- Built scalable API and event-driven systems supporting high-concurrency workloads - Eliminated data inconsistencies caused by race conditions and duplicate events using idempotency and transactional design - Resolved performance bottlenecks through query optimization, indexing, and asynchronous processing - Designed zero-downtime deployment workflows with backward-compatible schema migrations - Improved system reliability using retries, dead-letter queues, and failure isolation patterns

F
19-09-2018 — 11-10-2019
Freelance Full-Stack Engineer
Upwork

- Delivered backend and AI-integrated systems for international clients - Built MVPs that scaled to production using modular architecture and clear service boundaries - Integrated AI features into existing systems without full rewrites using adapter patterns and async processing


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€ 80 / uur
  • Locatie Amsterdam
  • Categorie Development & IT
    Development & IT
  • Geverifieerd Email
  • Lid Sinds 21-04-2026