AI / LLM Integration
At Alchemer, architected a multi-provider AWS Bedrock proof-of-concept and built an LLM evaluation system on Langfuse — provider routing, prompt design, and scoring the quality of AI-generated survey output.
Billy Linn — Software Engineer
For 15+ years I've worked across web development, cloud systems, IoT, and business operations — from Laravel applications and AWS serverless architectures to embedded devices, AI workflows, and developer tooling. I like taking messy operational problems and turning them into systems that just work.
Where my work and curiosity overlap right now.
A cross-section of the work — AI, SaaS, hardware, and the tools in between.
At Alchemer, architected a multi-provider AWS Bedrock proof-of-concept and built an LLM evaluation system on Langfuse — provider routing, prompt design, and scoring the quality of AI-generated survey output.
Self-built, multi-tenant SaaS PWA for property management. Full AWS serverless stack — Lambda image processing, S3, RDS/Postgres — on Laravel with Stripe, Mailgun, and Google Places. Runs real operations.
Cloud-connected IoT locker system for 24/7 laundry drop-off and pickup. ESP32 firmware in C/C++, MQTT over AWS IoT Core, Lambda event processing, and a custom-designed PCB.
A growing collection of 60+ free, fast, browser-based developer and engineering tools — regex testers, encoders, converters, and calculators. Built and hosted at linncode.com/tools.
I enjoy solving messy operational problems where software, automation, and AI can create measurable improvements. I'm particularly drawn to developer productivity, process automation, and building tools that help teams move faster — and I like owning the hard parts end-to-end, from architecture down to the details that actually ship.
Always happy to talk shop, collaborate, or hear about an interesting problem.
billy@linncode.com