Guide · AI models
From fine-tuning to production
Eight posts on deciding whether to fine-tune, getting the hardware to cooperate, evaluating the result, and shipping it.
Read the guide
Hello Friend
Nyghtowl
I'm Melanie. Software engineer in AI, co-founder of Fight Health Insurance, and DevRel at Temporal.
I build things, break things, fix things.
A few things I've been working on
From the workbench.
Demos · Temporal
Agents that can pick up again
I build and demo agents with durable execution: what survives a crash, where the work stands, and how it continues.
Explore the demosCo-founder · Fight Health Insurance
Helping people appeal denials
I co-founded Fight Health Insurance with Holden Karau to help people use AI to draft health insurance appeals.
About the projectResearch · AI evals
Evaluating 28 models on appeal letters
I ran 28 models through 632 appeal letters each and five judges to pick what Fight Health Insurance runs now, and tracked what it all cost.
Read the write-upLaunch · Fight Health Insurance
Your AI can talk to our AI
I launched the Fight Health Insurance MCP server, so Claude, ChatGPT or another assistant can look up appeal rights and state help, and start a free appeal from the chat.
Connect your assistantVideo series · Temporal
Temporal & AI
My new video series on building AI agents with Temporal. The first episode pulls apart agent memory and state.
Watch the first episodeCode, conversations, and the occasional underwater detour.