Notes from the build
What I have learned shipping AI systems for real clients: the decisions behind the case studies, written up short.
- 03Start from the workflow, not the modelLessons from automating 15+ business workflows with n8n: where the value in an AI automation really comes from, and how I decide what to build first.
- 02Proposals that sound like you, with retrievalHow BidCraft grounds every Upwork proposal in the freelancer's own past work, using Mistral embeddings, pgvector in Supabase and a streaming FastAPI endpoint.
- 01Giving a voice agent hands with MCPWhat I learned building MCP tools for VYVA, a senior-care voice companion, so an ElevenLabs agent could manage medications and run activities mid-call.