Building in production.

Notes from serving LLMs on GPUs, shipping production ML, and learning what survives real traffic. Mostly things I wish I'd known earlier.

• 01 · May 29, 2026

  5 min read

  Building Dossier in Public: The M4 Milestone

  Four milestones in, Dossier is no longer a side project — it's an agentic job-search system with real users. Here's what shipped, what broke, and why I'm building it on LinkedIn.

  #dossier#build-in-public#agentic#saas
• 02 · May 22, 2026

  9 min read

  Dossier: An 8-Agent Job-Search Pipeline That Survives Production at ~$0.04 per Run

  Why I stopped building a job board and started building a quality-first agentic pipeline. The architecture, the cost discipline, and the SaaS layer I wrapped around it.

  #agents#llm#side-project#dossier#saas
• 03 · May 15, 2026

  4 min read

  What I Learned Shipping a Multimodal GenAI Platform to Production

  A multimodal GenAI platform that processed 10,000+ marketing assets for a Fortune 500 pharma client. Here's what actually broke, what scaled, and what I'd build differently next time.

  #genai#production#llm#publicis-sapient