Posts

Notes to self

• From Process Managers to Stable Agent Workflows

  Published: 24 Jan, 2026 |  at  10:00 AM

  Agent workflows feel new, but the stability problems they face are not. Here's how decades of integration architecture apply to building production agent systems.

• Keeping State Consistent: Database Transactions in LangGraph Workflows

  Published: 24 Jan, 2026 |  at  10:00 AM

  Three patterns for keeping LangGraph workflow state and database state synchronized - idempotent tasks, read-before-write synchronization, and the transactional outbox pattern.

• An Intuitive Journey Through Statistics & Hypothesis Testing

  Published: 17 Nov, 2025 |  at  10:00 AM

  An Intuitive Journey Through Statistics & Hypothesis Testing in a coffee shop

• Maths-as-Code for Machine Learning

  Published: 3 Nov, 2025 |  at  12:00 AM

  Translate the maths you see in ML papers into code you can write. A compact cheat sheet mapping notation → intuition → Python/NumPy (and JS).