Engineering Notes

16 Nov 2025

Master Calibration for Consistent Fair Decisions at Scale

The best engineering managers I know have mastered a skill rarely discussed in management literature: **calibration**. ...

15 Nov 2025

Build Context Portability, Not Knowledge Silos

The best engineering managers don't just manage people—they architect how context flows through their organization. The...

14 Nov 2025

Verification and Validation Loops for Agent Reliability Through Runtime Checks

Learn how modern AI agents use verification and validation loops to ensure output quality, catch errors at runtime, and build reliable production systems.

14 Nov 2025

Write Engineering Investment Cases, Not Technical Proposals

The difference between senior and staff-level engineering leaders often comes down to one skill: the ability to transla...

13 Nov 2025

Design for Disaggregation and the Hidden Art of Scaling

Most engineering managers think about scaling by adding more people. Elite EMs think about scaling by designing systems...

12 Nov 2025

Manage Your Teams Cognitive Load Budget

Most engineering managers obsess over headcount, sprint capacity, and story points. But the most critical resource you'...

11 Nov 2025

Human-in-the-Loop Agents for Bridging Autonomy and Oversight

Master the patterns and practices of human-in-the-loop agent systems that balance automation with human judgment

11 Nov 2025

Manage Signal-to-Noise - The Hidden Cost of Organizational Chatter

The most underrated skill in scaling engineering organizations isn't hiring faster or building better processes—it's **...

11 Nov 2025

The Architecture is the Prompt - Guiding AI with Hexagonal Design

As developers, we've all felt the frustration. You have a well-structured repository with clear patterns, but the new A...

10 Nov 2025

Architect Your Teams Communication Protocol

Most engineering managers focus on processes, tools, and org structure while ignoring the most critical infrastructure:...