AI Agent Engineering Notes

Practical guides to AI agents, agentic systems, and AI-native software engineering

Start here

A practical path into agent engineering, from foundations to system design and engineering leadership.

  1. Optimize Units of Work, Not Growth TargetsGrowth becomes more actionable when leaders stop treating it as a target and start removing friction from the individual units of work that create it.
Build AI agentsArchitecture, evaluation, memory, orchestration, and reliability. Lead engineering systemsDecision-making, flow, team design, and sustainable delivery.
10 Nov 2025

Architect Your Teams Communication Protocol

Most engineering managers focus on processes, tools, and org structure while ignoring the most critical infrastructure:...
09 Nov 2025

Build Abstractions That Accelerate, Not Complicate

Most engineering managers understand abstractions theoretically—they reduce duplication, hide complexity, and enable re...
08 Nov 2025

Codify Your Quality Bar and Make Standards Executable

The best engineering managers don't just set standards—they make them impossible to ignore by encoding them into the de...
07 Nov 2025

Create Clarity Artifacts to Turn Ambiguity into Executable Alignment

The skill that separates senior engineering managers from everyone else isn't technical brilliance or charisma—it's the...
06 Nov 2025

Build Organizational Memory, Not Institutional Knowledge

Most engineering managers worry about losing "institutional knowledge" when people leave. But that's the wrong frame. K...
05 Nov 2025

Run Pre-Mortems, Not Post-Mortems

Most engineering teams are great at post-mortems—dissecting what went wrong after a failure. But elite teams do somethi...
04 Nov 2025

Design Ownership Boundaries, Not Org Charts

Most engineering managers scale teams by drawing org charts. The best ones design ownership boundaries first, then let ...
25 Oct 2025

Transform Failures Into Capability, Not Bureaucracy

Every organization faces failures: outages, security incidents, missed deadlines, botched releases. The critical questi...
24 Oct 2025

Build Leverage Through Documentation as Code

The best engineering managers don't just build products—they build systems that make knowledge transfer automatic, deci...
23 Oct 2025

Debug Organizational Velocity, Not Individual Productivity

Most engineering managers obsess over individual productivity. They measure story points, track commit frequency, and o...