Engineering Notes

Engineering Notes

Thoughts and Ideas on AI by Muthukrishnan
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

Agent Communication Protocols and Message-Passing Patterns for Coordination

Master the protocols and patterns that enable AI agents to communicate, coordinate, and collaborate effectively in multi-agent systems
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

Agent Debugging and Observability for Seeing Inside the Black Box

Master the art of understanding, debugging, and monitoring AI agents through tracing, logging, and observability patterns
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...